{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# New Topic Tool AB Test Report: Logged-In User Analysis\n",
    "\n",
    "**Megan Neisler, Senior Data Scientist, Wikimedia Foundation**\n",
    "\n",
    "** 15 May 2022**\n",
    "\n",
    "[TASK](https://phabricator.wikimedia.org/T277825) | [CODEBASE](https://github.com/wikimedia-research/New-discussion-tool-analysis-2020)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Table of Contents\n",
    "\n",
    "1. [Introduction](#Introduction)\n",
    "2. [Methodology](#Methodology)\n",
    "3. [New Topic Tool Completion Rate](#New-Topic-Tool-Completion-Rate)\n",
    "4. [Guardrail Analyses](#Guardrail-Analyses)\n",
    "5. [Curiosities](#Curiosities)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introduction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Wikimedia Foundation's [Editing team](https://www.mediawiki.org/wiki/Editing_team#:~:text=The%20Editing%20team%20is%20the,tools%20like%20TemplateData%20and%20Citoid.) is working to improve how contributors communicate on Wikipedia using talk pages through a series of incremental improvements that will be released over time.\n",
    "\n",
    "As part of this effort, the Editing team introduced a new workflow for starting new topic threads on talk pages, across Wikipedia's 16 talk namespaces. This new workflow is intended to make it more intuitive for Junior Contributors to initiate conversations in ways other contributors can easily reply to and to help Senior Contributors do the same, with less effort. \n",
    "\n",
    "\n",
    "The new topic tool tool provides an an inline form for adding new topics. In addition, the language throughout the workflow was adjusted to be more topic-specific.\n",
    "\n",
    "The team ran an AB test of the New Topic Tool from 27 January 2022 through 25 March 2022 [^timeline] to assess the efficacy of this new feature. The test included all logged-in and logged-out users that edited a talk page at one the 20 participating Wikipedias  during the duration of the AB test (see full list of [participating Wikipedias in task description](https://phabricator.wikimedia.org/T277825) and conditions outlined in the methodology section below). During this test, 50% of users included in the test had the New Topic tool automatically enabled, and 50% did not. This report focues on the results for logged-in users. \n",
    "\n",
    "[^timeline]: Note that we excluded logged-out data collected from from 27 January 2022 to 17 February 2022 in this analysis due to errors in the bucketing implementation that did not accurately log all the events in the AB test.\n",
    "\n",
    "You can find more information about features of this tool and project updates on the [project page](https://www.mediawiki.org/wiki/Talk_pages_project/New_discussion)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Methodology\n",
    "\n",
    "The AB test was run on a per Wikipedia basis and contributors included in the test were randomly assigned to either the control (new topic tool disabled by default) or treatment (new topic tool enabled by default). We excluded logged-in users that have previously used the New Topic tool (as determined by the state of the `discussiontools-newtopictool-opened` preference) but included users that had explicitly enabled or disabled the overall Discussion tools beta feature. Users at these Wikipedias were still able to turn the tool on or off the tool in Special:Preferences; however, they remained in the same group they were buketed in for the duration of the test. \n",
    "\n",
    "Upon conclusion of the test on 25 March 2022, we recorded a total of 19,676 new topic attempts initiated across both test groups by 6,258 distinct contributors across all experience levels. A total of 3,630 (58%) of these contributors were identified as Junior Contributors. Data was collected in [EditAttemptStep](https://gerrit.wikimedia.org/r/plugins/gitiles/schemas/event/secondary/+/refs/heads/master/jsonschema/analytics/legacy/editattemptstep/) and [talk_page_edit](https://schema.wikimedia.org/repositories//secondary/jsonschema/analytics/mediawiki/talk_page_edit/current.yaml) .\n",
    "\n",
    "In this test, a user can add a new topic using the New Topic Tool or using the existing add new section link interface. For the purpose of this analysis, these two types of editing experiences are defined as follows: \n",
    "\n",
    "**New Topic Tool:** Any edit to add a new topic (section) to a talk page namespace made with the new topic tool. The new topic tool allows edits using both wikitext and source mode. New Topic tool events were sampled at 100%. \n",
    "\n",
    "Recorded in EditAttemptStep as: `event.action = 'init'`, `event.integration = 'discussiontools'`, `event.init_type = 'section'`\n",
    "\n",
    "\n",
    "**Existing Add New Section Link:** Any edit to add a new topic (section) using the existing `section=new` link and workflow. These events were sampled at a rate of 1/16, or 6.125%.  \n",
    "\n",
    "Recorded in the EditAttemptStep as: `event.action = 'init', event.integration = 'page' , event.init_type = 'section', event.init_mechanism IN ('url-new', 'new')` \n",
    "\n",
    "We excluded the following types of edits from this analysis: (1) edits made with the reply tool, (2) full-page edits to create a new page or to an existing page, (3) corrective edits to an existing section. Note: It's possible to create a new section using full page editing but these were excluded for the following reasons: (1) we do not have instrumentation to decipher beween an attempt to make an edit to existing text on the page vs an edit attempt to create a new section using full page editing; and (2) this method exists in both the test and control groups and we do not believe would be impacted by the appearance of the new topic tool.  \n",
    "\n",
    "See the following Phabricator tickets for further details regarding instrumentation and implementation of the AB test:\n",
    "\n",
    "* Implement AB test bucketing [T291307](https://phabricator.wikimedia.org/T291307)\n",
    "* Start AB test [T291308](https://phabricator.wikimedia.org/T291308)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>  \n",
       "code_show=true; \n",
       "function code_toggle() {\n",
       "  if (code_show){\n",
       "    $('div.input').hide();\n",
       "  } else {\n",
       "    $('div.input').show();\n",
       "  }\n",
       "  code_show = !code_show\n",
       "}  \n",
       "$( document ).ready(code_toggle);\n",
       "</script>\n",
       "  <form action=\"javascript:code_toggle()\">\n",
       "    <input type=\"submit\" value=\"Click here to toggle on/off the raw code.\">\n",
       " </form>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "library(IRdisplay)\n",
    "\n",
    "display_html(\n",
    "'<script>  \n",
    "code_show=true; \n",
    "function code_toggle() {\n",
    "  if (code_show){\n",
    "    $(\\'div.input\\').hide();\n",
    "  } else {\n",
    "    $(\\'div.input\\').show();\n",
    "  }\n",
    "  code_show = !code_show\n",
    "}  \n",
    "$( document ).ready(code_toggle);\n",
    "</script>\n",
    "  <form action=\"javascript:code_toggle()\">\n",
    "    <input type=\"submit\" value=\"Click here to toggle on/off the raw code.\">\n",
    " </form>'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "shhh <- function(expr) suppressPackageStartupMessages(suppressWarnings(suppressMessages(expr)))\n",
    "shhh({\n",
    "    library(tidyverse)\n",
    "   # Modeling \n",
    "    library(brms)\n",
    "    library(lme4)\n",
    "    library(tidybayes)\n",
    "    set.seed(5)\n",
    "    # Tables:\n",
    "    library(gt)\n",
    "    library(gtsummary)\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "options(repr.plot.width = 15, repr.plot.height = 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# collect all new topic tool attempts and saves\n",
    "# Add a join with talk_page_edit to ensure all saved edits are included due to bug https://phabricator.wikimedia.org/T305541\n",
    "query <-\n",
    "\"\n",
    "--find all edit attempts\n",
    "WITH edit_attempts AS (\n",
    "    SELECT\n",
    "      wiki AS wiki,\n",
    "      event.user_id as user_id,\n",
    "      event.editing_session_id as edit_attempt_id,\n",
    "      event.bucket AS experiment_group,\n",
    "      event.is_oversample AS is_oversample,\n",
    "      event.integration AS editing_method,\n",
    "      If(event.integration == 'discussiontools', 1, 0) AS new_topic_tool_used,\n",
    "      CASE\n",
    "           WHEN event.init_type = 'section' AND event.integration == 'discussiontools' THEN 'new_topic_tool'\n",
    "           WHEN event.init_type = 'section' AND event.integration == 'page' AND event.init_mechanism IN ('url-new', 'new') THEN 'new_section_link'\n",
    "          ELSE 'NA' -- check to make sure all edit types accounted for in above list\n",
    "          END AS section_edit_type,\n",
    "          event.user_editcount AS experience_level\n",
    "    FROM event.editattemptstep\n",
    "    WHERE\n",
    "-- only in participating wikis\n",
    "    wiki IN ('amwiki', 'bnwiki', 'zhwiki', 'nlwiki', 'arzwiki', 'frwiki', 'hewiki', 'hiwiki',\n",
    "    'idwiki', 'itwiki', 'jawiki', 'kowiki', 'omwiki', 'fawiki', 'plwiki', 'ptwiki', 'eswiki', 'thwiki',\n",
    "    'ukwiki', 'viwiki')\n",
    "-- since deployment\n",
    "    AND year = 2022\n",
    "    AND ((month = 01 and day >= 27) OR (month = 02) OR\n",
    "     (month = 03 and day <= 25))\n",
    "  -- remove bots\n",
    "    AND useragent.is_bot = false\n",
    "-- look at only desktop events\n",
    "    AND event.platform = 'desktop'\n",
    "-- review all talk namespaces\n",
    "    AND event.page_ns % 2 = 1\n",
    "-- only users in AB test\n",
    "    AND event.bucket IN ('test', 'control')\n",
    "-- only registered user\n",
    "    AND event.user_id != 0\n",
    "    AND event.action = 'init'\n",
    "-- discard VE/Wikieditor edits to create new page or reply tool edits\n",
    "    AND NOT (\n",
    " -- not a reply tool edit\n",
    "  (event.init_type = 'page' AND event.integration = 'discussiontools') OR\n",
    " -- not an wikitext edit to create a new page\n",
    "   (event.init_type = 'page' AND event.init_mechanism IN ('url-new', 'new') AND event.integration = 'page') OR\n",
    " -- not a corrective edit to an existing section\n",
    "   (event.init_type = 'section' AND event.init_mechanism IN ('click', 'url') AND event.integration == 'page') OR\n",
    "-- not a full page edit\n",
    "   (event.init_type = 'page' AND event.init_mechanism IN ('click', 'url') AND event.integration = 'page')\n",
    " )),\n",
    "\n",
    "-- find all published comments\n",
    "published_dt_new_topics AS (\n",
    "    SELECT\n",
    "    performer.user_id AS user_id,\n",
    "    session_id AS edit_save_id,\n",
    "    `database` AS wiki\n",
    "    FROM event.mediawiki_talk_page_edit\n",
    "    WHERE\n",
    "    year = 2022\n",
    "   AND ((month = 01 and day >= 27) OR (month = 02) OR\n",
    " (month = 03 and day <= 25))\n",
    "   -- only in participating wikis\n",
    "    AND `database` IN ('amwiki', 'bnwiki', 'zhwiki', 'nlwiki', 'arzwiki', 'frwiki', 'hewiki', 'hiwiki',\n",
    "    'idwiki', 'itwiki', 'jawiki', 'kowiki', 'omwiki', 'fawiki', 'plwiki', 'ptwiki', 'eswiki', 'thwiki',\n",
    "    'ukwiki', 'viwiki')\n",
    "),\n",
    "\n",
    "published_section_link_new_topics AS (\n",
    "SELECT\n",
    "     event.user_id as user_id,\n",
    "     event.editing_session_id AS edit_save_id,\n",
    "     wiki AS wiki\n",
    "     FROM event.editattemptstep\n",
    "     WHERE\n",
    " -- only in participating wikis\n",
    "     wiki IN ('amwiki', 'bnwiki', 'zhwiki', 'nlwiki', 'arzwiki', 'frwiki', 'hewiki', 'hiwiki',\n",
    "     'idwiki', 'itwiki', 'jawiki', 'kowiki', 'omwiki', 'fawiki', 'plwiki', 'ptwiki', 'eswiki', 'thwiki',\n",
    "     'ukwiki', 'viwiki')\n",
    "     AND year = 2022\n",
    "      AND ((month = 01 and day >= 27) OR (month = 02) OR\n",
    " (month = 03 and day <= 25))\n",
    "   AND event.action = 'saveSuccess'\n",
    ")\n",
    "\n",
    "\n",
    "-- main query\n",
    "SELECT\n",
    "    eas.wiki,\n",
    "    eas.user_id,\n",
    "    edit_attempt_id,\n",
    "    experiment_group,\n",
    "    is_oversample,\n",
    "    editing_method,\n",
    "    new_topic_tool_used,\n",
    "    section_edit_type,\n",
    "-- was saved in either talk page edit or editattemptstep\n",
    "    IF ((section_edit_type = 'new_topic_tool' AND (tpe_save.edit_save_id IS NOT NULL OR eas_save.edit_save_id IS NOT NULL))\n",
    "        OR (section_edit_type = 'new_section_link' AND (tpe_save.edit_save_id IS NOT NULL OR eas_save.edit_save_id IS NOT NULL)), 1, 0) AS edit_success,\n",
    "     experience_level\n",
    "FROM edit_attempts eas\n",
    "LEFT JOIN published_dt_new_topics tpe_save ON\n",
    "    eas.edit_attempt_id = tpe_save.edit_save_id AND\n",
    "    eas.wiki = tpe_save.wiki\n",
    "LEFT JOIN published_section_link_new_topics eas_save ON\n",
    "    eas.edit_attempt_id = eas_save.edit_save_id AND\n",
    "    eas.wiki = eas_save.wiki\n",
    "\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Don't forget to authenticate with Kerberos using kinit\n",
      "\n"
     ]
    }
   ],
   "source": [
    "new_topic_attempts <-  wmfdata::query_hive(query)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# data reformatting and cleanup\n",
    "\n",
    "#set factor levels with correct baselines\n",
    "new_topic_attempts$section_edit_type <-\n",
    "  factor(\n",
    "    new_topic_attempts$section_edit_type,\n",
    "    levels = c(\"NA\", \"full_page_edits\", \"new_section_link\", \"new_topic_tool\"),\n",
    "    labels = c(\"NA\", \"Full page edits\", \"Existing add new section link\", \"New topic tool\")\n",
    "  )\n",
    "\n",
    "new_topic_attempts$edit_success <-\n",
    "  factor(\n",
    "    new_topic_attempts$edit_success,\n",
    "    levels = c(0, 1),\n",
    "    labels = c(\"Not Complete\", \"Complete\")\n",
    "  )\n",
    "\n",
    "\n",
    "# reformat user-id and adjust to include wiki to account for duplicate user id instances.\n",
    "# Users do not have the smae user_id on different wikis\n",
    "new_topic_attempts$user_id <-\n",
    "  as.character(paste(new_topic_attempts$user_id, new_topic_attempts$wiki, sep =\"-\"))\n",
    "\n",
    "#clarfiy wiki names\n",
    "new_topic_attempts <- new_topic_attempts %>%\n",
    "  mutate(\n",
    "    wiki = case_when(\n",
    "      #clarfiy participating project names\n",
    "      wiki == 'amwiki' ~ \"Amharic Wikipedia\",\n",
    "      wiki == 'bnwiki' ~ \"Bengali Wikipedia\",\n",
    "      wiki == 'zhwiki' ~ \"Chinese Wikipedia\",\n",
    "      wiki == 'nlwiki' ~ 'Dutch Wikipedia',\n",
    "      wiki == 'arzwiki' ~ 'Egyptian Wikipedia',\n",
    "      wiki == 'frwiki' ~ 'French Wikipedia',\n",
    "      wiki == 'hewiki' ~ 'Hebrew Wikipedia',\n",
    "      wiki == 'hiwiki' ~ 'Hindi Wikipedia',\n",
    "      wiki == 'idwiki' ~ 'Indonesian Wikipedia',\n",
    "      wiki == 'itwiki' ~ 'Italian Wikipedia',  \n",
    "      wiki == 'jawiki' ~ 'Japanese Wikipedia',   \n",
    "      wiki == 'kowiki' ~ 'Korean Wikipedia',\n",
    "      wiki == 'omwiki' ~ 'Oromo Wikipedia', \n",
    "      wiki == 'fawiki' ~ 'Persian Wikipedia',  \n",
    "      wiki == 'plwiki' ~ 'Polish Wikipedia',   \n",
    "      wiki == 'ptwiki' ~ 'Portuguese Wikipedia',\n",
    "      wiki == 'eswiki' ~ 'Spanish Wikipedia',\n",
    "      wiki == 'thwiki' ~ 'Thai Wikipedia',  \n",
    "      wiki == 'ukwiki' ~ 'Ukrainian Wikipedia',\n",
    "      wiki == 'viwiki' ~ 'Vietnamese Wikipedia'    \n",
    "    )\n",
    "  ) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create new column to identify Junior and Non-Junior Contributors\n",
    "\n",
    "new_topic_attempts <- new_topic_attempts %>%\n",
    "  mutate(\n",
    "    is_junior = case_when(\n",
    "      #clarfiy participating project names\n",
    "      experience_level < 100 ~ \"Junior Contributor\",\n",
    "      experience_level >=  100 ~ \"Non-Junior Contributor\"   \n",
    "    ),\n",
    "    is_junior = factor(is_junior,\n",
    "         levels = c(\"Non-Junior Contributor\", \"Junior Contributor\")\n",
    "   ))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## New topic attempts in each group\n",
    "\n",
    "Since all Discussion Tool events including new topic tool events are oversampled (100% sampling rate) in EditAttemptStep, we removed oversampled events so we can directly compare the balance between each experiment group."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A tibble: 2 × 3</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>experiment_group</th><th scope=col>users</th><th scope=col>attempts</th></tr>\n",
       "\t<tr><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>control</td><td>891</td><td>1392</td></tr>\n",
       "\t<tr><td>test   </td><td>881</td><td>1549</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A tibble: 2 × 3\n",
       "\\begin{tabular}{lll}\n",
       " experiment\\_group & users & attempts\\\\\n",
       " <chr> & <int> & <int>\\\\\n",
       "\\hline\n",
       "\t control & 891 & 1392\\\\\n",
       "\t test    & 881 & 1549\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A tibble: 2 × 3\n",
       "\n",
       "| experiment_group &lt;chr&gt; | users &lt;int&gt; | attempts &lt;int&gt; |\n",
       "|---|---|---|\n",
       "| control | 891 | 1392 |\n",
       "| test    | 881 | 1549 |\n",
       "\n"
      ],
      "text/plain": [
       "  experiment_group users attempts\n",
       "1 control          891   1392    \n",
       "2 test             881   1549    "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "new_topic_attempts_bygroup <- new_topic_attempts %>%\n",
    "   filter(is_oversample == 'false') %>% #All Discussion Tool events are oversampled - removing to check balance.\n",
    "  group_by(experiment_group) %>%\n",
    "  summarise(users = n_distinct(user_id),\n",
    "        attempts = n_distinct(edit_attempt_id), .groups = 'drop')\n",
    "\n",
    "new_topic_attempts_bygroup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# New Topic Tool Completion Rate\n",
    "\n",
    "Our key performance indicator (KPI) for this analysis is new topic completion rate. For the purpose of this analysis, we are defining the completion rate as the percent of contributors that successfully published (`event.action = 'saveSuccess'` in EditAttemptStep)[^instrumentation] at least one comment after clicking the Add topic / New section link interface (`event.action = 'init'`) during the time of the AB test.\n",
    "\n",
    "Note that this does not take into account the number of attempts it took for the user to publish or the duration of their editing sessions. For comparison purposes, we also reviewed completion rate defined as the percent of all new topic edit attempts by Junior Contributors that were successfully published. This was also the dataset we used to model the impact of the new topic tool as the model accounts for both user and wiki experience on the success of each edit attempt.\n",
    "\n",
    "[^instrumentation]: During this analysis, we identified a [bug](https://phabricator.wikimedia.org/T305541) where some instances of edits sessions completed using the new topic tool were not correctly recorded as being sucessfully saved in EditAttemptStep. As a result, we also used the talk_page_edit schema to more accurately account for all edits posted by the new topic tool by joining this data with init events identifed in EditAttemptStep. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## New Topic Tool Completion Rate by Junior Contributors\n",
    "\n",
    "We first calculated the new topic completion rate for Junior Contributors overall and across each participating Wikipedia. \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Overall new topic completion rate by Junior Contributors "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### New topic completion rate defined as percent of edit attempts that are successfully published"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Completion Rate By Session\n",
    "\n",
    "new_topic_attempts_jc_bysession <- new_topic_attempts %>%\n",
    "    filter(is_junior == 'Junior Contributor')  %>%  #only jc \n",
    "    group_by (wiki, section_edit_type) %>%\n",
    "    summarise(n_attempts = n_distinct(edit_attempt_id),\n",
    "              n_completions = n_distinct(edit_attempt_id[edit_success == 'Complete']),\n",
    "              #n_completions = sum(edit_success == 'Complete'),\n",
    "           new_topic_tool_used = as.integer(ifelse(sum(section_edit_type== 'New topic tool'), 1, 0)),\n",
    "    .groups = 'drop') \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A tibble: 2 × 4</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>section_edit_type</th><th scope=col>n_attempts</th><th scope=col>n_attempts_completed</th><th scope=col>completion_rate</th></tr>\n",
       "\t<tr><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;chr&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>Existing add new section link</td><td> 476</td><td> 165</td><td>34.7%</td></tr>\n",
       "\t<tr><td>New topic tool               </td><td>5799</td><td>2054</td><td>35.4%</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A tibble: 2 × 4\n",
       "\\begin{tabular}{llll}\n",
       " section\\_edit\\_type & n\\_attempts & n\\_attempts\\_completed & completion\\_rate\\\\\n",
       " <fct> & <int> & <int> & <chr>\\\\\n",
       "\\hline\n",
       "\t Existing add new section link &  476 &  165 & 34.7\\%\\\\\n",
       "\t New topic tool                & 5799 & 2054 & 35.4\\%\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A tibble: 2 × 4\n",
       "\n",
       "| section_edit_type &lt;fct&gt; | n_attempts &lt;int&gt; | n_attempts_completed &lt;int&gt; | completion_rate &lt;chr&gt; |\n",
       "|---|---|---|---|\n",
       "| Existing add new section link |  476 |  165 | 34.7% |\n",
       "| New topic tool                | 5799 | 2054 | 35.4% |\n",
       "\n"
      ],
      "text/plain": [
       "  section_edit_type             n_attempts n_attempts_completed completion_rate\n",
       "1 Existing add new section link  476        165                 34.7%          \n",
       "2 New topic tool                5799       2054                 35.4%          "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# By session\n",
    "\n",
    "new_topic_attempts_jc_bysession_all <- new_topic_attempts_jc_bysession %>%\n",
    "    group_by(section_edit_type) %>%\n",
    "    summarise(n_attempts = sum(n_attempts), \n",
    "              n_attempts_completed = sum(n_completions), \n",
    "              completion_rate = paste0(round(n_attempts_completed / n_attempts  *100, 1), \"%\"),\n",
    "              .groups = 'drop'\n",
    "  ) \n",
    "new_topic_attempts_jc_bysession_all"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### New topic completion rate defined as percent of Junior Contributors that successfully publish at least 1 new topic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Completion Rate By Junior Contributors\n",
    "new_topic_attempts_jc <- new_topic_attempts %>%\n",
    "    filter(is_junior == 'Junior Contributor')  %>%  #only jc \n",
    "    group_by (wiki, section_edit_type, user_id) %>%\n",
    "    summarise(n_attempts = n_distinct(edit_attempt_id),\n",
    "              n_completions = n_distinct(edit_attempt_id[edit_success == 'Complete']),\n",
    "              edit_success = ifelse(sum(n_completions >= 1), 'Complete', 'Not Complete'),  #redefine edit success as user completed at least 1 edit attempt\n",
    "           new_topic_tool_used = as.integer(ifelse(sum(section_edit_type== 'New topic tool'), 1, 0)),\n",
    "    .groups = 'drop') \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# By Contributor\n",
    "# Review edit completion rate by editing method\n",
    "new_topic_attempts_jc_all <- new_topic_attempts_jc %>%\n",
    "    group_by(section_edit_type) %>%\n",
    "    summarise(n_users = n_distinct(user_id), \n",
    "              n_users_completed = sum(n_completions >= 1), #user completed at least 1 edit\n",
    "              completion_rate = paste0(round(n_users_completed / n_users  *100, 1), \"%\"),\n",
    "              .groups = 'drop'\n",
    "  ) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<!DOCTYPE html>\n",
       "<html>\n",
       "<head>\n",
       "<meta charset=\"utf-8\"/>\n",
       "<style>body{background-color:white;}</style>\n",
       "\n",
       "\n",
       "</head>\n",
       "<body>\n",
       "<table style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen, Ubuntu, Cantarell, 'Helvetica Neue', 'Fira Sans', 'Droid Sans', Arial, sans-serif; display: table; border-collapse: collapse; margin-left: auto; margin-right: auto; color: #333333; font-size: 16px; font-weight: normal; font-style: normal; background-color: #FFFFFF; width: auto; border-top-style: solid; border-top-width: 2px; border-top-color: #A8A8A8; border-right-style: none; border-right-width: 2px; border-right-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #A8A8A8; border-left-style: none; border-left-width: 2px; border-left-color: #D3D3D3;\">\n",
       "  <thead style=\"\">\n",
       "    <tr>\n",
       "      <th colspan=\"4\" style=\"background-color: #FFFFFF; text-align: center; border-bottom-color: #FFFFFF; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; color: #333333; font-size: 125%; font-weight: initial; padding-top: 4px; padding-bottom: 4px; border-bottom-width: 0; font-weight: normal;\" style>Junior contributors new topic completion rate</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th colspan=\"4\" style=\"background-color: #FFFFFF; text-align: center; border-bottom-color: #FFFFFF; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; color: #333333; font-size: 85%; font-weight: initial; padding-top: 0; padding-bottom: 4px; border-top-color: #FFFFFF; border-top-width: 0; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3; font-weight: normal;\" style>across all participating Wikipedias</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <thead style=\"border-top-style: solid; border-top-width: 2px; border-top-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3;\">\n",
       "    <tr>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Editing method</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Number of users attempted</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Number of users completed</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: left;\" rowspan=\"1\" colspan=\"1\">New topic completion rate<sup style=\"font-style: italic; font-size: 65%;\">1</sup></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody style=\"border-top-style: solid; border-top-width: 2px; border-top-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3;\">\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link<sup style=\"font-style: italic; font-size: 65%;\">2</sup></td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">439</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">160</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">36.4%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool<sup style=\"font-style: italic; font-size: 65%;\">3</sup></td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">3191</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1419</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">44.5%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "  \n",
       "  <tfoot>\n",
       "    <tr style=\"color: #333333; background-color: #FFFFFF; border-bottom-style: none; border-bottom-width: 2px; border-bottom-color: #D3D3D3; border-left-style: none; border-left-width: 2px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 2px; border-right-color: #D3D3D3;\">\n",
       "      <td colspan=\"4\">\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>1</em>\n",
       "          </sup>\n",
       "           \n",
       "          Defined as percent of contributors that attempted and published at least 1 new topic\n",
       "          <br />\n",
       "        </p>\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>2</em>\n",
       "          </sup>\n",
       "           \n",
       "          Sampling rate for Non-New Topic Tool events is 6.25%\n",
       "          <br />\n",
       "        </p>\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>3</em>\n",
       "          </sup>\n",
       "           \n",
       "          Sampling rate for New Topic Tool events is 100%\n",
       "          <br />\n",
       "        </p>\n",
       "      </td>\n",
       "    </tr>\n",
       "  </tfoot>\n",
       "</table>\n",
       "</body>\n",
       "</html>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create table of completion rate\n",
    "new_topic_attempts_jc_all_table <- new_topic_attempts_jc_all %>%\n",
    "  gt() %>%\n",
    "  tab_header(\n",
    "    title = \"Junior contributors new topic completion rate\",\n",
    "    subtitle = \"across all participating Wikipedias\"\n",
    "  )  %>%\n",
    "  cols_label(\n",
    "    section_edit_type = \"Editing method\",\n",
    "    n_users = \"Number of users attempted\",\n",
    "    n_users_completed = \"Number of users completed\",\n",
    "    completion_rate = \"New topic completion rate\"\n",
    "  ) %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"Defined as percent of contributors that attempted and published at least 1 new topic\",\n",
    "    locations = cells_column_labels(\n",
    "      columns = 'completion_rate'\n",
    "    )\n",
    "  ) %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"Sampling rate for Non-New Topic Tool events is 6.25%\",\n",
    "    locations = cells_body(\n",
    "      columns = 'section_edit_type', rows = 1)\n",
    "    ) %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"Sampling rate for New Topic Tool events is 100%\",\n",
    "    locations = cells_body(\n",
    "      columns = 'section_edit_type', rows = 2)) %>%\n",
    "    gtsave(\n",
    "    \"new_topic_attempts_jc_all_table.html\", inline_css = TRUE)\n",
    "\n",
    "IRdisplay::display_html(data = new_topic_attempts_jc_all_table, file = \"new_topic_attempts_jc_all_table.html\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 600,
       "width": 900
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "p <- new_topic_attempts_jc_all  %>%\n",
    "    ggplot(aes(x= section_edit_type, y = n_users_completed / n_users, fill = section_edit_type)) +\n",
    "    geom_col(position = 'dodge') +\n",
    "    geom_text(aes(label = paste(completion_rate), fontface=2), vjust=1.2, size = 8, color = \"white\") +\n",
    "    scale_y_continuous(labels = scales::percent) +\n",
    "    scale_x_discrete(labels = c(\"Existing add new section link\", \"New topic tool\")) +\n",
    "    labs (y = \"Percent of junior contributors \",\n",
    "          x = \"Editing method\",\n",
    "          title = \"Junior contributors new topic completion rate \\n across all participating Wikipedias\",\n",
    "         caption = \"Defined as percent of contributors that make a new topic attempt and publish at least 1 new topic\")  +\n",
    "    scale_fill_manual(values= c(\"#999999\", \"steelblue2\")) +\n",
    "    theme(\n",
    "        panel.grid.minor = element_blank(),\n",
    "        panel.background = element_blank(),\n",
    "        plot.title = element_text(hjust = 0.5),\n",
    "        text = element_text(size=16),\n",
    "        legend.position= \"none\",\n",
    "        axis.line = element_line(colour = \"black\")) \n",
    " \n",
    "\n",
    "p\n",
    "ggsave(\"Figures/new_topic_attempts_jc_all.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Overall, 44.5% of all Junior Contributors that made a new topic attempt were able to successfully publish at least 1 new topic with the new topic tool, while 36.4% of all Junior Contributors successfully published a new topic using the previous new section link editing workflow. This represents a 8 percentage point (36.4% → 44.5%); 22% observed increase in new topic completion rate. \n",
    "\n",
    "Note that this does not take into account the number of attempts it took for the user to publish or the duration of their editing sessions. If we look just at the percent of editing sessions succesfully completed, there was a 0.7 percentage point (34.7% → 35.4%); 2% observed increase in new topic completion rate for editing sessions completed using the new topic tool. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### New topic completion rate by participating Wikipedia "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Review edit attempts by editing method and wiki\n",
    "new_topic_attempts_jc_bywiki <- new_topic_attempts_jc %>%\n",
    "    group_by(wiki, section_edit_type) %>%\n",
    "    summarise(n_users = n_distinct(user_id), \n",
    "              n_users_completed = sum(n_completions >=1), #user completed at least 1 edit\n",
    "              completion_rate = paste0(round(n_users_completed / n_users  *100, 1), \"%\"),\n",
    "             .groups = 'drop') %>%\n",
    "     #determine credible intervals\n",
    "    cbind(as.data.frame(binom:::binom.bayes(x = .$n_users_completed, n = .$n_users, conf.level = 0.95, tol = 1e-10))) %>%\n",
    "    mutate(lower = round(lower,2), \n",
    "           upper = round(upper, 2))\n",
    "        \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<!DOCTYPE html>\n",
       "<html>\n",
       "<head>\n",
       "<meta charset=\"utf-8\"/>\n",
       "<style>body{background-color:white;}</style>\n",
       "\n",
       "\n",
       "</head>\n",
       "<body>\n",
       "<table style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen, Ubuntu, Cantarell, 'Helvetica Neue', 'Fira Sans', 'Droid Sans', Arial, sans-serif; display: table; border-collapse: collapse; margin-left: auto; margin-right: auto; color: #333333; font-size: 16px; font-weight: normal; font-style: normal; background-color: #FFFFFF; width: auto; border-top-style: solid; border-top-width: 2px; border-top-color: #A8A8A8; border-right-style: none; border-right-width: 2px; border-right-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #A8A8A8; border-left-style: none; border-left-width: 2px; border-left-color: #D3D3D3;\">\n",
       "  <thead style=\"\">\n",
       "    <tr>\n",
       "      <th colspan=\"7\" style=\"background-color: #FFFFFF; text-align: center; border-bottom-color: #FFFFFF; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; color: #333333; font-size: 125%; font-weight: initial; padding-top: 4px; padding-bottom: 4px; border-bottom-width: 0; font-weight: normal;\" style>Junior contributors new topic completion rate by participating Wikipedia</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th colspan=\"7\" style=\"background-color: #FFFFFF; text-align: center; border-bottom-color: #FFFFFF; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; color: #333333; font-size: 85%; font-weight: initial; padding-top: 0; padding-bottom: 4px; border-top-color: #FFFFFF; border-top-width: 0; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3; font-weight: normal;\" style></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <thead style=\"border-top-style: solid; border-top-width: 2px; border-top-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3;\">\n",
       "    <tr>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: left;\" rowspan=\"1\" colspan=\"1\">Wikipedia</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Editing method<sup style=\"font-style: italic; font-size: 65%;\">1,2</sup></th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Number of users attempted</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Number of users completed</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: left;\" rowspan=\"1\" colspan=\"1\">Completion rate<sup style=\"font-style: italic; font-size: 65%;\">3</sup></th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\" rowspan=\"1\" colspan=\"1\">CI (Lower Bound)<sup style=\"font-style: italic; font-size: 65%;\">4</sup></th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\" rowspan=\"1\" colspan=\"1\">CI (Upper Bound)<sup style=\"font-style: italic; font-size: 65%;\">4</sup></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody style=\"border-top-style: solid; border-top-width: 2px; border-top-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3;\">\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Amharic Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">50%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.06</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Bengali Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">6</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">33.3%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.05</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Bengali Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">50</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">16</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">32%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.20</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Chinese Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">58</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">10</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">17.2%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.09</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Chinese Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">253</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">63</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">24.9%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.20</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Dutch Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">5</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">40%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.08</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Dutch Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">103</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">51</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">49.5%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.40</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Egyptian Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">11</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">7</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">63.6%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.36</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">French Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">71</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">31</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">43.7%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.32</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">French Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">550</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">298</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">54.2%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.50</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Hebrew Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">9</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">6</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">66.7%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.37</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Hebrew Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">128</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">68</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">53.1%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.45</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Hindi Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">9</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">22.2%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.03</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Hindi Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">40</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">17</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">42.5%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.28</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Indonesian Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">28</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">10</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">35.7%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.19</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Indonesian Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">122</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">46</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">37.7%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.29</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Italian Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">50</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">17</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">34%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.22</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Italian Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">365</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">181</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">49.6%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.44</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Japanese Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">19</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">7</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">36.8%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.17</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Japanese Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">264</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">115</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">43.6%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.38</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Korean Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">10</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">5</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">50%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.22</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Korean Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">48</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">16</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">33.3%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.21</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Persian Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">61</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">30</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">49.2%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.37</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Persian Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">225</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">92</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">40.9%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.35</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Polish Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">14</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">7</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">50%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.26</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Polish Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">130</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">56</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">43.1%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.35</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Portuguese Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">14</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">3</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">21.4%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.05</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Portuguese Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">189</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">78</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">41.3%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.34</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Spanish Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">53</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">14</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">26.4%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.16</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Spanish Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">496</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">219</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">44.2%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.40</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Thai Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">5</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Thai Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">32</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">11</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">34.4%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.19</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Ukrainian Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Ukrainian Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">82</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">44</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">53.7%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.43</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Vietnamese Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">26</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">14</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">53.8%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.35</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Vietnamese Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">101</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">40</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">39.6%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.30</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.49</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "  \n",
       "  <tfoot>\n",
       "    <tr style=\"color: #333333; background-color: #FFFFFF; border-bottom-style: none; border-bottom-width: 2px; border-bottom-color: #D3D3D3; border-left-style: none; border-left-width: 2px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 2px; border-right-color: #D3D3D3;\">\n",
       "      <td colspan=\"7\">\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>1</em>\n",
       "          </sup>\n",
       "           \n",
       "          Sampling rate for Non-New Topic Tool events is 6.25%\n",
       "          <br />\n",
       "        </p>\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>2</em>\n",
       "          </sup>\n",
       "           \n",
       "          Sampling rate for New Topic Tool events is 100%\n",
       "          <br />\n",
       "        </p>\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>3</em>\n",
       "          </sup>\n",
       "           \n",
       "          Defined as percent of contributors that make a new topic attempt and publish at least 1 new topic\n",
       "          <br />\n",
       "        </p>\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>4</em>\n",
       "          </sup>\n",
       "           \n",
       "          95% credible intervals. There is a 95% probability that the parameter lies in this interval\n",
       "          <br />\n",
       "        </p>\n",
       "      </td>\n",
       "    </tr>\n",
       "  </tfoot>\n",
       "</table>\n",
       "</body>\n",
       "</html>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "NULL"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "new_topic_attempts_jc_bywiki_tbl <- new_topic_attempts_jc_bywiki   %>%\n",
    "  select(c(1,2,3,4,5,12,13))  %>% #remove unneeded rows\n",
    "  gt() %>%\n",
    "  tab_header(\n",
    "    title = \"Junior contributors new topic completion rate by participating Wikipedia\"\n",
    "  )  %>%\n",
    "  cols_label(\n",
    "    wiki = \"Wikipedia\",\n",
    "    section_edit_type= \"Editing method\",\n",
    "    n_users = \"Number of users attempted\",\n",
    "    n_users_completed = \"Number of users completed\",\n",
    "    completion_rate = \"Completion rate\",\n",
    "    lower = \"CI (Lower Bound)\",\n",
    "    upper = \"CI (Upper Bound)\"\n",
    "  ) %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"Defined as percent of contributors that make a new topic attempt and publish at least 1 new topic\",\n",
    "    locations = cells_column_labels(\n",
    "      columns = 'completion_rate'\n",
    "    )\n",
    "  ) %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"Sampling rate for Non-New Topic Tool events is 6.25%\",\n",
    "     locations = cells_column_labels(\n",
    "      columns = 'section_edit_type'\n",
    "    ) \n",
    "    ) %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"Sampling rate for New Topic Tool events is 100%\",\n",
    "    locations = cells_column_labels(\n",
    "      columns = 'section_edit_type'\n",
    "    )) %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"95% credible intervals. There is a 95% probability that the parameter lies in this interval\",\n",
    "    locations = cells_column_labels(\n",
    "      columns = c('lower', 'upper')\n",
    "    )) %>%\n",
    "    gtsave(\n",
    "    \"new_topic_attempts_jc_bywiki_tbl .html\", inline_css = TRUE)\n",
    "\n",
    "IRdisplay::display_html(data = new_topic_attempts_jc_bywiki_tbl, file = \"new_topic_attempts_jc_bywiki_tbl .html\")\n",
    "\n",
    "new_topic_attempts_jc_bywiki_tbl "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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w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\nnj9UEIR7772XiGpqajo7O1NSUh588EE1sC6Kotl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QUAAID20GtUnis1iciBs7Y/761Tlmnyktnu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\ndXV1T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Gh4vMzi9NNi63zrb7uumVlO4HX5LeqZ538GScXFib8sVl4/GS7s45jm622W86PXxTS7tK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\nNoVC0X+Bhd7mzZvnHBVtaWkxm806nU5yq6z+hAkTqqqqy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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 600,
       "width": 900
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot edit completion rates for each wiki  \n",
    "\n",
    "dodge <- position_dodge(width=0.9)\n",
    "\n",
    "p <- new_topic_attempts_jc_bywiki  %>%\n",
    "    filter(!(wiki %in% c('Amharic Wikipedia', 'Egyptian Wikipedia', 'Thai Wikipedia'))) %>% # remove wikis where there are under 10 events as we \n",
    "    ggplot(aes(x= section_edit_type, y = n_users_completed / n_users, fill = section_edit_type)) +\n",
    "    geom_col(position = 'dodge') +\n",
    "    geom_errorbar(aes(ymin = lower, ymax = upper), color = 'red', size = 1, alpha = 0.5, position = dodge, width = 0.25) +\n",
    "    geom_text(aes(label = paste(completion_rate), fontface=2), vjust=1.2, size = 5, color = \"white\") +\n",
    "    facet_wrap(~ wiki) +\n",
    "    scale_y_continuous(labels = scales::percent) +\n",
    "    labs (y = \"Percent of junior contributors \",\n",
    "          title = \"Junior contributors new topic completion rate by participating Wikipedia\",\n",
    "         caption = \"Amharic, Egyptian, Thai, and Oromo Wikipedias removed from analysis due to insufficient events \\n\n",
    "         Red error bars: Reflect 95% credible intervals\")  +\n",
    "    scale_fill_manual(values= c(\"#999999\", \"steelblue2\"), name = \"Editing Method\", labels = c(\"Existing add new section link\", \"New topic tool\"))  +\n",
    "    theme(\n",
    "        panel.grid.minor = element_blank(),\n",
    "        panel.background = element_blank(),\n",
    "        plot.title = element_text(hjust = 0.5),\n",
    "        text = element_text(size=16),\n",
    "        legend.position=\"bottom\",\n",
    "        axis.text.x = element_blank(),\n",
    "        axis.title.x=element_blank(),\n",
    "        axis.line = element_line(colour = \"black\")) \n",
    "\n",
    "      \n",
    "p\n",
    "ggsave(\"Figures/new_topic_attempts_jc_bywiki_plot.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Trends vary on a per wikipedia basis.  \n",
    "\n",
    "While the majority of participating Wikipedias saw a higher new topic completion rate with the new topic tool, 6 of the participating Wikipedias (Bengali, Hebrew, Korean, Persian, Polish, Vietnamese) saw a slightly higher new topic completion rates with the existing new section link editing workflow.\n",
    "\n",
    "It is important to note that there is a high level of uncertainty around many of these per Wikipedia completion rate values due to the smaller number of edit attempts recorded on a per Wikipedia basis, especially for smaller sized Wikipedias and for existing add new section link events which were sampled at only 6.25% (as represented by larger red error bars on the chart above). We can be more confident in the identified completion rate values for Wikipedias with more data and smaller error bars such as French and Spanish Wikipedia.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Modeling the impact of the new topic tool"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We next explored different models to correctly infer the impact of the new topic tool on whether a new topic was completed or not and account for the random effects by the user and wiki. This allows us to confirm if the observed increase above is statistically significant (did not occur due to random chance).\n",
    "\n",
    "New topic attempts completed on the same Wikipedia and by the users on that Wikipedia are related to each other. Therefore, we can more accurately infer the impact of the new topic tool by accounting for the effect of the user and wiki on the success probability of a Junior Contributor completing an edit.\n",
    "\n",
    "We used a [Bayesian Hierarchical regression model](https://en.wikipedia.org/wiki/Bayesian_hierarchical_modeling) to model this structure. For this model, we reviewed whether each edit attempt was sucesfully completed or not. We identified the user and Wikipedia as random effects and whether the new topic tool was used as the fixed effect or predictor variable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "#redefine edit success as factor for use in the model\n",
    "new_topic_attempts_jc$edit_success <-\n",
    "  factor(\n",
    "    new_topic_attempts_jc$edit_success,\n",
    "    levels = c(\"Not Complete\", \"Complete\")\n",
    "  )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "priors <- c(\n",
    "  set_prior(prior = \"std_normal()\", class = \"b\"),\n",
    "  set_prior(\"cauchy(0, 5)\", class = \"sd\")\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fit_jc <- brm(\n",
    "  edit_success ~ section_edit_type + (1 | wiki/user_id),\n",
    "  family = bernoulli(link = \"logit\"),\n",
    "  data = new_topic_attempts_jc,\n",
    "  prior = priors,\n",
    "  chains = 4, cores = 4\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [],
   "source": [
    "fit_jc_tbl <- fit_jc  %>%\n",
    "  spread_draws(b_section_edit_typeNewtopictool, b_Intercept) %>%\n",
    "  mutate(\n",
    "    exp_b = exp(b_section_edit_typeNewtopictool),\n",
    "    b4 = b_section_edit_typeNewtopictool/ 4,\n",
    "    avg_lift =  plogis(b_Intercept + b_section_edit_typeNewtopictool) - plogis(b_Intercept)\n",
    "  ) %>%\n",
    "  pivot_longer(\n",
    "    b_section_edit_typeNewtopictool:avg_lift,\n",
    "    names_to = \"param\",\n",
    "    values_to = \"val\"\n",
    "  ) %>%\n",
    "  group_by(param) %>%\n",
    "  summarize(\n",
    "    ps = c(0.025, 0.5, 0.975),\n",
    "    qs = quantile(val, probs = ps),\n",
    "    .groups = \"drop\"\n",
    "  ) %>%\n",
    "  mutate(\n",
    "    quantity = ifelse(\n",
    "      param %in% c(\"b_Intercept\", \"b_section_edit_typeNewtopictool\"),\n",
    "      \"Parameter\", \"Function of parameter(s)\"\n",
    "    ),\n",
    "    param = factor(\n",
    "      param,\n",
    "      c(\"b_Intercept\", \"b_section_edit_typeNewtopictool\", \"exp_b\", \"b4\", \"avg_lift\"),\n",
    "      c(\"(Intercept)\", \"Using new topic tool\", \"Multiplicative effect on odds\", \"Maximum Lift\", \"Average lift\")\n",
    "    ),\n",
    "    ps = factor(ps, c(0.025, 0.5, 0.975), c(\"lower\", \"median\", \"upper\")),\n",
    "  ) %>%\n",
    "  pivot_wider(names_from = \"ps\", values_from = \"qs\") %>%\n",
    "  arrange(quantity, param)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<!DOCTYPE html>\n",
       "<html>\n",
       "<head>\n",
       "<meta charset=\"utf-8\"/>\n",
       "<style>body{background-color:white;}</style>\n",
       "\n",
       "\n",
       "</head>\n",
       "<body>\n",
       "<table style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen, Ubuntu, Cantarell, 'Helvetica Neue', 'Fira Sans', 'Droid Sans', Arial, sans-serif; display: table; border-collapse: collapse; margin-left: auto; margin-right: auto; color: #333333; font-size: 16px; font-weight: normal; font-style: normal; background-color: #FFFFFF; width: auto; border-top-style: solid; border-top-width: 2px; border-top-color: #A8A8A8; border-right-style: none; border-right-width: 2px; border-right-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #A8A8A8; border-left-style: none; border-left-width: 2px; border-left-color: #D3D3D3;\">\n",
       "  <thead style=\"\">\n",
       "    <tr>\n",
       "      <th colspan=\"3\" style=\"background-color: #FFFFFF; text-align: center; border-bottom-color: #FFFFFF; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; color: #333333; font-size: 125%; font-weight: initial; padding-top: 4px; padding-bottom: 4px; border-bottom-width: 0; font-weight: normal;\" style>Junior Contributor Completion Rate: Posterior summary of model parameters</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th colspan=\"3\" style=\"background-color: #FFFFFF; text-align: center; border-bottom-color: #FFFFFF; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; color: #333333; font-size: 85%; font-weight: initial; padding-top: 0; padding-bottom: 4px; border-top-color: #FFFFFF; border-top-width: 0; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3; font-weight: normal;\" style></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <thead style=\"border-top-style: solid; border-top-width: 2px; border-top-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3;\">\n",
       "    <tr>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: left;\" rowspan=\"1\" colspan=\"1\"></th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Point Estimate</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">95% CI<sup style=\"font-style: italic; font-size: 65%;\">1</sup></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody style=\"border-top-style: solid; border-top-width: 2px; border-top-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3;\">\n",
       "    <tr style=\"\">\n",
       "      <td colspan=\"3\" style=\"padding: 8px; color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: initial; text-transform: inherit; border-top-style: solid; border-top-width: 2px; border-top-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; font-weight: bold;\">Parameter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: initial; text-transform: inherit; border-right-style: solid; border-right-width: 2px; padding-left: 12px; text-align: left;\">(Intercept)</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">&minus;0.606</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">(&minus;1.032, &minus;0.319)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: initial; text-transform: inherit; border-right-style: solid; border-right-width: 2px; padding-left: 12px; text-align: left;\">Using new topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0.277</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">(0.054, 0.533)</td>\n",
       "    </tr>\n",
       "    <tr style=\"\">\n",
       "      <td colspan=\"3\" style=\"padding: 8px; color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: initial; text-transform: inherit; border-top-style: solid; border-top-width: 2px; border-top-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; font-weight: bold;\">Function of parameter(s)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: initial; text-transform: inherit; border-right-style: solid; border-right-width: 2px; padding-left: 12px; text-align: left;\">Multiplicative effect on odds</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1.319</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">(1.055, 1.704)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: initial; text-transform: inherit; border-right-style: solid; border-right-width: 2px; padding-left: 12px; text-align: left;\">Maximum Lift</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">6.9&percnt;<sup style=\"font-style: italic; font-size: 65%;\">2</sup></td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">(1.3&percnt;, 13.3&percnt;)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: initial; text-transform: inherit; border-right-style: solid; border-right-width: 2px; padding-left: 12px; text-align: left;\">Average lift</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">6.5&percnt;<sup style=\"font-style: italic; font-size: 65%;\">3</sup></td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">(1.3&percnt;, 12.0&percnt;)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "  \n",
       "  <tfoot>\n",
       "    <tr style=\"color: #333333; background-color: #FFFFFF; border-bottom-style: none; border-bottom-width: 2px; border-bottom-color: #D3D3D3; border-left-style: none; border-left-width: 2px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 2px; border-right-color: #D3D3D3;\">\n",
       "      <td colspan=\"3\">\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>1</em>\n",
       "          </sup>\n",
       "           \n",
       "          CI: Credible Interval\n",
       "          <br />\n",
       "        </p>\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>2</em>\n",
       "          </sup>\n",
       "           \n",
       "          Maximum lift calculated using the divide-by-4-rule\n",
       "          <br />\n",
       "        </p>\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>3</em>\n",
       "          </sup>\n",
       "           \n",
       "          Average lift = Pr(Success|New Topic Tool) - Pr(Success|New Section Link Editing) = logit<sup>-1</sup>(&beta;<sub>0</sub> + &beta;<sub>1</sub>) - logit<sup>-1</sup>(&beta;<sub>0</sub>)\n",
       "          <br />\n",
       "        </p>\n",
       "      </td>\n",
       "    </tr>\n",
       "  </tfoot>\n",
       "</table>\n",
       "</body>\n",
       "</html>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fit_jc_tbl%>%\n",
    "  gt(rowname_col = \"param\", groupname_col = \"quantity\") %>%\n",
    "  row_group_order(c(\"Parameter\", \"Function of parameter(s)\")) %>%\n",
    "  fmt_number(vars(lower, median, upper), decimals = 3) %>%\n",
    "  fmt_percent(columns = vars(median, lower, upper), rows = 2:3, decimals = 1) %>%\n",
    "  cols_align(\"center\", vars(median, lower, upper)) %>%\n",
    "  cols_merge(vars(lower, upper), pattern = \"({1}, {2})\") %>%\n",
    "  cols_move_to_end(vars(lower)) %>%\n",
    "  cols_label(median = \"Point Estimate\", lower = \"95% CI\") %>%\n",
    "  tab_style(cell_text(weight = \"bold\"), cells_row_groups()) %>%\n",
    "  tab_footnote(\"CI: Credible Interval\", cells_column_labels(vars(lower))) %>%\n",
    "  tab_footnote(\n",
    "    html(\"Average lift = Pr(Success|New Topic Tool) - Pr(Success|New Section Link Editing) = logit<sup>-1</sup>(&beta;<sub>0</sub> + &beta;<sub>1</sub>) - logit<sup>-1</sup>(&beta;<sub>0</sub>)\"),\n",
    "    cells_body(vars(median), 3)\n",
    "  ) %>%\n",
    "  tab_footnote(\n",
    "    html(\"Maximum lift calculated using the divide-by-4-rule\"),\n",
    "    cells_body(vars(median), 2)\n",
    "  ) %>%\n",
    "  tab_header(\"Junior Contributor Completion Rate: Posterior summary of model parameters\") %>%\n",
    "      gtsave(\n",
    "    \"fit_jc_tbl.html\", inline_css = TRUE)\n",
    "\n",
    "\n",
    "IRdisplay::display_html(file = \"fit_jc_tbl.html\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since the model parameters are on the log-odds scale, we needed to apply the following transformations to make sense of them. \n",
    "* We used the \"divide-by-4\" rule suggested by Gelman, Hill, and Vehtari 2021 [^Gelman] to approximate the maximum increase in the probability of success corresponding to which editing interface (new topic tool or previous new section link workflow) was used. Using the bayesian model, we can also directly calculate the average lift.\n",
    "* Since the model parameters are on the log-odds scale, we need to take the exponentiation of the effect (exp(β~1~)) to determine the multiplicative effect on the odds of a Junior Contributor successfully publishing at least 1 new topic.\n",
    "\n",
    "[^Gelman]: Gelman, Andrew, Jennifer Hill, and Aki Vehtari. 2021. Regression and other stories. https://doi.org/10.1017/9781139161879.\n",
    "\n",
    "Based on estimates from the model, we found that Junior Contributors who open the new topic tool are about 1.3 times more likely to successfully publish a new topic than Junior Contributors who open the previous add new section link workflow.  \n",
    "\n",
    "We also found there is an average 6.5% increase (maximum 6.9% increase) in the probability of a Junior Contributor publishing a new topic when they switch from using the previous add new section link workflow to the new topic tool. We can confirm statistical significance at the 0.05 level for all of these estimates (as indicated by credible intervals that do not cross 1."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Accounting for Experience Level\n",
    "### Comment completion rate across all experience levels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As the purpose of this AB test, we primarily focused on determining if the new topic tool had an impact on Junior Contributors’ new topic completion rate; however, we also reviewed the new topic tool impact across all contributors’ completion rates to provide insight into differences due to experience level.\n",
    "\n",
    "In this analysis, we've defined Junior Contributors as contributors with under 100 cumulative edits. To further investigate the impact of experience level, we also reviewed the new topic completion rate for non-junior experience levels (over 100 edits), breaking down experience level into edit segments (buckets).\n",
    "\n",
    "Note that this segmentation doesn't fully capture the gradual growth of an editor. For example, using these categories, a contributor with 99 edits would just have to make a 1 more edit to be redefined as a non-junior contributor and their probability of completing an edit would suddenly increase. Also, changes in lower edit counts (i.e. 1 to 2 edits) indicate a higher impact than changes in higher edit counts (e.g. 5,000 to 5,001 edits). However, we used the segementation as it aligns with how we've defined the target audience (Junior Contributors) and helps simplify the model for the purposes of this analysis.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We first looked at the distribution of users in the test by edit count to help determine the experience level segments to use in the analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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0Y8eOxRf379//ne98JxaLXXnllfPmzTv9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\nrkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 600,
       "width": 900
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create histogram\n",
    "\n",
    "exp_histogram <- new_topic_attempts %>%\n",
    "    filter(experience_level < 5000)  %>%  #remove significant outliers to help more clearly see distribution of majority\n",
    "    group_by(user_id)  %>%\n",
    "    summarize(experience_level = min(experience_level), .groups = 'drop') %>% #experience level at first recorded attempt in AB test\n",
    "    ggplot(aes(x=experience_level)) + \n",
    "    geom_histogram(binwidth = 100, fill = 'steelblue2') +\n",
    "    scale_x_continuous(labels = scales::comma, breaks=seq(0,5000,500)) +\n",
    "    labs (title = \"Distribution of AB Test Users Edit Count \",\n",
    "          y = \"Number of users\")   + \n",
    "    theme(\n",
    "        panel.grid.minor = element_blank(),\n",
    "        panel.background = element_blank(),\n",
    "        plot.title = element_text(hjust = 0.5),\n",
    "        text = element_text(size=16),\n",
    "        legend.position=\"bottom\",\n",
    "        axis.line = element_line(colour = \"black\")) \n",
    "\n",
    "exp_histogram "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The distribution of AB test users' experience is highly left-skewed with the vast majority of users having under 500 edits with significant outliers. After 3000 edits, the number of users is minimal. We'll divide users into segments of 500[^segment size] to take a more granular look at the impact of experience level with an over 3000 group to account for the remaining outliers. \n",
    "\n",
    "[^segment size]:There is also a sample size issue we need to take into account. If we make the segments too small (or granular), there will not be enough events logged within that group to have a representative sample. This is expecially true for higher edit count groups where there are fewer users. We will need to make the segments large enough to include a sufficient sample size for review. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "# divide experiene level groups\n",
    "new_topic_attempts_exp <- new_topic_attempts %>%\n",
    "    mutate(experience_group = cut(as.numeric(experience_level), \n",
    "                                         breaks = c(0, 100, 500, 1000, 1500, 2000, 2500, 3000,\n",
    "                                                    Inf), \n",
    "                                         labels = c('0-100 edits', '101-500 edits', '501-1000 edits', '1001-1500 edits', '1501-2000 edits', '2001-2500 edits', '2501-3000 edits',\n",
    "                                                    'over 3000 edits'), include.lowest = TRUE))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "#aggregate data to show contributors that completed at least 1 edit by experience level\n",
    "new_topic_attempts_byexp <- new_topic_attempts_exp %>%\n",
    "  group_by (wiki, section_edit_type, user_id, experience_group) %>%\n",
    "  summarise(n_attempts = n_distinct(edit_attempt_id),\n",
    "            n_completions = sum(edit_success == 'Complete'),\n",
    "            edit_success = ifelse(sum(n_completions >= 1), 'Complete', 'Not Complete'),  #redefine edit success as user completed at least 1 edit\n",
    "            new_topic_tool_used = as.integer(ifelse(sum(section_edit_type== 'New topic tool'), 1, 0)),\n",
    "    .groups = 'drop') \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    " #convert edit success as factor for use in the model\n",
    "new_topic_attempts_byexp$edit_success <- factor(\n",
    "    new_topic_attempts_byexp$edit_success,\n",
    "    levels = c(\"Not Complete\", \"Complete\"),\n",
    "    labels = c(\"Not Complete\", \"Complete\")\n",
    "  )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, we'll review the completion rate across all experience levels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Review edit completion rate by section edit type across all experience levels\n",
    "new_topic_completes_allexp <- new_topic_attempts_byexp %>%\n",
    "    group_by(section_edit_type) %>%\n",
    "    summarise(n_users = n_distinct(user_id), \n",
    "              n_users_completed = sum(n_completions >= 1), #user completed at least 1 edit\n",
    "              completion_rate = paste0(round(n_users_completed / n_users  *100, 1), \"%\"),\n",
    "              .groups = 'drop'\n",
    "  ) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<!DOCTYPE html>\n",
       "<html>\n",
       "<head>\n",
       "<meta charset=\"utf-8\"/>\n",
       "<style>body{background-color:white;}</style>\n",
       "\n",
       "\n",
       "</head>\n",
       "<body>\n",
       "<table style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen, Ubuntu, Cantarell, 'Helvetica Neue', 'Fira Sans', 'Droid Sans', Arial, sans-serif; display: table; border-collapse: collapse; margin-left: auto; margin-right: auto; color: #333333; font-size: 16px; font-weight: normal; font-style: normal; background-color: #FFFFFF; width: auto; border-top-style: solid; border-top-width: 2px; border-top-color: #A8A8A8; border-right-style: none; border-right-width: 2px; border-right-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #A8A8A8; border-left-style: none; border-left-width: 2px; border-left-color: #D3D3D3;\">\n",
       "  <thead style=\"\">\n",
       "    <tr>\n",
       "      <th colspan=\"4\" style=\"background-color: #FFFFFF; text-align: center; border-bottom-color: #FFFFFF; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; color: #333333; font-size: 125%; font-weight: initial; padding-top: 4px; padding-bottom: 4px; border-bottom-width: 0; font-weight: normal;\" style>Contributors new topic completion rate</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th colspan=\"4\" style=\"background-color: #FFFFFF; text-align: center; border-bottom-color: #FFFFFF; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; color: #333333; font-size: 85%; font-weight: initial; padding-top: 0; padding-bottom: 4px; border-top-color: #FFFFFF; border-top-width: 0; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3; font-weight: normal;\" style>Across all experience levels and participating Wikipedias</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <thead style=\"border-top-style: solid; border-top-width: 2px; border-top-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3;\">\n",
       "    <tr>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Editing method</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Number of users attempted</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Number of users completed</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: left;\" rowspan=\"1\" colspan=\"1\">Completion rate<sup style=\"font-style: italic; font-size: 65%;\">1</sup></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody style=\"border-top-style: solid; border-top-width: 2px; border-top-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3;\">\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link<sup style=\"font-style: italic; font-size: 65%;\">2</sup></td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1130</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">653</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">57.8%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool<sup style=\"font-style: italic; font-size: 65%;\">3</sup></td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">5640</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">3135</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">55.6%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "  \n",
       "  <tfoot>\n",
       "    <tr style=\"color: #333333; background-color: #FFFFFF; border-bottom-style: none; border-bottom-width: 2px; border-bottom-color: #D3D3D3; border-left-style: none; border-left-width: 2px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 2px; border-right-color: #D3D3D3;\">\n",
       "      <td colspan=\"4\">\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>1</em>\n",
       "          </sup>\n",
       "           \n",
       "          Defined as percent of contributors that make a new topic attempt and publish at least 1 comment.\n",
       "          <br />\n",
       "        </p>\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>2</em>\n",
       "          </sup>\n",
       "           \n",
       "          Sampling rate for Non-New Topic Tool events is 6.25%\n",
       "          <br />\n",
       "        </p>\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>3</em>\n",
       "          </sup>\n",
       "           \n",
       "          Sampling rate for New Topic Tool events is 100%\n",
       "          <br />\n",
       "        </p>\n",
       "      </td>\n",
       "    </tr>\n",
       "  </tfoot>\n",
       "</table>\n",
       "</body>\n",
       "</html>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "new_topic_completes_allexp_table <- new_topic_completes_allexp %>%\n",
    "  gt() %>%\n",
    "  tab_header(\n",
    "    title = \"Contributors new topic completion rate\",\n",
    "    subtitle = \"Across all experience levels and participating Wikipedias\"\n",
    "  )  %>%\n",
    "  cols_label(\n",
    "    section_edit_type = \"Editing method\",\n",
    "    n_users = \"Number of users attempted\",\n",
    "    n_users_completed = \"Number of users completed\",\n",
    "    completion_rate = \"Completion rate\"\n",
    "  )   %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"Defined as percent of contributors that make a new topic attempt and publish at least 1 comment.\",\n",
    "    locations = cells_column_labels(\n",
    "      columns = 'completion_rate'\n",
    "    )\n",
    "  ) %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"Sampling rate for Non-New Topic Tool events is 6.25%\",\n",
    "    locations = cells_body(\n",
    "      columns = 'section_edit_type', rows = 1)\n",
    "    ) %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"Sampling rate for New Topic Tool events is 100%\",\n",
    "    locations = cells_body(\n",
    "      columns = 'section_edit_type', rows = 2)\n",
    "    ) %>%\n",
    "    gtsave(\n",
    "    \"new_topic_completes_allexp_table.html\", inline_css = TRUE)\n",
    "\n",
    "IRdisplay::display_html(file = \"new_topic_completes_allexp_table.html\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 600,
       "width": 900
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot edit completion rates across all wikis and experience levels \n",
    "\n",
    "p <- new_topic_completes_allexp %>%\n",
    "    ggplot(aes(x= section_edit_type, y = n_users_completed / n_users, fill = section_edit_type)) +\n",
    "    geom_col(position = 'dodge') +\n",
    "    geom_text(aes(label = paste(completion_rate), fontface=2), vjust=1.2, size = 8, color = \"white\") +\n",
    "    scale_y_continuous(labels = scales::percent) +\n",
    "    scale_x_discrete(labels = c(\"Existing add new section link\", \"New topic tool\")) +\n",
    "    labs (y = \"Percent of contributors \",\n",
    "          x = \"Editing method\",\n",
    "          title = \"Contributors comment completion rate \\n across all experience levels and participating Wikipedias\",\n",
    "         caption = \"Defined as percent of contributors that make a new topic attempt and publish at least 1 new topic\")  +\n",
    "    scale_fill_manual(values= c(\"#999999\", \"steelblue2\")) +\n",
    "    theme(\n",
    "        panel.grid.minor = element_blank(),\n",
    "        panel.background = element_blank(),\n",
    "        plot.title = element_text(hjust = 0.5),\n",
    "        text = element_text(size=16),\n",
    "        legend.position= \"none\",\n",
    "        axis.line = element_line(colour = \"black\")) \n",
    "\n",
    "\n",
    "p\n",
    "ggsave(\"Figures/new_topic_completes_allexp.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Across all contributor experience levels, there was a slight decrease (-2.2 percentage points (57.8% → 55.6%; 3.8% decrease) in the percent of contributors that were able to successfully publish a comment using the new topic tool compared to contributors using the existing add new section link workflow. This is different than the observed increase in Junior Contributors' new topic completion rates indicating that the experience level is a factor on the impact of the new topic tool. \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Comment completion rate by experience level\n",
    "\n",
    "Next, we'll look at completion rate by each of the identifed experience levels (i.e. cumulative edit) bins.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### New topic completion rate defined as percent of edit attempts that are successfully published"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A tibble: 16 × 6</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>experience_group</th><th scope=col>section_edit_type</th><th scope=col>n_attempts</th><th scope=col>n_completions</th><th scope=col>completion_rate</th><th scope=col>new_topic_tool_used</th></tr>\n",
       "\t<tr><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;int&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>0-100 edits    </td><td>Existing add new section link</td><td> 512</td><td> 179</td><td>35%  </td><td>0</td></tr>\n",
       "\t<tr><td>0-100 edits    </td><td>New topic tool               </td><td>6266</td><td>2249</td><td>35.9%</td><td>1</td></tr>\n",
       "\t<tr><td>101-500 edits  </td><td>Existing add new section link</td><td> 100</td><td>  50</td><td>50%  </td><td>0</td></tr>\n",
       "\t<tr><td>101-500 edits  </td><td>New topic tool               </td><td>1813</td><td> 961</td><td>53%  </td><td>1</td></tr>\n",
       "\t<tr><td>501-1000 edits </td><td>Existing add new section link</td><td>  67</td><td>  37</td><td>55.2%</td><td>0</td></tr>\n",
       "\t<tr><td>501-1000 edits </td><td>New topic tool               </td><td> 879</td><td> 484</td><td>55.1%</td><td>1</td></tr>\n",
       "\t<tr><td>1001-1500 edits</td><td>Existing add new section link</td><td>  26</td><td>  12</td><td>46.2%</td><td>0</td></tr>\n",
       "\t<tr><td>1001-1500 edits</td><td>New topic tool               </td><td> 509</td><td> 298</td><td>58.5%</td><td>1</td></tr>\n",
       "\t<tr><td>1501-2000 edits</td><td>Existing add new section link</td><td>  20</td><td>  16</td><td>80%  </td><td>0</td></tr>\n",
       "\t<tr><td>1501-2000 edits</td><td>New topic tool               </td><td> 510</td><td> 349</td><td>68.4%</td><td>1</td></tr>\n",
       "\t<tr><td>2001-2500 edits</td><td>Existing add new section link</td><td>  41</td><td>  29</td><td>70.7%</td><td>0</td></tr>\n",
       "\t<tr><td>2001-2500 edits</td><td>New topic tool               </td><td> 401</td><td> 262</td><td>65.3%</td><td>1</td></tr>\n",
       "\t<tr><td>2501-3000 edits</td><td>Existing add new section link</td><td>  16</td><td>  10</td><td>62.5%</td><td>0</td></tr>\n",
       "\t<tr><td>2501-3000 edits</td><td>New topic tool               </td><td> 267</td><td> 161</td><td>60.3%</td><td>1</td></tr>\n",
       "\t<tr><td>over 3000 edits</td><td>Existing add new section link</td><td>1183</td><td> 965</td><td>81.6%</td><td>0</td></tr>\n",
       "\t<tr><td>over 3000 edits</td><td>New topic tool               </td><td>8667</td><td>5022</td><td>57.9%</td><td>1</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A tibble: 16 × 6\n",
       "\\begin{tabular}{llllll}\n",
       " experience\\_group & section\\_edit\\_type & n\\_attempts & n\\_completions & completion\\_rate & new\\_topic\\_tool\\_used\\\\\n",
       " <fct> & <fct> & <int> & <int> & <chr> & <int>\\\\\n",
       "\\hline\n",
       "\t 0-100 edits     & Existing add new section link &  512 &  179 & 35\\%   & 0\\\\\n",
       "\t 0-100 edits     & New topic tool                & 6266 & 2249 & 35.9\\% & 1\\\\\n",
       "\t 101-500 edits   & Existing add new section link &  100 &   50 & 50\\%   & 0\\\\\n",
       "\t 101-500 edits   & New topic tool                & 1813 &  961 & 53\\%   & 1\\\\\n",
       "\t 501-1000 edits  & Existing add new section link &   67 &   37 & 55.2\\% & 0\\\\\n",
       "\t 501-1000 edits  & New topic tool                &  879 &  484 & 55.1\\% & 1\\\\\n",
       "\t 1001-1500 edits & Existing add new section link &   26 &   12 & 46.2\\% & 0\\\\\n",
       "\t 1001-1500 edits & New topic tool                &  509 &  298 & 58.5\\% & 1\\\\\n",
       "\t 1501-2000 edits & Existing add new section link &   20 &   16 & 80\\%   & 0\\\\\n",
       "\t 1501-2000 edits & New topic tool                &  510 &  349 & 68.4\\% & 1\\\\\n",
       "\t 2001-2500 edits & Existing add new section link &   41 &   29 & 70.7\\% & 0\\\\\n",
       "\t 2001-2500 edits & New topic tool                &  401 &  262 & 65.3\\% & 1\\\\\n",
       "\t 2501-3000 edits & Existing add new section link &   16 &   10 & 62.5\\% & 0\\\\\n",
       "\t 2501-3000 edits & New topic tool                &  267 &  161 & 60.3\\% & 1\\\\\n",
       "\t over 3000 edits & Existing add new section link & 1183 &  965 & 81.6\\% & 0\\\\\n",
       "\t over 3000 edits & New topic tool                & 8667 & 5022 & 57.9\\% & 1\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A tibble: 16 × 6\n",
       "\n",
       "| experience_group &lt;fct&gt; | section_edit_type &lt;fct&gt; | n_attempts &lt;int&gt; | n_completions &lt;int&gt; | completion_rate &lt;chr&gt; | new_topic_tool_used &lt;int&gt; |\n",
       "|---|---|---|---|---|---|\n",
       "| 0-100 edits     | Existing add new section link |  512 |  179 | 35%   | 0 |\n",
       "| 0-100 edits     | New topic tool                | 6266 | 2249 | 35.9% | 1 |\n",
       "| 101-500 edits   | Existing add new section link |  100 |   50 | 50%   | 0 |\n",
       "| 101-500 edits   | New topic tool                | 1813 |  961 | 53%   | 1 |\n",
       "| 501-1000 edits  | Existing add new section link |   67 |   37 | 55.2% | 0 |\n",
       "| 501-1000 edits  | New topic tool                |  879 |  484 | 55.1% | 1 |\n",
       "| 1001-1500 edits | Existing add new section link |   26 |   12 | 46.2% | 0 |\n",
       "| 1001-1500 edits | New topic tool                |  509 |  298 | 58.5% | 1 |\n",
       "| 1501-2000 edits | Existing add new section link |   20 |   16 | 80%   | 0 |\n",
       "| 1501-2000 edits | New topic tool                |  510 |  349 | 68.4% | 1 |\n",
       "| 2001-2500 edits | Existing add new section link |   41 |   29 | 70.7% | 0 |\n",
       "| 2001-2500 edits | New topic tool                |  401 |  262 | 65.3% | 1 |\n",
       "| 2501-3000 edits | Existing add new section link |   16 |   10 | 62.5% | 0 |\n",
       "| 2501-3000 edits | New topic tool                |  267 |  161 | 60.3% | 1 |\n",
       "| over 3000 edits | Existing add new section link | 1183 |  965 | 81.6% | 0 |\n",
       "| over 3000 edits | New topic tool                | 8667 | 5022 | 57.9% | 1 |\n",
       "\n"
      ],
      "text/plain": [
       "   experience_group section_edit_type             n_attempts n_completions\n",
       "1  0-100 edits      Existing add new section link  512        179         \n",
       "2  0-100 edits      New topic tool                6266       2249         \n",
       "3  101-500 edits    Existing add new section link  100         50         \n",
       "4  101-500 edits    New topic tool                1813        961         \n",
       "5  501-1000 edits   Existing add new section link   67         37         \n",
       "6  501-1000 edits   New topic tool                 879        484         \n",
       "7  1001-1500 edits  Existing add new section link   26         12         \n",
       "8  1001-1500 edits  New topic tool                 509        298         \n",
       "9  1501-2000 edits  Existing add new section link   20         16         \n",
       "10 1501-2000 edits  New topic tool                 510        349         \n",
       "11 2001-2500 edits  Existing add new section link   41         29         \n",
       "12 2001-2500 edits  New topic tool                 401        262         \n",
       "13 2501-3000 edits  Existing add new section link   16         10         \n",
       "14 2501-3000 edits  New topic tool                 267        161         \n",
       "15 over 3000 edits  Existing add new section link 1183        965         \n",
       "16 over 3000 edits  New topic tool                8667       5022         \n",
       "   completion_rate new_topic_tool_used\n",
       "1  35%             0                  \n",
       "2  35.9%           1                  \n",
       "3  50%             0                  \n",
       "4  53%             1                  \n",
       "5  55.2%           0                  \n",
       "6  55.1%           1                  \n",
       "7  46.2%           0                  \n",
       "8  58.5%           1                  \n",
       "9  80%             0                  \n",
       "10 68.4%           1                  \n",
       "11 70.7%           0                  \n",
       "12 65.3%           1                  \n",
       "13 62.5%           0                  \n",
       "14 60.3%           1                  \n",
       "15 81.6%           0                  \n",
       "16 57.9%           1                  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Completion Rate By Session\n",
    "\n",
    "new_topic_attempts_byexp_bysession <- new_topic_attempts_exp %>%\n",
    "    group_by (experience_group, section_edit_type) %>%\n",
    "    summarise(n_attempts = n_distinct(edit_attempt_id),\n",
    "              n_completions = n_distinct(edit_attempt_id[edit_success == 'Complete']),\n",
    "              completion_rate = paste0(round(n_completions / n_attempts  *100, 1), \"%\"),\n",
    "           new_topic_tool_used = as.integer(ifelse(sum(section_edit_type== 'New topic tool'), 1, 0)),\n",
    "    .groups = 'drop') \n",
    "\n",
    "new_topic_attempts_byexp_bysession"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### New topic completion rate defined as percent of contributors that complete at least 1 new topic "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Review edit completion rate by contributors and experience level\n",
    "new_topic_completes_byexp <- new_topic_attempts_byexp %>%\n",
    "    group_by(experience_group, section_edit_type) %>%\n",
    "    summarise(n_users = n_distinct(user_id), \n",
    "              n_users_completed = n_distinct(user_id[n_completions >= 1]), #user completed at least 1 edit\n",
    "              completion_rate = paste0(round(n_users_completed / n_users  *100, 1), \"%\"),\n",
    "              .groups = 'drop'\n",
    "  )   %>%  #determine credible intervals\n",
    "    cbind(as.data.frame(binom:::binom.bayes(x = .$n_users_completed, n = .$n_users, conf.level = 0.95, tol = 1e-10))) %>%\n",
    "    mutate(lower = round(lower,2), \n",
    "           upper = round(upper, 2))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<!DOCTYPE html>\n",
       "<html>\n",
       "<head>\n",
       "<meta charset=\"utf-8\"/>\n",
       "<style>body{background-color:white;}</style>\n",
       "\n",
       "\n",
       "</head>\n",
       "<body>\n",
       "<table style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen, Ubuntu, Cantarell, 'Helvetica Neue', 'Fira Sans', 'Droid Sans', Arial, sans-serif; display: table; border-collapse: collapse; margin-left: auto; margin-right: auto; color: #333333; font-size: 16px; font-weight: normal; font-style: normal; background-color: #FFFFFF; width: auto; border-top-style: solid; border-top-width: 2px; border-top-color: #A8A8A8; border-right-style: none; border-right-width: 2px; border-right-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #A8A8A8; border-left-style: none; border-left-width: 2px; border-left-color: #D3D3D3;\">\n",
       "  <thead style=\"\">\n",
       "    <tr>\n",
       "      <th colspan=\"7\" style=\"background-color: #FFFFFF; text-align: center; border-bottom-color: #FFFFFF; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; color: #333333; font-size: 125%; font-weight: initial; padding-top: 4px; padding-bottom: 4px; border-bottom-width: 0; font-weight: normal;\" style>Contributors new topic completion rate by experience level</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th colspan=\"7\" style=\"background-color: #FFFFFF; text-align: center; border-bottom-color: #FFFFFF; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; color: #333333; font-size: 85%; font-weight: initial; padding-top: 0; padding-bottom: 4px; border-top-color: #FFFFFF; border-top-width: 0; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3; font-weight: normal;\" style>Across all participating Wikipedias</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <thead style=\"border-top-style: solid; border-top-width: 2px; border-top-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3;\">\n",
       "    <tr>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Experience level group</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Editing experience</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Number of users attempted</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Number of users completed</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: left;\" rowspan=\"1\" colspan=\"1\">Completion rate<sup style=\"font-style: italic; font-size: 65%;\">1</sup></th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\" rowspan=\"1\" colspan=\"1\">CI (Lower Bound)<sup style=\"font-style: italic; font-size: 65%;\">2</sup></th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\" rowspan=\"1\" colspan=\"1\">CI (Upper Bound)<sup style=\"font-style: italic; font-size: 65%;\">2</sup></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody style=\"border-top-style: solid; border-top-width: 2px; border-top-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3;\">\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0-100 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">473</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">174</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">36.8%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.32</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0-100 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">3507</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1562</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">44.5%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.43</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">101-500 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">86</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">45</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">52.3%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.42</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">101-500 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">619</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">408</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">65.9%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.62</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">501-1000 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">47</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">25</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">53.2%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.39</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">501-1000 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">229</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">143</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">62.4%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.56</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1001-1500 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">22</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">9</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">40.9%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.22</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1001-1500 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">144</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">91</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">63.2%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.55</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1501-2000 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">13</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">9</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">69.2%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.44</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1501-2000 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">118</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">82</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">69.5%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.61</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2001-2500 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">22</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">14</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">63.6%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.44</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2001-2500 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">99</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">66</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">66.7%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.57</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2501-3000 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">10</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">6</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">60%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.32</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2501-3000 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">69</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">40</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">58%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.46</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">over 3000 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">479</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">377</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">78.7%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.75</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">over 3000 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1137</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">800</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">70.4%</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.68</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.73</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "  \n",
       "  <tfoot>\n",
       "    <tr style=\"color: #333333; background-color: #FFFFFF; border-bottom-style: none; border-bottom-width: 2px; border-bottom-color: #D3D3D3; border-left-style: none; border-left-width: 2px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 2px; border-right-color: #D3D3D3;\">\n",
       "      <td colspan=\"7\">\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>1</em>\n",
       "          </sup>\n",
       "           \n",
       "          Defined as percent of contributors that made a new topic attempt and publish at least 1 comment.\n",
       "          <br />\n",
       "        </p>\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>2</em>\n",
       "          </sup>\n",
       "           \n",
       "          95% credible intervals. There is a 95% probability that the parameter lies in this interval\n",
       "          <br />\n",
       "        </p>\n",
       "      </td>\n",
       "    </tr>\n",
       "  </tfoot>\n",
       "</table>\n",
       "</body>\n",
       "</html>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "NULL"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "new_topic_completes_byexp_table <- new_topic_completes_byexp %>%\n",
    " select(c(1,2,3,4,5,12,13))  %>% #remove unneeded rows\n",
    "  gt() %>%\n",
    "  tab_header(\n",
    "    title = \"Contributors new topic completion rate by experience level\",\n",
    "    subtitle = \"Across all participating Wikipedias\"\n",
    "  )  %>%\n",
    "  cols_label(\n",
    "    experience_group = \"Experience level group\",\n",
    "    section_edit_type = \"Editing experience\",\n",
    "    n_users = \"Number of users attempted\",\n",
    "    n_users_completed = \"Number of users completed\",\n",
    "    completion_rate = \"Completion rate\",\n",
    "    lower = \"CI (Lower Bound)\",\n",
    "    upper = \"CI (Upper Bound)\"\n",
    "  )   %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"Defined as percent of contributors that made a new topic attempt and publish at least 1 comment.\",\n",
    "    locations = cells_column_labels(\n",
    "      columns = 'completion_rate'\n",
    "    )) %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"95% credible intervals. There is a 95% probability that the parameter lies in this interval\",\n",
    "    locations = cells_column_labels(\n",
    "      columns = c('lower', 'upper')\n",
    "    )) %>%\n",
    "    gtsave(\n",
    "    \"new_topic_completes_byexp_table.html\", inline_css = TRUE)\n",
    "\n",
    "IRdisplay::display_html(file = \"new_topic_completes_byexp_table.html\")\n",
    "new_topic_completes_byexp_table "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
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gT5yOQy2U2Nob7VWFSru1il+6ZE22ormRVC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\nhJDRWd/5cbdPK/2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6qqKsNnz8/PN7xJMKtDAgAA4LbFVHoAAHBn0lf99LRabUZGxk0vNN3myAzT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\nfdHqtxvSg5lBdh/64or/1PIEo2r7qhi/xk+qbO+V3u2m83ds6QRd3o1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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 600,
       "width": 900
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot edit completion rates for each user on each wiki  \n",
    "\n",
    "p <- new_topic_completes_byexp %>%\n",
    "    ggplot(aes(x= section_edit_type, y = n_users_completed / n_users, fill = section_edit_type)) +\n",
    "    geom_col(position = 'dodge') +\n",
    "    geom_text(aes(label = paste(completion_rate), fontface=2), vjust=1.2, size = 8, color = \"white\") +\n",
    "    geom_errorbar(aes(ymin = lower, ymax = upper), color = 'red', size = 1, alpha = 0.5, position = dodge, width = 0.25) +\n",
    "    facet_wrap(~ experience_group) +\n",
    "    scale_y_continuous(labels = scales::percent) +\n",
    "    labs (y = \"Percent of contributors \",\n",
    "          title = \"Contributors new topic completion rate by experience level \\n across all participating Wikipedias\",\n",
    "          caption = \"Red error bars: 95% credible intervals\"\n",
    "          )+\n",
    "      scale_fill_manual(values= c(\"#999999\", \"steelblue2\"), name = \"Editing Method\", labels = c(\"Existing add new section link\", \"New topic tool\"))  +\n",
    "    theme(\n",
    "        panel.grid.minor = element_blank(),\n",
    "        panel.background = element_blank(),\n",
    "        plot.title = element_text(hjust = 0.5),\n",
    "        text = element_text(size=16),\n",
    "        legend.position=\"bottom\",\n",
    "        axis.text.x = element_blank(),\n",
    "        axis.title.x=element_blank(),\n",
    "        axis.line = element_line(colour = \"black\")) \n",
    "\n",
    "p \n",
    "ggsave(\"Figures/new_topic_completes_byexp.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Observations:\n",
    "* By breaking down the experience levels into more granular segments, we are able to isolate the decrease in completion rate to contributors with over 2500 edits [^errorbar].\n",
    "  * There is higher new topic tool completion rate for all experience groups under 2500 cumulative edits, with percent increases ranging from only 0.4% for the 1501-2000 edit group level to a 54.5% increase for the 1001-1500 edit count group.\n",
    "  * We observed a lower new topic tool completion rate for users with over 2500 cumulative edits (-3.4% decrease for the 2501-3000 edit count group and -10.7% decrease for the over 3000 edit count group).\n",
    "* When looking at topic completion rate by session (defined as percent of edit attempts that are successfully published), there is an even higher decrease in new topic tool completion rate for users with over 3000 edits (-23.8 percentage points (81.5% → 57.7%; -29% decrease). This potentially indicates that there a a few power users that are making a high number of incomplete New Topic Tool edits. \n",
    "\n",
    "[^errorbar]: The red error bars indicate the level of uncertainty in the identifed completion rates. There is more uncertainty in the identified completion rates for higher edit count contributors using the existing add new section link. This is due to the smaller sample size available for in these groups (There are fewer users in the higher level edit counts and these events are sampled at 6.25%). However, we can be more confident in the completion rate values for edit count groups with more data and smaller error bars such as the over 3000 edit count group. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Modeling the impact of the new topic tool "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since new topic completion rates seem to vary based on the Contributor's experience level, we adjusted the Bayesian Hierarchical Regression Model to include the Contributors' experience level (junior or non-junior) as an interaction term in the model in addition to the effects of the user and wiki on comment completion rate."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "fit_all <- brm(\n",
    "  edit_success ~ section_edit_type * is_junior + (1 | wiki/user_id), \n",
    "  family = bernoulli(link = \"logit\"),\n",
    "  data = new_topic_attempts_byexp, \n",
    "  prior = priors,\n",
    "  chains = 4, cores = 4\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 600,
       "width": 900
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "conditional_effects <- conditional_effects(fit_all, effects = \"is_junior:section_edit_type\")\n",
    "p <-  plot(conditional_effects, plot = FALSE)[[1]] +\n",
    "  labs (y = \"Probability of new topic completion\",\n",
    "          title = \"Effects of experience level and editor type \\n on new topic completion probability\")  +\n",
    "    theme_bw() +\n",
    "   scale_color_manual(values= c(\"#999999\", \"steelblue2\"))  +\n",
    "    theme(\n",
    "        panel.grid.minor = element_blank(),\n",
    "        panel.background = element_blank(),\n",
    "        plot.title = element_text(hjust = 0.5),\n",
    "        text = element_text(size=16),\n",
    "        legend.position=\"bottom\",\n",
    "        axis.line = element_line(colour = \"black\")) \n",
    "p\n",
    "ggsave(\"Figures/conditional_effects_exp_editor.png\", p, width = 16, height = 8, units = \"in\", dpi = 300) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above plot shows the predicted effects of the Contributor's experience level (Junior or Non-Junior) and the type of editor that the used (new topic tool and existing add section link) on the probability of successfully publishing a comment that they started on a talk page. \n",
    "\n",
    "Based on the model, we can confirm the following: \n",
    "- Using either section editing method, there is a significant difference beween the probability of a Junior Contributor completing a new topic and a Non-Junior Contributor.\n",
    "- A Junior Contributor using the new topic tool is more likely to complete at least one new topic than when using the existing add new section link; however, they are still much less likely to complete a new topic using either method than a Non-Junior Contributor.\n",
    "- Non-Junior Contibutors using the new topic tool are less likely to complete at least one new topic than when using the existing add new section link. Based on a review of completion rates identifed for more granular segments of Non-Junior Contributors (documented in the previous section), we see this decrease primarily with contributors with over 2500 edits. \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Guardrail Analyses"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## New Topic Revert Rate "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We also wanted to ensure that enabling the new topic tool did not result in an increase in the number of disruptive edits being made to talk pages. \n",
    "\n",
    "To evaluate any disruption caused by the new topic tool, we determined the percent of new topic published to talk pages that were reverted within 48 hours and the percent of contributors blocked after making a comment to a talk page.  \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Methodology\n",
    "\n",
    "For this analysis, we reviewed data recorded in [mediawiki_history](https://wikitech.wikimedia.org/wiki/Analytics/Data_Lake/Edits/MediaWiki_history) to identify the percent comments posted with the new topic tool (identified by the revision tag: `discussiontools-newtopic`) on talk pages that are reverted within 48 hours [^revert]. We joined this data with AB test data logged in editattemptstep and talk_page_edit to isolate data to the attempts included in the AB test and try to exclude any non new topic edits.\n",
    "\n",
    "[^revert]: 48 hours is a common cutoff, as research suggests that, at least for the English Wikipedia, nearly all reverts take place within 48 hours. Source: Research: Revert. Mediawiki. https://meta.wikimedia.org/wiki/Research:Revert.\n",
    "\n",
    "We compared the revert rate for new topics published using the new topic tool to the revert rate for new topics made using the existing add new section link worflow during the same timeframe. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_topic_reverts <-\n",
    "  read.csv(\n",
    "    file = 'Data/new_topic_reverts.csv',\n",
    "    header = TRUE,\n",
    "    sep = \",\",\n",
    "    stringsAsFactors = FALSE\n",
    "  ) # loads all revert data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#clarfiy levels and lables for factor variables\n",
    "new_topic_reverts$section_edit_type <-\n",
    "  factor(\n",
    "    new_topic_reverts$section_edit_type,\n",
    "    levels = c(\"non-new-topic-tool\", \"new-topic-tool\"),\n",
    "    labels = c(\"Existing add new section link\", \"New topic tool\")\n",
    "  )\n",
    "\n",
    "new_topic_reverts$is_reverted <-\n",
    "  factor(new_topic_reverts$is_reverted,\n",
    "         levels = c(\"reverted\", \"not-reverted\"),\n",
    "         labels = c(\"Reverted\", \"Not reverted\"))\n",
    "\n",
    "#reformat user-id and adjust to include wiki to account for duplicate user id instances.\n",
    "# Users do not have the smae user_id on different wikis\n",
    "new_topic_reverts$user_id <-\n",
    "  as.character(paste(new_topic_reverts$user_id,new_topic_reverts$wiki,sep =\"-\" ))\n",
    "\n",
    "#clarfiy wiki names\n",
    "new_topic_reverts <- new_topic_reverts %>%\n",
    " mutate(\n",
    "    wiki = case_when(\n",
    "      #clarfiy participating project names\n",
    "      wiki == 'amwiki' ~ \"Amharic Wikipedia\",\n",
    "      wiki == 'bnwiki' ~ \"Bengali Wikipedia\",\n",
    "      wiki == 'zhwiki' ~ \"Chinese Wikipedia\",\n",
    "      wiki == 'nlwiki' ~ 'Dutch Wikipedia',\n",
    "      wiki == 'arzwiki' ~ 'Egyptian Wikipedia',\n",
    "      wiki == 'frwiki' ~ 'French Wikipedia',\n",
    "      wiki == 'hewiki' ~ 'Hebrew Wikipedia',\n",
    "      wiki == 'hiwiki' ~ 'Hindi Wikipedia',\n",
    "      wiki == 'idwiki' ~ 'Indonesian Wikipedia',\n",
    "      wiki == 'itwiki' ~ 'Italian Wikipedia',  \n",
    "      wiki == 'jawiki' ~ 'Japanese Wikipedia',   \n",
    "      wiki == 'kowiki' ~ 'Korean Wikipedia',\n",
    "      wiki == 'omwiki' ~ 'Oromo Wikipedia', \n",
    "      wiki == 'fawiki' ~ 'Persian Wikipedia',  \n",
    "      wiki == 'plwiki' ~ 'Polish Wikipedia',   \n",
    "      wiki == 'ptwiki' ~ 'Portuguese Wikipedia',\n",
    "      wiki == 'eswiki' ~ 'Spanish Wikipedia',\n",
    "      wiki == 'thwiki' ~ 'Thai Wikipedia',  \n",
    "      wiki == 'ukwiki' ~ 'Ukrainian Wikipedia',\n",
    "      wiki == 'viwiki' ~ 'Vietnamese Wikipedia',    \n",
    "    )\n",
    "  ) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create new column to identify Junior and Non-Junior Contributors\n",
    "\n",
    "new_topic_reverts <- new_topic_reverts %>%\n",
    "  mutate(\n",
    "    is_junior = case_when(\n",
    "      #clarfiy participating project names\n",
    "      experience_level < 100 ~ \"Junior Contributor\",\n",
    "      experience_level >=  100 ~ \"Non-Junior Contributor\"   \n",
    "    ),\n",
    "    is_junior = factor(is_junior,\n",
    "         levels = c(\"Non-Junior Contributor\", \"Junior Contributor\")\n",
    "   ))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Junior Contributor revert rate"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Overall revert rate across all participating Wikipedias"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# filter date to only look at junior contributor edits reverted\n",
    "new_topic_reverts_jc <- new_topic_reverts %>%\n",
    "    filter(is_junior == 'Junior Contributor') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# aggregrate based on editing experience type\n",
    "new_topic_reverts_jc_all <- new_topic_reverts_jc %>%\n",
    "    group_by(section_edit_type) %>%\n",
    "    summarise(total_reverts = n_distinct(revision_id[is_reverted == \"Reverted\"]),\n",
    "              total_comments = n_distinct(revision_id),\n",
    "              revert_rate =paste(round(total_reverts/total_comments * 100, 2), '%'), .groups = 'drop')  %>%\n",
    "    cbind(as.data.frame(binom:::binom.bayes(x = .$total_reverts, n = .$total_comments, conf.level = 0.95, tol = 1e-10))) %>%\n",
    "    mutate(lower = round(lower,2), \n",
    "           upper = round(upper, 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<!DOCTYPE html>\n",
       "<html>\n",
       "<head>\n",
       "<meta charset=\"utf-8\"/>\n",
       "<style>body{background-color:white;}</style>\n",
       "\n",
       "\n",
       "</head>\n",
       "<body>\n",
       "<table style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen, Ubuntu, Cantarell, 'Helvetica Neue', 'Fira Sans', 'Droid Sans', Arial, sans-serif; display: table; border-collapse: collapse; margin-left: auto; margin-right: auto; color: #333333; font-size: 16px; font-weight: normal; font-style: normal; background-color: #FFFFFF; width: auto; border-top-style: solid; border-top-width: 2px; border-top-color: #A8A8A8; border-right-style: none; border-right-width: 2px; border-right-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #A8A8A8; border-left-style: none; border-left-width: 2px; border-left-color: #D3D3D3;\">\n",
       "  <thead style=\"\">\n",
       "    <tr>\n",
       "      <th colspan=\"6\" style=\"background-color: #FFFFFF; text-align: center; border-bottom-color: #FFFFFF; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; color: #333333; font-size: 125%; font-weight: initial; padding-top: 4px; padding-bottom: 4px; border-bottom-width: 0; font-weight: normal;\" style>Junior contributors new topic revert rate across all participating Wikipedias</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th colspan=\"6\" style=\"background-color: #FFFFFF; text-align: center; border-bottom-color: #FFFFFF; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; color: #333333; font-size: 85%; font-weight: initial; padding-top: 0; padding-bottom: 4px; border-top-color: #FFFFFF; border-top-width: 0; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3; font-weight: normal;\" style>Across all participating Wikipedias</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <thead style=\"border-top-style: solid; border-top-width: 2px; border-top-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3;\">\n",
       "    <tr>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Editing experience<sup style=\"font-style: italic; font-size: 65%;\">1</sup></th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Number of new topics reverted</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Number of new topics published</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: left;\" rowspan=\"1\" colspan=\"1\">Revert rate<sup style=\"font-style: italic; font-size: 65%;\">2</sup></th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\" rowspan=\"1\" colspan=\"1\">CI (Lower Bound)<sup style=\"font-style: italic; font-size: 65%;\">3</sup></th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\" rowspan=\"1\" colspan=\"1\">CI (Upper Bound)<sup style=\"font-style: italic; font-size: 65%;\">3</sup></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody style=\"border-top-style: solid; border-top-width: 2px; border-top-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3;\">\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">20</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">174</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">11.49 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.07</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">207</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2165</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">9.56 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.08</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "  \n",
       "  <tfoot>\n",
       "    <tr style=\"color: #333333; background-color: #FFFFFF; border-bottom-style: none; border-bottom-width: 2px; border-bottom-color: #D3D3D3; border-left-style: none; border-left-width: 2px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 2px; border-right-color: #D3D3D3;\">\n",
       "      <td colspan=\"6\">\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>1</em>\n",
       "          </sup>\n",
       "           \n",
       "          Sampling rate is 100% for new topic tool events and 6.25% for non-new topic tool events\n",
       "          <br />\n",
       "        </p>\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>2</em>\n",
       "          </sup>\n",
       "           \n",
       "          Defined as percent of new topics reverted within 48 hours.\n",
       "          <br />\n",
       "        </p>\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>3</em>\n",
       "          </sup>\n",
       "           \n",
       "          95% credible intervals. There is a 95% probability that the parameter lies in this interval\n",
       "          <br />\n",
       "        </p>\n",
       "      </td>\n",
       "    </tr>\n",
       "  </tfoot>\n",
       "</table>\n",
       "</body>\n",
       "</html>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "new_topic_reverts_jc_all_table <- new_topic_reverts_jc_all %>%\n",
    "  select(c(1,2,3,4,11,12))  %>% #remove unneeded rows\n",
    "  gt()  %>%\n",
    "  tab_header(\n",
    "    title = \"Junior contributors new topic revert rate across all participating Wikipedias\",\n",
    "    subtitle = \"Across all participating Wikipedias\"\n",
    "  )  %>%\n",
    "  cols_label(\n",
    "    section_edit_type = \"Editing experience\",\n",
    "    total_reverts = \"Number of new topics reverted\",\n",
    "    total_comments = \"Number of new topics published\",\n",
    "    revert_rate = \"Revert rate\",\n",
    "    lower = \"CI (Lower Bound)\",\n",
    "    upper = \"CI (Upper Bound)\"\n",
    "  ) %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"Defined as percent of new topics reverted within 48 hours.\",\n",
    "    locations = cells_column_labels(\n",
    "      columns = 'revert_rate'\n",
    "    )\n",
    "  )  %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"Sampling rate is 100% for new topic tool events and 6.25% for non-new topic tool events\",\n",
    "    locations = cells_column_labels(\n",
    "      columns = 'section_edit_type'\n",
    "    )\n",
    "  ) %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"95% credible intervals. There is a 95% probability that the parameter lies in this interval\",\n",
    "    locations = cells_column_labels(\n",
    "      columns = c('lower', 'upper')\n",
    "    )\n",
    "  ) %>%\n",
    "    gtsave(\n",
    "    \"new_topic_reverts_jc_all_table.html\", inline_css = TRUE)\n",
    "\n",
    "IRdisplay::display_html(file = \"new_topic_reverts_jc_all_table.html\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 600,
       "width": 900
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot edit completion rates for each user on each wiki  \n",
    "\n",
    "dodge <- position_dodge(width=0.9)\n",
    "\n",
    "p <- new_topic_reverts_jc_all %>%\n",
    "    ggplot(aes(x= section_edit_type, y = total_reverts/ total_comments, fill = section_edit_type)) +\n",
    "    geom_col(position = 'dodge') +\n",
    "    geom_errorbar(aes(ymin = lower, ymax = upper), color = 'red', size = 1, alpha = 0.5, position = dodge, width = 0.25) +\n",
    "    geom_text(aes(label = paste(revert_rate), fontface=2), vjust=1.2, size = 8, color = \"white\") +\n",
    "    scale_y_continuous(labels = scales::percent) +\n",
    "    scale_x_discrete(labels = c(\"Existing add new section link\", \"New topic tool\")) +\n",
    "    labs (y = \"Percent of new topics reverted \",\n",
    "          x = \"Editing Method\",\n",
    "          title = \"Junior contributors new topic revert rate across \\n all participating Wikipedias\",\n",
    "         caption = \"Revert rate defined as percent of published new topics reverted within 48 hours \\n\n",
    "            Red error bars: 95% credible intervals\")  +\n",
    "    scale_fill_manual(values= c(\"#999999\", \"steelblue2\"))  +\n",
    "    theme(\n",
    "        panel.grid.minor = element_blank(),\n",
    "        panel.background = element_blank(),\n",
    "         plot.title = element_text(hjust = 0.5),\n",
    "        text = element_text(size=16),\n",
    "        legend.position= \"none\",\n",
    "        axis.line = element_line(colour = \"black\"))\n",
    "p\n",
    "\n",
    "\n",
    "ggsave(\"Figures/new_topic_reverts_jc_all .png\", p, width = 16, height = 8, units = \"in\", dpi = 300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Overall, across all participating Wikipedias, we observed a -1.9 percentage point (11.5% → 9.6%; 16.80% decrease) in the revert rate for new topic tool edits made by Junior Contributors compared to edits made using the previous add section link. In addition to increasing the likelihood of a Junior Contributor saving a new topic, the new topic tool also appears to reduce the number of errors in the published new topic that might lead to the new topic being reverted. \n",
    "\n",
    "Note again that there is high level of uncertaininty in the revert rate identified for the exisisting add new section link as indicated by the red error bar in the chart above. This is due to the smaller numer of events available to review for this editing method. As a result, there is not sufficient evidence to identify any significant changes in revert rate caused by the new topic tool. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Revert rate by participating Wikipedia"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# aggregrate data by wiki and editing interface\n",
    "new_topic_reverts_jc_bywiki <- new_topic_reverts_jc %>%\n",
    "    group_by(wiki, section_edit_type) %>%\n",
    "    summarise(total_reverts = n_distinct(revision_id[is_reverted == \"Reverted\"]),\n",
    "              total_comments = n_distinct(revision_id),\n",
    "              revert_rate =paste(round(total_reverts/total_comments * 100, 2), '%'), .groups = 'drop') %>%\n",
    "    cbind(as.data.frame(binom:::binom.bayes(x = .$total_reverts, n = .$total_comments, conf.level = 0.95, tol = 1e-10))) %>%\n",
    "    mutate(lower = round(lower,2), \n",
    "           upper = round(upper, 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<!DOCTYPE html>\n",
       "<html>\n",
       "<head>\n",
       "<meta charset=\"utf-8\"/>\n",
       "<style>body{background-color:white;}</style>\n",
       "\n",
       "\n",
       "</head>\n",
       "<body>\n",
       "<table style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen, Ubuntu, Cantarell, 'Helvetica Neue', 'Fira Sans', 'Droid Sans', Arial, sans-serif; display: table; border-collapse: collapse; margin-left: auto; margin-right: auto; color: #333333; font-size: 16px; font-weight: normal; font-style: normal; background-color: #FFFFFF; width: auto; border-top-style: solid; border-top-width: 2px; border-top-color: #A8A8A8; border-right-style: none; border-right-width: 2px; border-right-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #A8A8A8; border-left-style: none; border-left-width: 2px; border-left-color: #D3D3D3;\">\n",
       "  <thead style=\"\">\n",
       "    <tr>\n",
       "      <th colspan=\"7\" style=\"background-color: #FFFFFF; text-align: center; border-bottom-color: #FFFFFF; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; color: #333333; font-size: 125%; font-weight: initial; padding-top: 4px; padding-bottom: 4px; border-bottom-width: 0; font-weight: normal;\" style>Junior Contributors new topic revert rate by participating Wikipedia</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th colspan=\"7\" style=\"background-color: #FFFFFF; text-align: center; border-bottom-color: #FFFFFF; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; color: #333333; font-size: 85%; font-weight: initial; padding-top: 0; padding-bottom: 4px; border-top-color: #FFFFFF; border-top-width: 0; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3; font-weight: normal;\" style></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <thead style=\"border-top-style: solid; border-top-width: 2px; border-top-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3;\">\n",
       "    <tr>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: left;\" rowspan=\"1\" colspan=\"1\">Wikipedia</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Editing method<sup style=\"font-style: italic; font-size: 65%;\">1</sup></th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Number of new topics reverted</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Number of new topics published</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: left;\" rowspan=\"1\" colspan=\"1\">Revert rate<sup style=\"font-style: italic; font-size: 65%;\">2</sup></th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\" rowspan=\"1\" colspan=\"1\">CI (Lower Bound)<sup style=\"font-style: italic; font-size: 65%;\">3</sup></th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\" rowspan=\"1\" colspan=\"1\">CI (Upper Bound)<sup style=\"font-style: italic; font-size: 65%;\">3</sup></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody style=\"border-top-style: solid; border-top-width: 2px; border-top-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3;\">\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Amharic Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Bengali Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Bengali Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">5</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">25</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">20 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.07</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Chinese Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">11</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">9.09 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Chinese Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">7</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">82</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">8.54 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.03</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Dutch Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">3</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">33.33 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.01</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Dutch Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">3</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">64</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">4.69 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.01</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Egyptian Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">100 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.23</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Egyptian Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">8</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">12.5 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">French Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">4</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">34</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">11.76 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.03</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">French Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">40</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">444</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">9.01 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.07</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Hebrew Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">6</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Hebrew Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">97</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">1.03 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Hindi Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">50 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.06</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Hindi Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">4</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">20</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">20 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.06</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Indonesian Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">10</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">10 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Indonesian Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">16</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">59</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">27.12 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.17</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Italian Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">18</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">11.11 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.01</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Italian Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">27</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">323</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">8.36 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.06</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Japanese Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">9</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">22.22 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.03</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Japanese Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">13</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">184</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">7.07 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.04</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Korean Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">7</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Korean Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">8</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">36</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">22.22 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.10</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Persian Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">32</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Persian Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">170</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">1.18 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Polish Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">7</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Polish Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">10</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">78</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">12.82 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.06</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Portuguese Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">3</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Portuguese Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">11</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">94</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">11.7 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.06</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Spanish Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">5</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">16</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">31.25 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.12</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Spanish Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">36</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">367</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">9.81 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.07</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Thai Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">15</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">6.67 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Ukrainian Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">11</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">43</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">25.58 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.14</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Vietnamese Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">13</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">15.38 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.02</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Vietnamese Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">11</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">55</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">20 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.11</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.31</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "  \n",
       "  <tfoot>\n",
       "    <tr style=\"color: #333333; background-color: #FFFFFF; border-bottom-style: none; border-bottom-width: 2px; border-bottom-color: #D3D3D3; border-left-style: none; border-left-width: 2px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 2px; border-right-color: #D3D3D3;\">\n",
       "      <td colspan=\"7\">\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>1</em>\n",
       "          </sup>\n",
       "           \n",
       "          Sampling rate is 100% for new topic tool events and 6.25% for non-new topic tool events\n",
       "          <br />\n",
       "        </p>\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>2</em>\n",
       "          </sup>\n",
       "           \n",
       "          Defined as percent of new topics reverted within 48 hours.\n",
       "          <br />\n",
       "        </p>\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>3</em>\n",
       "          </sup>\n",
       "           \n",
       "          95% credible intervals. There is a 95% probability that the parameter lies in this interval\n",
       "          <br />\n",
       "        </p>\n",
       "      </td>\n",
       "    </tr>\n",
       "  </tfoot>\n",
       "</table>\n",
       "</body>\n",
       "</html>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "new_topic_reverts_jc_bywiki_table <- new_topic_reverts_jc_bywiki   %>%\n",
    " select(c(1,2,3,4,5,12,13))  %>% #remove unneeded rows\n",
    "  gt()  %>%\n",
    "  tab_header(\n",
    "    title = \"Junior Contributors new topic revert rate by participating Wikipedia\"\n",
    "  )  %>%\n",
    "  cols_label(\n",
    "    wiki = \"Wikipedia\",\n",
    "    section_edit_type = \"Editing method\",\n",
    "    total_reverts = \"Number of new topics reverted\",\n",
    "    total_comments = \"Number of new topics published\",\n",
    "    revert_rate = \"Revert rate\",\n",
    "    lower = \"CI (Lower Bound)\",\n",
    "    upper = \"CI (Upper Bound)\"\n",
    "  ) %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"Defined as percent of new topics reverted within 48 hours.\",\n",
    "    locations = cells_column_labels(\n",
    "      columns = 'revert_rate'\n",
    "    )\n",
    "  ) %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"Sampling rate is 100% for new topic tool events and 6.25% for non-new topic tool events\",\n",
    "    locations = cells_column_labels(\n",
    "      columns = 'section_edit_type'\n",
    "    )\n",
    "  ) %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"95% credible intervals. There is a 95% probability that the parameter lies in this interval\",\n",
    "    locations = cells_column_labels(\n",
    "      columns = c('lower', 'upper')\n",
    "    )\n",
    "  ) %>%\n",
    "    gtsave(\n",
    "    \"new_topic_reverts_jc_bywiki_table.html\", inline_css = TRUE)\n",
    "\n",
    "IRdisplay::display_html(file = \"new_topic_reverts_jc_bywiki_table.html\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some per participating Wikipedia trend highlights :\n",
    "\n",
    "* Revert rates vary on a per wiki basis. 7 out of the 20 participating wikipedias had higher new topic tool revert rates, with significantly high new topic tool revert rates observed for Bengali (20%), Indonesian (27%) and Korean (22%).\n",
    "* Much of this variation is due to the signficant difference in number of events logged for each new topic edit type. Since new topic tool events were sampled at 100% and non-new topic tool events were sampled at 6.25%, some of the smaller wikis had very few number of non new topic tool events logged to obtain a representative sample. As a result, there is a lot of uncertainty around the identifed revert rates as indicated by the 95% credible intervals. \n",
    "* Additional data would be needed to confirm any per wiki revert rate differences especially for smaller wikis."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Revert rate by experience level\n",
    "\n",
    "To understand the impact of experience level on revert rate, we reviewed the revert rates for non-Junior Contriburtors as well using the same edit segments used for the new topic completion rate analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "# divide experience level groups\n",
    "new_topic_reverts_exp <- new_topic_reverts %>%\n",
    "    mutate(experience_group = cut(as.numeric(experience_level), \n",
    "                                         breaks = c(0, 100, 500, 1000, 1500, 2000, 2500, 3000,\n",
    "                                                    Inf), \n",
    "                                         labels = c('0-100 edits', '101-500 edits', '501-1000 edits', '1001-1500 edits', '1501-2000 edits', '2001-2500 edits', '2501-3000 edits',\n",
    "                                                    'over 3000 edits'), include.lowest = TRUE))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "# aggregate data based on editor and experience level\n",
    "new_topic_reverts_byexp <- new_topic_reverts_exp %>%\n",
    "    group_by(experience_group, section_edit_type) %>%\n",
    "    summarise(total_reverts = n_distinct(revision_id[is_reverted == \"Reverted\"]),\n",
    "              total_comments = n_distinct(revision_id),\n",
    "              revert_rate =paste(round(total_reverts/total_comments * 100, 2), '%'), .groups = 'drop')   %>%\n",
    "    ungroup()  %>%\n",
    "    cbind(as.data.frame(binom:::binom.bayes(x = .$total_reverts, n = .$total_comments, conf.level = 0.95, tol = 1e-10))) %>%\n",
    "    mutate(lower = round(lower,2), \n",
    "           upper = round(upper, 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<!DOCTYPE html>\n",
       "<html>\n",
       "<head>\n",
       "<meta charset=\"utf-8\"/>\n",
       "<style>body{background-color:white;}</style>\n",
       "\n",
       "\n",
       "</head>\n",
       "<body>\n",
       "<table style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen, Ubuntu, Cantarell, 'Helvetica Neue', 'Fira Sans', 'Droid Sans', Arial, sans-serif; display: table; border-collapse: collapse; margin-left: auto; margin-right: auto; color: #333333; font-size: 16px; font-weight: normal; font-style: normal; background-color: #FFFFFF; width: auto; border-top-style: solid; border-top-width: 2px; border-top-color: #A8A8A8; border-right-style: none; border-right-width: 2px; border-right-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #A8A8A8; border-left-style: none; border-left-width: 2px; border-left-color: #D3D3D3;\">\n",
       "  <thead style=\"\">\n",
       "    <tr>\n",
       "      <th colspan=\"7\" style=\"background-color: #FFFFFF; text-align: center; border-bottom-color: #FFFFFF; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; color: #333333; font-size: 125%; font-weight: initial; padding-top: 4px; padding-bottom: 4px; border-bottom-width: 0; font-weight: normal;\" style>Contributors new topic revert rate by experience level</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th colspan=\"7\" style=\"background-color: #FFFFFF; text-align: center; border-bottom-color: #FFFFFF; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; color: #333333; font-size: 85%; font-weight: initial; padding-top: 0; padding-bottom: 4px; border-top-color: #FFFFFF; border-top-width: 0; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3; font-weight: normal;\" style></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <thead style=\"border-top-style: solid; border-top-width: 2px; border-top-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3;\">\n",
       "    <tr>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Experience level<sup style=\"font-style: italic; font-size: 65%;\">1</sup></th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Editing method<sup style=\"font-style: italic; font-size: 65%;\">2</sup></th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Number of new topics reverted</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Number of new topics published</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: left;\" rowspan=\"1\" colspan=\"1\">Revert rate<sup style=\"font-style: italic; font-size: 65%;\">3</sup></th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\" rowspan=\"1\" colspan=\"1\">CI (Lower Bound)<sup style=\"font-style: italic; font-size: 65%;\">4</sup></th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\" rowspan=\"1\" colspan=\"1\">CI (Upper Bound)<sup style=\"font-style: italic; font-size: 65%;\">4</sup></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody style=\"border-top-style: solid; border-top-width: 2px; border-top-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3;\">\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0-100 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">20</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">175</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">11.43 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.07</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0-100 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">207</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2167</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">9.55 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.08</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">101-500 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">50</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">2 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">101-500 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">40</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">926</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">4.32 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.03</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">501-1000 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">36</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">2.78 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">501-1000 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">6</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">468</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">1.28 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1001-1500 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">11</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">9.09 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1001-1500 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">9</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">290</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">3.1 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.01</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1501-2000 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">17</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1501-2000 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">7</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">347</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">2.02 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.01</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2001-2500 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">29</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2001-2500 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">255</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0.78 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2501-3000 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">10</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2501-3000 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">4</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">165</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">2.42 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.01</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">over 3000 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">13</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">958</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">1.36 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.01</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">over 3000 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">91</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">4894</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">1.86 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.01</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.02</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "  \n",
       "  <tfoot>\n",
       "    <tr style=\"color: #333333; background-color: #FFFFFF; border-bottom-style: none; border-bottom-width: 2px; border-bottom-color: #D3D3D3; border-left-style: none; border-left-width: 2px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 2px; border-right-color: #D3D3D3;\">\n",
       "      <td colspan=\"7\">\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>1</em>\n",
       "          </sup>\n",
       "           \n",
       "          Junior contributor defined as having under cumulative 100 edits. Non-Junior Contributor is defined as having over 100 cumulative edits\n",
       "          <br />\n",
       "        </p>\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>2</em>\n",
       "          </sup>\n",
       "           \n",
       "          Sampling rate is 100% for new topic tool events and 6.25% for non-new topic tool events\n",
       "          <br />\n",
       "        </p>\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>3</em>\n",
       "          </sup>\n",
       "           \n",
       "          Defined as percent of new topics reverted within 48 hours.\n",
       "          <br />\n",
       "        </p>\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>4</em>\n",
       "          </sup>\n",
       "           \n",
       "          95% credible intervals. There is a 95% probability that the parameter lies in this interval\n",
       "          <br />\n",
       "        </p>\n",
       "      </td>\n",
       "    </tr>\n",
       "  </tfoot>\n",
       "</table>\n",
       "</body>\n",
       "</html>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "new_topic_reverts_byexp_table <- new_topic_reverts_byexp %>%\n",
    "  select(c(1,2,3,4,5,12,13))  %>% #remove unneeded rows\n",
    "  gt()  %>%\n",
    "  tab_header(\n",
    "    title = \"Contributors new topic revert rate by experience level\"\n",
    "  )  %>%\n",
    "  cols_label(\n",
    "    experience_group = \"Experience level\",\n",
    "    section_edit_type = \"Editing method\",\n",
    "    total_reverts = \"Number of new topics reverted\",\n",
    "    total_comments = \"Number of new topics published\",\n",
    "    revert_rate = \"Revert rate\",\n",
    "    lower = \"CI (Lower Bound)\",\n",
    "    upper = \"CI (Upper Bound)\"\n",
    "  ) %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"Defined as percent of new topics reverted within 48 hours.\",\n",
    "    locations = cells_column_labels(\n",
    "      columns = 'revert_rate'\n",
    "    )\n",
    "  )%>%\n",
    "  tab_footnote(\n",
    "    footnote = \"Sampling rate is 100% for new topic tool events and 6.25% for non-new topic tool events\",\n",
    "    locations = cells_column_labels(\n",
    "      columns = 'section_edit_type'\n",
    "    )\n",
    "  ) %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"Junior contributor defined as having under cumulative 100 edits. Non-Junior Contributor is defined as having over 100 cumulative edits\",\n",
    "    locations = cells_column_labels(\n",
    "      columns = 'experience_group'\n",
    "    )\n",
    "  ) %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"95% credible intervals. There is a 95% probability that the parameter lies in this interval\",\n",
    "    locations = cells_column_labels(\n",
    "      columns = c('lower', 'upper')\n",
    "    )\n",
    "  ) %>%\n",
    "    gtsave(\n",
    "    \"new_topic_reverts_byexp_table.html\", inline_css = TRUE)\n",
    "\n",
    "IRdisplay::display_html(file = \"new_topic_reverts_byexp_table.html\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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UKiHEjwMxWn9oVGLDLMPa6Xqj9rbLcMki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\n7rQ3xeb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dLpL0eF6ImpNe+vf9dluPdX+CKdXqfuLHT01yFfu7Zyfe9St+7lKOK/l0f/mXP3p1F4OX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\nI7ydga2XJp07TUQiu02v8h/wyUtaUuf8633EMESklrOPL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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 600,
       "width": 900
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot reverts by experience\n",
    "\n",
    "p <- new_topic_reverts_byexp  %>%\n",
    "  ggplot(aes(x= section_edit_type , y = total_reverts/total_comments, fill = section_edit_type)) +\n",
    "  geom_col(position = 'dodge') +\n",
    "  geom_errorbar(aes(ymin = lower, ymax = upper), color = 'red', alpha = 0.5, size = 1, position = dodge, width = 0.25) +\n",
    "  geom_text(aes(label = paste(revert_rate),fontface=2), vjust=1.2, size = 8, color = \"white\") +\n",
    "  scale_y_continuous(labels = scales::percent) +\n",
    "  facet_wrap(~ experience_group, scale = \"free_y\") +\n",
    "  labs (y = \"Percent of new topics reverted\",\n",
    "        title = \"Contributor new topic revert rate by experience level \\n across all participating Wikipedias\",\n",
    "       caption = \"Red error bars: 95% credible intervals\")  +\n",
    "    scale_fill_manual(values= c(\"#999999\", \"steelblue2\"), name = \"Editing Method\", labels = c(\"Existing add new section link\", \"New topic tool\"))  +\n",
    "    theme(\n",
    "        panel.grid.minor = element_blank(),\n",
    "        panel.background = element_blank(),\n",
    "        plot.title = element_text(hjust = 0.5),\n",
    "        text = element_text(size=16),\n",
    "        legend.position=\"bottom\",\n",
    "        axis.text.x = element_blank(),\n",
    "        axis.title.x=element_blank(),\n",
    "        axis.line = element_line(colour = \"black\")) \n",
    "p\n",
    "\n",
    "ggsave(\"Figures/new_topic_reverts_byexp.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see a lower new topic tool revert rate for all experience groups under 1500 edits, with the exception fo the 101-500 edit count group where there see an increase in revert rate for editors with between 101-500 edits.  \n",
    "\n",
    "Unfortunately, there is not sufficient data to confidently compare these revert rates within these more granular edit count segments as there are very few events logged for users at higher experience levels, especially for the existing add new section link editing method. The low number of events logged creates more uncertainty in the identifed revert rates as indicated by the large error bars.\n",
    "\n",
    "Excluding the edit groups where the sample sizes are too small, there was a slight increase in reverts for the over 3000 edits group (1.36% to 1.86%)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Blocked New Topic Users\n",
    "### Overall percent of Junior Contributors blocked after posting a new topic"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We also reviewed the number of Junior Contributors blocked after posting a new topic using either the new topic tool or previous add new section link.\n",
    "\n",
    "Data comes from the [mediawiki_user_history](https://wikitech.wikimedia.org/wiki/Analytics/Data_Lake/Edits/Mediawiki_user_history) table. All block events were identified in the data by `caused_by_event_type = \"alterblocks\"`. The data includes any Contributors that were blocked after posting a comment; however, we do not know if they were blocked specifically due to the comment posted. Data is also currently limited to dates of the AB test. Some new topic users may have been blocked following this analysis. Similar to the revert rate methodology, we joined this data with AB test data logged in editattemptstep and talk_page_edit to isolate data to the attempts included in the AB test and try to exclude any non new topic edits.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_topic_blocks <-\n",
    "  read.csv(\n",
    "    file = 'Data/new_topic_blocks.csv',\n",
    "    header = TRUE,\n",
    "    sep = \",\",\n",
    "    stringsAsFactors = FALSE\n",
    "  ) # loads all revert data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "#clarfiy levels and lables for factor variables\n",
    "new_topic_blocks$section_edit_type <-\n",
    "  factor(\n",
    "    new_topic_blocks$section_edit_type,\n",
    "    levels = c(\"non-new-topic-tool\", \"new-topic-tool\"),\n",
    "    labels = c(\"Existing add new section link\", \"New topic tool\")\n",
    "  )\n",
    "\n",
    "#clarfiy wiki names\n",
    "new_topic_blocks<- new_topic_blocks%>%\n",
    "   mutate(\n",
    "    wiki = case_when(\n",
    "      #clarfiy participating project names\n",
    "      wiki == 'amwiki' ~ \"Amharic Wikipedia\",\n",
    "      wiki == 'bnwiki' ~ \"Bengali Wikipedia\",\n",
    "      wiki == 'zhwiki' ~ \"Chinese Wikipedia\",\n",
    "      wiki == 'nlwiki' ~ 'Dutch Wikipedia',\n",
    "      wiki == 'arzwiki' ~ 'Egyptian Wikipedia',\n",
    "      wiki == 'frwiki' ~ 'French Wikipedia',\n",
    "      wiki == 'hewiki' ~ 'Hebrew Wikipedia',\n",
    "      wiki == 'hiwiki' ~ 'Hindi Wikipedia',\n",
    "      wiki == 'idwiki' ~ 'Indonesian Wikipedia',\n",
    "      wiki == 'itwiki' ~ 'Italian Wikipedia',  \n",
    "      wiki == 'jawiki' ~ 'Japanese Wikipedia',   \n",
    "      wiki == 'kowiki' ~ 'Korean Wikipedia',\n",
    "      wiki == 'omwiki' ~ 'Oromo Wikipedia', \n",
    "      wiki == 'fawiki' ~ 'Persian Wikipedia',  \n",
    "      wiki == 'plwiki' ~ 'Polish Wikipedia',   \n",
    "      wiki == 'ptwiki' ~ 'Portuguese Wikipedia',\n",
    "      wiki == 'eswiki' ~ 'Spanish Wikipedia',\n",
    "      wiki == 'thwiki' ~ 'Thai Wikipedia',  \n",
    "      wiki == 'ukwiki' ~ 'Ukrainian Wikipedia',\n",
    "      wiki == 'viwiki' ~ 'Vietnamese Wikipedia',    \n",
    "    )\n",
    "  ) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create new column to identify Junior and Non-Junior Contributors\n",
    "\n",
    "new_topic_blocks <- new_topic_blocks %>%\n",
    "  mutate(\n",
    "    is_junior = case_when(\n",
    "      #clarfiy participating project names\n",
    "      experience_level < 100 ~ \"Junior Contributor\",\n",
    "      experience_level >=  100 ~ \"Non-Junior Contributor\"   \n",
    "    ),\n",
    "    is_junior = factor(is_junior,\n",
    "         levels = c(\"Non-Junior Contributor\", \"Junior Contributor\")\n",
    "   ))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "# filter date to only look at junior contributors blocked\n",
    "new_topic_blocks_jc <- new_topic_blocks %>%\n",
    "    filter(is_junior == 'Junior Contributor') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "# blocks for JCs across all wikis\n",
    "new_topic_blocks_jc_all <- new_topic_blocks_jc  %>%\n",
    "    group_by(section_edit_type) %>%\n",
    "    summarise(total_blocked_users = sum(blocked_user),\n",
    "              total_users = sum(all_users),\n",
    "              pct_blocked = paste(round(total_blocked_users/total_users * 100, 2), \"%\"), \n",
    "              .groups = 'drop')  %>%\n",
    "    ungroup()  %>%\n",
    "    cbind(as.data.frame(binom:::binom.bayes(x = .$total_blocked_users, n = .$total_users, conf.level = 0.95, tol = 1e-10))) %>%\n",
    "    mutate(lower = round(lower,2), \n",
    "           upper = round(upper, 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<!DOCTYPE html>\n",
       "<html>\n",
       "<head>\n",
       "<meta charset=\"utf-8\"/>\n",
       "<style>body{background-color:white;}</style>\n",
       "\n",
       "\n",
       "</head>\n",
       "<body>\n",
       "<table style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen, Ubuntu, Cantarell, 'Helvetica Neue', 'Fira Sans', 'Droid Sans', Arial, sans-serif; display: table; border-collapse: collapse; margin-left: auto; margin-right: auto; color: #333333; font-size: 16px; font-weight: normal; font-style: normal; background-color: #FFFFFF; width: auto; border-top-style: solid; border-top-width: 2px; border-top-color: #A8A8A8; border-right-style: none; border-right-width: 2px; border-right-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #A8A8A8; border-left-style: none; border-left-width: 2px; border-left-color: #D3D3D3;\">\n",
       "  <thead style=\"\">\n",
       "    <tr>\n",
       "      <th colspan=\"6\" style=\"background-color: #FFFFFF; text-align: center; border-bottom-color: #FFFFFF; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; color: #333333; font-size: 125%; font-weight: initial; padding-top: 4px; padding-bottom: 4px; border-bottom-width: 0; font-weight: normal;\" style>Junior contributors blocked after publishing a new topic </th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th colspan=\"6\" style=\"background-color: #FFFFFF; text-align: center; border-bottom-color: #FFFFFF; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; color: #333333; font-size: 85%; font-weight: initial; padding-top: 0; padding-bottom: 4px; border-top-color: #FFFFFF; border-top-width: 0; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3; font-weight: normal;\" style></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <thead style=\"border-top-style: solid; border-top-width: 2px; border-top-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3;\">\n",
       "    <tr>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Editing method<sup style=\"font-style: italic; font-size: 65%;\">1</sup></th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Number of users blocked</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Number of users that published a new topic</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: left;\" rowspan=\"1\" colspan=\"1\">Percent of users blocked<sup style=\"font-style: italic; font-size: 65%;\">2</sup></th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\" rowspan=\"1\" colspan=\"1\">CI (Lower Bound)<sup style=\"font-style: italic; font-size: 65%;\">3</sup></th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\" rowspan=\"1\" colspan=\"1\">CI (Upper Bound)<sup style=\"font-style: italic; font-size: 65%;\">3</sup></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody style=\"border-top-style: solid; border-top-width: 2px; border-top-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3;\">\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">7</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">169</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">4.14 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.02</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">29</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1465</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">1.98 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.01</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.03</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "  \n",
       "  <tfoot>\n",
       "    <tr style=\"color: #333333; background-color: #FFFFFF; border-bottom-style: none; border-bottom-width: 2px; border-bottom-color: #D3D3D3; border-left-style: none; border-left-width: 2px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 2px; border-right-color: #D3D3D3;\">\n",
       "      <td colspan=\"6\">\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>1</em>\n",
       "          </sup>\n",
       "           \n",
       "          Sampling rate is 100% for new topic tool events and 6.25% for non-new topic tool events\n",
       "          <br />\n",
       "        </p>\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>2</em>\n",
       "          </sup>\n",
       "           \n",
       "          Percent of junior contributors blocked after posting a new topic during the AB test\n",
       "          <br />\n",
       "        </p>\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>3</em>\n",
       "          </sup>\n",
       "           \n",
       "          95% credible intervals. There is a 95% probability that the parameter lies in this interval\n",
       "          <br />\n",
       "        </p>\n",
       "      </td>\n",
       "    </tr>\n",
       "  </tfoot>\n",
       "</table>\n",
       "</body>\n",
       "</html>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "new_topic_blocks_jc_all_table <- new_topic_blocks_jc_all  %>%\n",
    "  select(1,2,3,4, 11, 12) %>%\n",
    "  gt() %>%\n",
    "  tab_header(\n",
    "    title = \"Junior contributors blocked after publishing a new topic \"\n",
    "  )  %>%\n",
    "  cols_label(\n",
    "    section_edit_type = \"Editing method\",\n",
    "    total_blocked_users = \"Number of users blocked\",\n",
    "    total_users = \"Number of users that published a new topic\",\n",
    "    pct_blocked = \"Percent of users blocked\",\n",
    "    lower = \"CI (Lower Bound)\",\n",
    "    upper = \"CI (Upper Bound)\"\n",
    "  ) %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"Sampling rate is 100% for new topic tool events and 6.25% for non-new topic tool events\",\n",
    "    locations = cells_column_labels(\n",
    "      columns = 'section_edit_type'\n",
    "    )\n",
    "  ) %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"Percent of junior contributors blocked after posting a new topic during the AB test\",\n",
    "    locations = cells_column_labels(\n",
    "      columns = 'pct_blocked'\n",
    "    )\n",
    "  ) %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"95% credible intervals. There is a 95% probability that the parameter lies in this interval\",\n",
    "    locations = cells_column_labels(\n",
    "      columns = c('lower', 'upper')\n",
    "    )\n",
    "  ) %>%\n",
    "    gtsave(\n",
    "    \"new_topic_blocks_jc_all_table.html\", inline_css = TRUE)\n",
    "\n",
    "IRdisplay::display_html(file = \"new_topic_blocks_jc_all_table.html\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Overall, across all participating Wikipedias, there was a -228 percentage points (4.14% → 1.98%; 52.17% decrease) in the percent of Junior Contributors blocked after posting a new topic using the new topic tool compared to the Junior Contributors using the existing add new section link.  \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Junior Contributors blocked after posting a new topic by participating Wikipedia"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "# blocked users by wiki\n",
    "new_topic_blocks_jc_bywiki <- new_topic_blocks_jc %>%\n",
    "    group_by(wiki, section_edit_type) %>%\n",
    "    summarise(total_blocked_users = sum(blocked_user),\n",
    "              total_users = sum(all_users),\n",
    "              pct_blocked = paste(round(total_blocked_users/total_users * 100, 2), \"%\"), \n",
    "              .groups = 'drop')  %>%\n",
    "    ungroup()  %>%\n",
    "    cbind(as.data.frame(binom:::binom.bayes(x = .$total_blocked_users, n = .$total_users, conf.level = 0.95, tol = 1e-10))) %>%\n",
    "    mutate(lower = round(lower,2), \n",
    "           upper = round(upper, 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen, Ubuntu, Cantarell, 'Helvetica Neue', 'Fira Sans', 'Droid Sans', Arial, sans-serif; display: table; border-collapse: collapse; margin-left: auto; margin-right: auto; color: #333333; font-size: 16px; font-weight: normal; font-style: normal; background-color: #FFFFFF; width: auto; border-top-style: solid; border-top-width: 2px; border-top-color: #A8A8A8; border-right-style: none; border-right-width: 2px; border-right-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #A8A8A8; border-left-style: none; border-left-width: 2px; border-left-color: #D3D3D3;\">\n",
       "  <thead style=\"\">\n",
       "    <tr>\n",
       "      <th colspan=\"7\" style=\"background-color: #FFFFFF; text-align: center; border-bottom-color: #FFFFFF; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; color: #333333; font-size: 125%; font-weight: initial; padding-top: 4px; padding-bottom: 4px; border-bottom-width: 0; font-weight: normal;\" style>Junior Contributors blocked after publishing a new topic by participating Wikipedia </th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th colspan=\"7\" style=\"background-color: #FFFFFF; text-align: center; border-bottom-color: #FFFFFF; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; color: #333333; font-size: 85%; font-weight: initial; padding-top: 0; padding-bottom: 4px; border-top-color: #FFFFFF; border-top-width: 0; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3; font-weight: normal;\" style></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <thead style=\"border-top-style: solid; border-top-width: 2px; border-top-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3;\">\n",
       "    <tr>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: left;\" rowspan=\"1\" colspan=\"1\">Wikipedia</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Editing method<sup style=\"font-style: italic; font-size: 65%;\">1</sup></th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Number of users blocked</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Number of users that published a new topic</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: left;\" rowspan=\"1\" colspan=\"1\">Percent of users blocked<sup style=\"font-style: italic; font-size: 65%;\">2</sup></th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\" rowspan=\"1\" colspan=\"1\">CI (Lower Bound)<sup style=\"font-style: italic; font-size: 65%;\">3</sup></th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\" rowspan=\"1\" colspan=\"1\">CI (Upper Bound)<sup style=\"font-style: italic; font-size: 65%;\">3</sup></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody style=\"border-top-style: solid; border-top-width: 2px; border-top-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3;\">\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Amharic Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Bengali Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Bengali Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">15</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">6.67 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Chinese Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">11</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Chinese Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">65</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">1.54 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Dutch Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">3</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Dutch Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">56</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Egyptian Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Egyptian Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">8</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">French Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">33</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">3.03 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">French Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">3</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">301</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">1 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Hebrew Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">6</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Hebrew Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">71</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">2.82 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Hindi Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Hindi Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">17</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Indonesian Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">10</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">10 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Indonesian Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">3</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">46</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">6.52 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.01</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Italian Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">18</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">11.11 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.01</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Italian Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">5</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">194</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">2.58 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.01</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Japanese Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">7</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">14.29 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Japanese Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">123</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Korean Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">5</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">20 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Korean Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">21</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">4.76 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Persian Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">32</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Persian Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">4</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">96</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">4.17 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.01</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Polish Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">7</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Polish Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">3</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">58</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">5.17 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.01</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Portuguese Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">3</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Portuguese Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">76</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">2.63 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Spanish Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">16</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Spanish Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">4</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">227</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">1.76 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Thai Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">12</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Ukrainian Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">37</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Vietnamese Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">13</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">7.69 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">Vietnamese Wikipedia</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">41</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "  \n",
       "  <tfoot>\n",
       "    <tr style=\"color: #333333; background-color: #FFFFFF; border-bottom-style: none; border-bottom-width: 2px; border-bottom-color: #D3D3D3; border-left-style: none; border-left-width: 2px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 2px; border-right-color: #D3D3D3;\">\n",
       "      <td colspan=\"7\">\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>1</em>\n",
       "          </sup>\n",
       "           \n",
       "          Sampling rate is 100% for new topic tool events and 6.25% for non-new topic tool events\n",
       "          <br />\n",
       "        </p>\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>2</em>\n",
       "          </sup>\n",
       "           \n",
       "          Percent of junior contributors blocked after posting a comment during the AB test\n",
       "          <br />\n",
       "        </p>\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>3</em>\n",
       "          </sup>\n",
       "           \n",
       "          95% credible intervals. There is a 95% probability that the parameter lies in this interval\n",
       "          <br />\n",
       "        </p>\n",
       "      </td>\n",
       "    </tr>\n",
       "  </tfoot>\n",
       "</table>\n",
       "</body>\n",
       "</html>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "new_topic_blocks_jc_bywiki_table <- new_topic_blocks_jc_bywiki  %>%\n",
    "  select(1,2,3,4,5,12,13) %>%\n",
    "  gt() %>%\n",
    "  tab_header(\n",
    "    title = \"Junior Contributors blocked after publishing a new topic by participating Wikipedia \"\n",
    "  )  %>%\n",
    "  cols_label(\n",
    "    wiki = \"Wikipedia\",\n",
    "    section_edit_type= \"Editing method\",\n",
    "    total_blocked_users = \"Number of users blocked\",\n",
    "    total_users = \"Number of users that published a new topic\",\n",
    "    pct_blocked = \"Percent of users blocked\",\n",
    "    lower = \"CI (Lower Bound)\",\n",
    "    upper = \"CI (Upper Bound)\"\n",
    "  ) %>%\n",
    "\n",
    "  tab_footnote(\n",
    "    footnote = \"Sampling rate is 100% for new topic tool events and 6.25% for non-new topic tool events\",\n",
    "    locations = cells_column_labels(\n",
    "      columns = 'section_edit_type'\n",
    "    )\n",
    "  ) %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"Percent of junior contributors blocked after posting a comment during the AB test\",\n",
    "    locations = cells_column_labels(\n",
    "      columns = 'pct_blocked'\n",
    "    )\n",
    "  )  %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"95% credible intervals. There is a 95% probability that the parameter lies in this interval\",\n",
    "    locations = cells_column_labels(\n",
    "      columns = c('lower', 'upper')\n",
    "    )\n",
    "  ) %>%\n",
    "    gtsave(\n",
    "    \"new_topic_blocks_jc_bywiki_table.html\", inline_css = TRUE)\n",
    "\n",
    "IRdisplay::display_html(file = \"new_topic_blocks_jc_bywiki_table.html\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On a per Wikipedia basis, under 5% of all Junior Contributors that used the new topic tool were blocked with the exception of Bengali Wikipedia (6.67%), Polish Wikipedia (5.17%) and Indonesian Wikipedia (6.52%). Note Bengali Wikipedia only had 15 distinct Junior Contributors that used the new topic tool during the AB test, which is small and likely not a representative sample. \n",
    "\n",
    "Please refer to the 95% credible intervals in the table above to see the level of uncertainty associated with each of these values."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Blocked contributors overall by experience level\n",
    "\n",
    "To understand the impact of experience level on blocks, we reviewed the number of blocks for non-Junior contributors as well using the same edit segments used for the new topic completion rate and revert rate analyses above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "# divide experience level groups\n",
    "new_topic_blocks_exp <- new_topic_blocks %>%\n",
    "    mutate(experience_group = cut(as.numeric(experience_level), \n",
    "                                         breaks = c(0, 100, 500, 1000, 1500, 2000, 2500, 3000,\n",
    "                                                    Inf), \n",
    "                                         labels = c('0-100 edits', '101-500 edits', '501-1000 edits', '1001-1500 edits', '1501-2000 edits', '2001-2500 edits', '2501-3000 edits',\n",
    "                                                    'over 3000 edits'), include.lowest = TRUE))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_topic_blocks_byexp <- new_topic_blocks_exp %>%\n",
    "    group_by(section_edit_type, experience_group) %>%\n",
    "    summarise(total_blocked_users = sum(blocked_user),\n",
    "              total_users = sum(all_users),\n",
    "              pct_blocked = paste(round(total_blocked_users/total_users * 100, 2), \"%\")\n",
    "              , .groups = 'drop')  %>%\n",
    "    ungroup()  %>%\n",
    "    cbind(as.data.frame(binom:::binom.bayes(x = .$total_blocked_users, n = .$total_users, conf.level = 0.95, tol = 1e-10))) %>%\n",
    "    mutate(lower = round(lower,2), \n",
    "           upper = round(upper, 2))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<!DOCTYPE html>\n",
       "<html>\n",
       "<head>\n",
       "<meta charset=\"utf-8\"/>\n",
       "<style>body{background-color:white;}</style>\n",
       "\n",
       "\n",
       "</head>\n",
       "<body>\n",
       "<table style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen, Ubuntu, Cantarell, 'Helvetica Neue', 'Fira Sans', 'Droid Sans', Arial, sans-serif; display: table; border-collapse: collapse; margin-left: auto; margin-right: auto; color: #333333; font-size: 16px; font-weight: normal; font-style: normal; background-color: #FFFFFF; width: auto; border-top-style: solid; border-top-width: 2px; border-top-color: #A8A8A8; border-right-style: none; border-right-width: 2px; border-right-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #A8A8A8; border-left-style: none; border-left-width: 2px; border-left-color: #D3D3D3;\">\n",
       "  <thead style=\"\">\n",
       "    <tr>\n",
       "      <th colspan=\"7\" style=\"background-color: #FFFFFF; text-align: center; border-bottom-color: #FFFFFF; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; color: #333333; font-size: 125%; font-weight: initial; padding-top: 4px; padding-bottom: 4px; border-bottom-width: 0; font-weight: normal;\" style>Contributors blocked after publishing a new topic by experience level</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th colspan=\"7\" style=\"background-color: #FFFFFF; text-align: center; border-bottom-color: #FFFFFF; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; color: #333333; font-size: 85%; font-weight: initial; padding-top: 0; padding-bottom: 4px; border-top-color: #FFFFFF; border-top-width: 0; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3; font-weight: normal;\" style></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <thead style=\"border-top-style: solid; border-top-width: 2px; border-top-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3;\">\n",
       "    <tr>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Editing method<sup style=\"font-style: italic; font-size: 65%;\">1</sup></th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Experience level</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Number of users blocked</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Number of users that saved a new topic</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: left;\" rowspan=\"1\" colspan=\"1\">Percent of users blocked<sup style=\"font-style: italic; font-size: 65%;\">2</sup></th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\" rowspan=\"1\" colspan=\"1\">CI (Lower Bound)<sup style=\"font-style: italic; font-size: 65%;\">3</sup></th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\" rowspan=\"1\" colspan=\"1\">CI (Upper Bound)<sup style=\"font-style: italic; font-size: 65%;\">3</sup></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody style=\"border-top-style: solid; border-top-width: 2px; border-top-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3;\">\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0-100 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">7</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">170</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">4.12 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.02</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">101-500 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">43</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">2.33 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">501-1000 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">23</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">4.35 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1001-1500 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">8</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1501-2000 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">10</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2001-2500 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">13</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2501-3000 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">3</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">over 3000 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">6</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">368</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">1.63 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.01</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0-100 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">29</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1466</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">1.98 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.01</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">101-500 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">8</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">356</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">2.25 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.01</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">501-1000 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">4</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">120</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">3.33 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.01</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1001-1500 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">0</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">66</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">0 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1501-2000 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">71</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">2.82 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2001-2500 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">53</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">1.89 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">2501-3000 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">1</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">33</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">3.03 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.00</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">over 3000 edits</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">11</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">773</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">1.42 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.01</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: right; font-variant-numeric: tabular-nums;\">0.02</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "  \n",
       "  <tfoot>\n",
       "    <tr style=\"color: #333333; background-color: #FFFFFF; border-bottom-style: none; border-bottom-width: 2px; border-bottom-color: #D3D3D3; border-left-style: none; border-left-width: 2px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 2px; border-right-color: #D3D3D3;\">\n",
       "      <td colspan=\"7\">\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>1</em>\n",
       "          </sup>\n",
       "           \n",
       "          Sampling rate is 100% for new topic tool events and 6.25% for non-new topic tool event\n",
       "          <br />\n",
       "        </p>\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>2</em>\n",
       "          </sup>\n",
       "           \n",
       "          Percent of contributors blocked after posting a new topic during the AB test\n",
       "          <br />\n",
       "        </p>\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>3</em>\n",
       "          </sup>\n",
       "           \n",
       "          95% credible intervals. There is a 95% probability that the parameter lies in this interval\n",
       "          <br />\n",
       "        </p>\n",
       "      </td>\n",
       "    </tr>\n",
       "  </tfoot>\n",
       "</table>\n",
       "</body>\n",
       "</html>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "new_topic_blocks_byexp_table <- new_topic_blocks_byexp  %>%\n",
    "  select(1,2,3,4,5, 12,13)  %>%\n",
    "  gt() %>%\n",
    "  tab_header(\n",
    "    title = \"Contributors blocked after publishing a new topic by experience level\",\n",
    "  )   %>%\n",
    "  cols_label(\n",
    "    section_edit_type = \"Editing method\",\n",
    "    experience_group = \"Experience level\",\n",
    "    total_blocked_users = \"Number of users blocked\",\n",
    "    total_users = \"Number of users that saved a new topic\",\n",
    "    pct_blocked = \"Percent of users blocked\",\n",
    "    lower = \"CI (Lower Bound)\",\n",
    "    upper = \"CI (Upper Bound)\"\n",
    "  ) %>%\n",
    "\n",
    "  tab_footnote(\n",
    "    footnote = \"Sampling rate is 100% for new topic tool events and 6.25% for non-new topic tool event\",\n",
    "    locations = cells_column_labels(\n",
    "      columns = 'section_edit_type'\n",
    "    )\n",
    "  ) %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"Percent of contributors blocked after posting a new topic during the AB test\",\n",
    "    locations = cells_column_labels(\n",
    "      columns = 'pct_blocked'\n",
    "    )\n",
    "  )  %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"95% credible intervals. There is a 95% probability that the parameter lies in this interval\",\n",
    "    locations = cells_column_labels(\n",
    "      columns = c('lower', 'upper')\n",
    "    )\n",
    "  ) %>%\n",
    "    gtsave(\n",
    "    \"new_topic_blocks_byexp_table.html\", inline_css = TRUE)\n",
    "\n",
    "IRdisplay::display_html(file = \"new_topic_blocks_byexp_table.html\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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vAwICAgICHHtyx4sXL+bqlVdWVo5fpj8AjB8ERqHlhFIAACAASURBVAEAxuRqi7mp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\npS5evOhYB8axXoFOp3M8y2w2m0wm7mfIpkoAJ8KPXpcg9qRnm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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 600,
       "width": 900
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot proportion of blocks by experience levels\n",
    "\n",
    "p <- new_topic_blocks_byexp  %>%\n",
    "  ggplot(aes(x= section_edit_type, y = total_blocked_users/total_users, fill = section_edit_type,)) +\n",
    "  geom_col(position = 'dodge') +\n",
    "  geom_errorbar(aes(ymin = lower, ymax = upper), color = 'red', alpha = 0.5, size = 1, position = dodge, width = 0.25) +\n",
    "  geom_text(aes(label = paste(pct_blocked), fontface=2), vjust=1.2, size = 8, color = \"white\") +\n",
    "  scale_y_continuous(labels = scales::percent) +\n",
    "  facet_wrap(~ experience_group, scale = \"free_y\") +\n",
    "  labs (y = \"Percent of blocked users\",\n",
    "        x = \"Editing experience\",\n",
    "        title = \"Contributors blocked after posting a comment by experience level\",\n",
    "       caption = \"Red error bars: 95% credible intervals\")  +\n",
    "  scale_fill_manual(values= c(\"#999999\", \"steelblue2\"), name = \"Editing Method\", labels = c(\"Existing add new section link\", \"New topic tool\"))  +\n",
    "    theme(\n",
    "        panel.grid.minor = element_blank(),\n",
    "        panel.background = element_blank(),\n",
    "        plot.title = element_text(hjust = 0.5),\n",
    "        text = element_text(size=16),\n",
    "        legend.position=\"bottom\",\n",
    "        axis.text.x = element_blank(),\n",
    "        axis.title.x=element_blank(),\n",
    "        axis.line = element_line(colour = \"black\")) \n",
    "\n",
    "p\n",
    "\n",
    "ggsave(\"Figures/new_topic_blocks_byexp.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is not sufficient data to identify any signficant differences between blocked rates for these more granular editing segments. The small number of recorded blocked events especically for the existing add new section link creates a high degree of uncertainty in the identified values as representative of the actual population. \n",
    "\n",
    "For new topic tool usage (where sampling rates are higher), there is a lower level of uncertainty and the blocked rates from all editor groups are below 4% and below the identifed blocked percentages for the existing add new section link method (for groups where blocks were logged).\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Curiosities\n",
    "\n",
    "We also explored if the new topic tool resulted in a greater number of Junior Contributors to start participating productively on talk pages and if it caused a greater percentage of Junior Contributors to continue participating productively on talk pages."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Number of Junior Contributors\n",
    "\n",
    "This metric was defined as the number of distinct Junior Contributors who make at least one new topic edit to a page in a talk namespace during the AB test. Since different sampling rates were applied to each editor type in the AB test, we removed any events that were oversampled (sampling rate increased to 100%) to allow us to directly compare the numbers between the two groups.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_jc_editors <- new_topic_attempts %>%\n",
    "    filter(is_junior == 'Junior Contributor',\n",
    "          is_oversample == 'false' ) %>% #remove oversampled events\n",
    "    group_by(experiment_group, section_edit_type)  %>%\n",
    "    summarise(total_users_attempt = n_distinct(user_id),\n",
    "              total_users_complete = n_distinct(user_id[edit_success == 'Complete']), .groups = 'drop') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message in if ((loc$groups %>% rlang::eval_tidy()) == \"title\") {:\n",
      "“the condition has length > 1 and only the first element will be used”\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<!DOCTYPE html>\n",
       "<html>\n",
       "<head>\n",
       "<meta charset=\"utf-8\"/>\n",
       "<style>body{background-color:white;}</style>\n",
       "\n",
       "\n",
       "</head>\n",
       "<body>\n",
       "<table style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen, Ubuntu, Cantarell, 'Helvetica Neue', 'Fira Sans', 'Droid Sans', Arial, sans-serif; display: table; border-collapse: collapse; margin-left: auto; margin-right: auto; color: #333333; font-size: 16px; font-weight: normal; font-style: normal; background-color: #FFFFFF; width: auto; border-top-style: solid; border-top-width: 2px; border-top-color: #A8A8A8; border-right-style: none; border-right-width: 2px; border-right-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #A8A8A8; border-left-style: none; border-left-width: 2px; border-left-color: #D3D3D3;\">\n",
       "  <thead style=\"\">\n",
       "    <tr>\n",
       "      <th colspan=\"4\" style=\"background-color: #FFFFFF; text-align: center; border-bottom-color: #FFFFFF; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; color: #333333; font-size: 125%; font-weight: initial; padding-top: 4px; padding-bottom: 4px; border-bottom-width: 0; font-weight: normal;\" style>Number of Junior Contributors that made a new topic attempt during the AB test by test group and section edit type<sup style=\"font-style: italic; font-size: 65%;\">1</sup></th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th colspan=\"4\" style=\"background-color: #FFFFFF; text-align: center; border-bottom-color: #FFFFFF; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; color: #333333; font-size: 85%; font-weight: initial; padding-top: 0; padding-bottom: 4px; border-top-color: #FFFFFF; border-top-width: 0; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3; font-weight: normal;\" style></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <thead style=\"border-top-style: solid; border-top-width: 2px; border-top-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3;\">\n",
       "    <tr>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: left;\" rowspan=\"1\" colspan=\"1\">Test group</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Editing method</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Number of users that attempted a new topic</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Number of users that published a new topic</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody style=\"border-top-style: solid; border-top-width: 2px; border-top-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3;\">\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">control</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">387</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">control</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">17</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">test</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Existing add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">84</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">test</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">336</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">114</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "  \n",
       "  <tfoot>\n",
       "    <tr style=\"color: #333333; background-color: #FFFFFF; border-bottom-style: none; border-bottom-width: 2px; border-bottom-color: #D3D3D3; border-left-style: none; border-left-width: 2px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 2px; border-right-color: #D3D3D3;\">\n",
       "      <td colspan=\"4\">\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>1</em>\n",
       "          </sup>\n",
       "           \n",
       "          Based on a sampling rate of 6.25% for all events. Any oversampled events were removed so data for the two editor types could be directly compared\n",
       "          <br />\n",
       "        </p>\n",
       "      </td>\n",
       "    </tr>\n",
       "  </tfoot>\n",
       "</table>\n",
       "</body>\n",
       "</html>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_jc_editors_table <- num_jc_editors %>%\n",
    "  gt() %>%\n",
    "  tab_header(\n",
    "    title = \"Number of Junior Contributors that made a new topic attempt during the AB test by test group and section edit type\"\n",
    "  )  %>%\n",
    "  cols_label(\n",
    "    experiment_group = \"Test group\",\n",
    "    section_edit_type = \"Editing method\",\n",
    "    total_users_attempt = \"Number of users that attempted a new topic\",\n",
    "    total_users_complete = \"Number of users that published a new topic\"\n",
    "  ) %>% \n",
    "  tab_row_group(\n",
    "    rows = experiment_group == 'control'\n",
    "  ) %>%\n",
    "tab_row_group(\n",
    "    rows = experiment_group == 'test'\n",
    "  ) %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"Based on a sampling rate of 6.25% for all events. Any oversampled events were removed so data for the two editor types could be directly compared\",\n",
    "    locations = cells_title(\n",
    "      )\n",
    "  ) %>%\n",
    "    gtsave(\n",
    "    \"num_jc_editors_table.html\", inline_css = TRUE)\n",
    "\n",
    "IRdisplay::display_html(file = \"num_jc_editors_table.html\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note: There are Contributors for each editing method type in each AB test group. This is because contributors within each group also had the option to explicitly turn the tool on or off in their preferences; however, these contributors remained in the same group they were bucketed in for the duration of the test. See methodology section of this report. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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7e//a2iokJ/0bp165RPDoUQQ4cOVZe96xo0aJDcSJMmTXbs2GGwtKamJj09ffny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\nn/Ly8oQQ4eHh3bt3b9u2bUhISFVV1ZkzZ7Zs2XLp0qXi4uKRI0d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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 600,
       "width": 900
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p <-num_jc_editors %>%\n",
    "  group_by(experiment_group) %>%\n",
    "  summarise(total_user_complete = sum(total_users_complete), .groups = 'drop') %>%\n",
    "  ggplot(aes(x= experiment_group, y = total_user_complete, fill = experiment_group)) +\n",
    "  geom_col(position = 'dodge') +\n",
    "  geom_text(aes(label = paste(total_user_complete),fontface=2), vjust=1.2, size = 8, color = \"white\") +\n",
    "  labs (y = \"Number of Junior Contributors\",\n",
    "        x = \"Experiment group\",\n",
    "        title = \"Number of Junior Contributors that completed a new topic by test group \\n across all participating Wikipedias\")  +\n",
    "  scale_fill_manual(values= c(\"#999999\", \"steelblue2\"), name = \"Test Group\", labels = c(\"Control\", \"Test\"))  +\n",
    "    theme(\n",
    "        panel.grid.minor = element_blank(),\n",
    "        panel.background = element_blank(),\n",
    "        plot.title = element_text(hjust = 0.5),\n",
    "        text = element_text(size=16),\n",
    "        legend.position=\"bottom\",\n",
    "        axis.text.x = element_blank(),\n",
    "        axis.title.x=element_blank(),\n",
    "        axis.line = element_line(colour = \"black\")) \n",
    "\n",
    "p\n",
    "\n",
    "ggsave(\"Figures/num_jc_editors_bygroup.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The new topic tool did not impact the number of Junior Contributors that completed a new topic in either experiment group. Only 2 more distinct users were recorded as making a new topic edit in the test group compared to the control group."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Retention of Junior Contributors"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In addition, we looked into whether Junior Contributors that made at least one new topic edit during the time of the AB test (our cohort) returned to make another edit (including replies or other edits) on a talk namespace. Specifically, we calculated the percentage of Junior Contributors who returned to make at least one edit to a page in a talk namespace in each of the following retention windows: \n",
    "* 1 week after publishing a new topic (2 -8 days). Note: Since user activity naturally comes in bursts, we excluded the time (first 24 hours) immediately following the Contributors' first edit.\n",
    "* 2 weeks after publishing a new topic (9- 15 days)\n",
    "* 3 weeks after publishing a new topic (16 to 22 days)\n",
    "\n",
    "Data for this analysis came from events logged in mediawiki_history. We only reviewed comments that were not reverted within 48 hours. Due to availability of data at the time of this analysis, we also only reviewed users that made an edit within the first three weeks of the AB test (Jan 28 through March 4th).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "query <-\n",
    "\"\n",
    "WITH first_edits AS (\n",
    "-- users that made an attempt during the AB Test\n",
    "    SELECT\n",
    "        event_user_text as user_name,\n",
    "        wiki_db AS wiki,\n",
    "        min(event_timestamp) as first_edit_time,\n",
    "        CASE\n",
    "        WHEN min(event_user_revision_count) is NULL THEN 'undefined'\n",
    "        WHEN min(event_user_revision_count) < 100 THEN 'junior'\n",
    "        ELSE 'non-junior'\n",
    "        END AS experience_level,\n",
    "        IF(ARRAY_CONTAINS(revision_tags, 'discussiontools-newtopic'), 'new-topic-tool', 'non-newtopic-tool') AS section_edit_type\n",
    "    FROM wmf.mediawiki_history mwh\n",
    "    JOIN event.mediawiki_talk_page_edit tpe\n",
    "ON  mwh.revision_id = tpe.revision_id\n",
    "AND mwh.wiki_db = tpe.`database`\n",
    "    WHERE\n",
    "          snapshot = '2022-03'\n",
    "        AND event_timestamp >= '2022-01-27' \n",
    "        AND event_timestamp <= '2022-03-04'\n",
    "        AND ((month = 01 and day >= 27) OR (month = 02) OR\n",
    "         (month = 03 and day <= 25))\n",
    "        AND wiki_db IN ('amwiki', 'bnwiki', 'zhwiki', 'nlwiki', 'arzwiki', 'frwiki', 'hewiki', 'hiwiki',\n",
    "        'idwiki', 'itwiki', 'jawiki', 'kowiki', 'omwiki', 'fawiki', 'plwiki', 'ptwiki', 'eswiki', 'thwiki',\n",
    "         'ukwiki', 'viwiki')\n",
    "    -- do not include new discussion tool talk page edits\n",
    "        AND NOT (ARRAY_CONTAINS(revision_tags, 'discussiontools-reply'))\n",
    "    -- include only desktop edits\n",
    "        AND NOT array_contains(revision_tags, 'iOS')\n",
    "        AND NOT array_contains(revision_tags, 'Android')\n",
    "        AND NOT array_contains(revision_tags, 'Mobile Web')\n",
    "        -- first edit not reverted within 48 hours\n",
    "        AND NOT (revision_is_identity_reverted AND \n",
    "            revision_seconds_to_identity_revert <= 172800)  -- 48 hours\n",
    "     -- find all edits on talk pages\n",
    "        AND page_namespace_historical % 2 = 1\n",
    "        AND event_entity = 'revision'\n",
    "        AND event_type = 'create'\n",
    "    -- user is not a bot and not anonymous\n",
    "         AND SIZE(event_user_is_bot_by_historical) = 0 \n",
    "         AND SIZE(event_user_is_bot_by) = 0\n",
    "        AND event_user_is_anonymous = FALSE\n",
    "    GROUP BY event_user_text,\n",
    "    IF(ARRAY_CONTAINS(revision_tags, 'discussiontools-newtopic'), 'new-topic-tool', 'non-newtopic-tool'),\n",
    "    wiki_db\n",
    ")\n",
    " \n",
    "SELECT\n",
    "    first_edits.experience_level,\n",
    "    first_edits.section_edit_type,\n",
    "    (count(first_week.user_name)/count(*)) as first_week_retention_rate\n",
    "FROM first_edits\n",
    "LEFT JOIN\n",
    "(\n",
    "    SELECT event_user_text as user_name,\n",
    "    first_edits.first_edit_time,\n",
    "    min(event_timestamp) as return_time\n",
    "    FROM wmf.mediawiki_history mh\n",
    "    INNER JOIN first_edits\n",
    "    ON mh.event_user_text = first_edits.user_name\n",
    "    WHERE\n",
    "        snapshot = '2022-03'\n",
    "    -- include only desktop edits\n",
    "        AND NOT array_contains(revision_tags, 'iOS')\n",
    "        AND NOT array_contains(revision_tags, 'Android')\n",
    "        AND NOT array_contains(revision_tags, 'Mobile Web')\n",
    "     -- find all edits on talk pages\n",
    "        AND page_namespace_historical % 2 = 1\n",
    "        AND event_entity = 'revision'\n",
    "        AND event_type = 'create'\n",
    "         -- on all participating wikis\n",
    "        AND wiki_db IN ('frwiki', 'eswiki', 'itwiki', 'jawiki', 'fawiki', 'plwiki', 'hewiki', 'nlwiki',\n",
    "    'hiwiki', 'kowiki', 'viwiki', 'thwiki', 'ptwiki', 'bnwiki', 'arzwiki', 'swwiki', 'zhwiki',\n",
    "    'ukwiki', 'idwiki', 'amwiki', 'omwiki', 'afwiki')\n",
    "    -- return edit not reverted within 48 hours\n",
    "        AND NOT (revision_is_identity_reverted AND \n",
    "            revision_seconds_to_identity_revert <= 172800)  -- 48 hours\n",
    "    -- user is not a bot and not anonymous\n",
    "         AND SIZE(event_user_is_bot_by_historical) = 0 \n",
    "         AND SIZE(event_user_is_bot_by) = 0\n",
    "        AND event_user_is_anonymous = FALSE\n",
    "        AND first_edits.first_edit_time >=  '2022-01-27' \n",
    "        AND first_edits.first_edit_time  <= '2022-03-04'\n",
    "        -- second revision is between two and 8 days\n",
    "        AND unix_timestamp(event_timestamp, 'yyyy-MM-dd HH:mm:ss.0') >=\n",
    "            (unix_timestamp(first_edits.first_edit_time, 'yyyy-MM-dd HH:mm:ss.0') + (2*24*60*60)) \n",
    "        AND unix_timestamp(event_timestamp, 'yyyy-MM-dd HH:mm:ss.0') <=\n",
    "            (unix_timestamp(first_edits.first_edit_time, 'yyyy-MM-dd HH:mm:ss.0') + (8*24*60*60))\n",
    "    GROUP BY event_user_text, \n",
    "        first_edits.first_edit_time \n",
    ") AS first_week\n",
    "ON \n",
    "(first_edits.user_name = first_week.user_name and\n",
    "first_edits.first_edit_time = first_week.first_edit_time \n",
    ")\n",
    "GROUP BY\n",
    "    first_edits.experience_level,\n",
    "    first_edits.section_edit_type;\n",
    "\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Don't forget to authenticate with Kerberos using kinit\n",
      "\n"
     ]
    }
   ],
   "source": [
    "week_one_retention <-  wmfdata::query_hive(query)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "# find week 2 retention\n",
    "\n",
    "query <-\n",
    "\"\n",
    "WITH first_edits AS (\n",
    "-- users that made an attempt during the AB Test\n",
    "    SELECT\n",
    "        event_user_text as user_name,\n",
    "        wiki_db AS wiki,\n",
    "        min(event_timestamp) as first_edit_time,\n",
    "        CASE\n",
    "        WHEN min(event_user_revision_count) is NULL THEN 'undefined'\n",
    "        WHEN min(event_user_revision_count) < 100 THEN 'junior'\n",
    "        ELSE 'non-junior'\n",
    "        END AS experience_level,\n",
    "        IF(ARRAY_CONTAINS(revision_tags, 'discussiontools-newtopic'), 'new-topic-tool', 'non-newtopic-tool') AS section_edit_type\n",
    "    FROM wmf.mediawiki_history mwh\n",
    "    JOIN event.mediawiki_talk_page_edit tpe\n",
    "ON  mwh.revision_id = tpe.revision_id\n",
    "AND mwh.wiki_db = tpe.`database`\n",
    "    WHERE\n",
    "          snapshot = '2022-03'\n",
    "        AND event_timestamp >= '2022-01-27' \n",
    "        AND event_timestamp <= '2022-03-04'\n",
    "        AND ((month = 01 and day >= 27) OR (month = 02) OR\n",
    "         (month = 03 and day <= 25))\n",
    "        AND wiki_db IN ('amwiki', 'bnwiki', 'zhwiki', 'nlwiki', 'arzwiki', 'frwiki', 'hewiki', 'hiwiki',\n",
    "        'idwiki', 'itwiki', 'jawiki', 'kowiki', 'omwiki', 'fawiki', 'plwiki', 'ptwiki', 'eswiki', 'thwiki',\n",
    "         'ukwiki', 'viwiki')\n",
    "    -- do not include new discussion tool talk page edits\n",
    "        AND NOT (ARRAY_CONTAINS(revision_tags, 'discussiontools-reply'))\n",
    "    -- include only desktop edits\n",
    "        AND NOT array_contains(revision_tags, 'iOS')\n",
    "        AND NOT array_contains(revision_tags, 'Android')\n",
    "        AND NOT array_contains(revision_tags, 'Mobile Web')\n",
    "        -- first edit not reverted within 48 hours\n",
    "        AND NOT (revision_is_identity_reverted AND \n",
    "            revision_seconds_to_identity_revert <= 172800)  -- 48 hours\n",
    "     -- find all edits on talk pages\n",
    "        AND page_namespace_historical % 2 = 1\n",
    "        AND event_entity = 'revision'\n",
    "        AND event_type = 'create'\n",
    "    -- user is not a bot and not anonymous\n",
    "         AND SIZE(event_user_is_bot_by_historical) = 0 \n",
    "         AND SIZE(event_user_is_bot_by) = 0\n",
    "        AND event_user_is_anonymous = FALSE\n",
    "    GROUP BY event_user_text,\n",
    "    IF(ARRAY_CONTAINS(revision_tags, 'discussiontools-newtopic'), 'new-topic-tool', 'non-newtopic-tool'),\n",
    "    wiki_db\n",
    ")\n",
    " \n",
    "SELECT\n",
    "    first_edits.experience_level,\n",
    "    first_edits.section_edit_type,\n",
    "    (count(first_week.user_name)/count(*)) as two_week_retention_rate\n",
    "FROM first_edits\n",
    "LEFT JOIN\n",
    "(\n",
    "    SELECT event_user_text as user_name,\n",
    "    first_edits.first_edit_time,\n",
    "    min(event_timestamp) as return_time\n",
    "    FROM wmf.mediawiki_history mh\n",
    "    INNER JOIN first_edits\n",
    "    ON mh.event_user_text = first_edits.user_name\n",
    "    WHERE\n",
    "        snapshot = '2022-03'\n",
    "    -- include only desktop edits\n",
    "        AND NOT array_contains(revision_tags, 'iOS')\n",
    "        AND NOT array_contains(revision_tags, 'Android')\n",
    "        AND NOT array_contains(revision_tags, 'Mobile Web')\n",
    "     -- find all edits on talk pages\n",
    "        AND page_namespace_historical % 2 = 1\n",
    "        AND event_entity = 'revision'\n",
    "        AND event_type = 'create'\n",
    "         -- on all participating wikis\n",
    "        AND wiki_db IN ('frwiki', 'eswiki', 'itwiki', 'jawiki', 'fawiki', 'plwiki', 'hewiki', 'nlwiki',\n",
    "    'hiwiki', 'kowiki', 'viwiki', 'thwiki', 'ptwiki', 'bnwiki', 'arzwiki', 'swwiki', 'zhwiki',\n",
    "    'ukwiki', 'idwiki', 'amwiki', 'omwiki', 'afwiki')\n",
    "    -- return edit not reverted within 48 hours\n",
    "        AND NOT (revision_is_identity_reverted AND \n",
    "            revision_seconds_to_identity_revert <= 172800)  -- 48 hours\n",
    "    -- user is not a bot and not anonymous\n",
    "         AND SIZE(event_user_is_bot_by_historical) = 0 \n",
    "         AND SIZE(event_user_is_bot_by) = 0\n",
    "        AND event_user_is_anonymous = FALSE\n",
    "        AND first_edits.first_edit_time >=  '2022-01-27' \n",
    "        AND first_edits.first_edit_time  <= '2022-03-04'\n",
    "        -- second revision is between two and 8 days\n",
    "        AND unix_timestamp(event_timestamp, 'yyyy-MM-dd HH:mm:ss.0') >=\n",
    "            (unix_timestamp(first_edits.first_edit_time, 'yyyy-MM-dd HH:mm:ss.0') + (9*24*60*60)) \n",
    "        AND unix_timestamp(event_timestamp, 'yyyy-MM-dd HH:mm:ss.0') <=\n",
    "            (unix_timestamp(first_edits.first_edit_time, 'yyyy-MM-dd HH:mm:ss.0') + (15*24*60*60))\n",
    "    GROUP BY event_user_text, \n",
    "        first_edits.first_edit_time \n",
    ") AS first_week\n",
    "ON \n",
    "(first_edits.user_name = first_week.user_name and\n",
    "first_edits.first_edit_time = first_week.first_edit_time \n",
    ")\n",
    "GROUP BY\n",
    "    first_edits.experience_level,\n",
    "    first_edits.section_edit_type;\n",
    "\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Don't forget to authenticate with Kerberos using kinit\n",
      "\n"
     ]
    }
   ],
   "source": [
    "week_two_retention <-  wmfdata::query_hive(query)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A data.frame: 4 × 3</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>experience_level</th><th scope=col>section_edit_type</th><th scope=col>two_week_retention_rate</th></tr>\n",
       "\t<tr><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;dbl&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>junior    </td><td>new-topic-tool   </td><td>0.1179916</td></tr>\n",
       "\t<tr><td>junior    </td><td>non-newtopic-tool</td><td>0.1098266</td></tr>\n",
       "\t<tr><td>non-junior</td><td>new-topic-tool   </td><td>0.5279441</td></tr>\n",
       "\t<tr><td>non-junior</td><td>non-newtopic-tool</td><td>0.7252221</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 4 × 3\n",
       "\\begin{tabular}{lll}\n",
       " experience\\_level & section\\_edit\\_type & two\\_week\\_retention\\_rate\\\\\n",
       " <chr> & <chr> & <dbl>\\\\\n",
       "\\hline\n",
       "\t junior     & new-topic-tool    & 0.1179916\\\\\n",
       "\t junior     & non-newtopic-tool & 0.1098266\\\\\n",
       "\t non-junior & new-topic-tool    & 0.5279441\\\\\n",
       "\t non-junior & non-newtopic-tool & 0.7252221\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 4 × 3\n",
       "\n",
       "| experience_level &lt;chr&gt; | section_edit_type &lt;chr&gt; | two_week_retention_rate &lt;dbl&gt; |\n",
       "|---|---|---|\n",
       "| junior     | new-topic-tool    | 0.1179916 |\n",
       "| junior     | non-newtopic-tool | 0.1098266 |\n",
       "| non-junior | new-topic-tool    | 0.5279441 |\n",
       "| non-junior | non-newtopic-tool | 0.7252221 |\n",
       "\n"
      ],
      "text/plain": [
       "  experience_level section_edit_type two_week_retention_rate\n",
       "1 junior           new-topic-tool    0.1179916              \n",
       "2 junior           non-newtopic-tool 0.1098266              \n",
       "3 non-junior       new-topic-tool    0.5279441              \n",
       "4 non-junior       non-newtopic-tool 0.7252221              "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "week_two_retention"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "# find week 3 retention\n",
    "\n",
    "query <-\n",
    "\"\n",
    "WITH first_edits AS (\n",
    "-- users that made an attempt during the AB Test\n",
    "    SELECT\n",
    "        event_user_text as user_name,\n",
    "        wiki_db AS wiki,\n",
    "        min(event_timestamp) as first_edit_time,\n",
    "        CASE\n",
    "        WHEN min(event_user_revision_count) is NULL THEN 'undefined'\n",
    "        WHEN min(event_user_revision_count) < 100 THEN 'junior'\n",
    "        ELSE 'non-junior'\n",
    "        END AS experience_level,\n",
    "        IF(ARRAY_CONTAINS(revision_tags, 'discussiontools-newtopic'), 'new-topic-tool', 'non-newtopic-tool') AS section_edit_type\n",
    "    FROM wmf.mediawiki_history mwh\n",
    "    JOIN event.mediawiki_talk_page_edit tpe\n",
    "ON  mwh.revision_id = tpe.revision_id\n",
    "AND mwh.wiki_db = tpe.`database`\n",
    "    WHERE\n",
    "          snapshot = '2022-03'\n",
    "        AND event_timestamp >= '2022-01-27' \n",
    "        AND event_timestamp <= '2022-03-04'\n",
    "        AND ((month = 01 and day >= 27) OR (month = 02) OR\n",
    "         (month = 03 and day <= 25))\n",
    "        AND wiki_db IN ('amwiki', 'bnwiki', 'zhwiki', 'nlwiki', 'arzwiki', 'frwiki', 'hewiki', 'hiwiki',\n",
    "        'idwiki', 'itwiki', 'jawiki', 'kowiki', 'omwiki', 'fawiki', 'plwiki', 'ptwiki', 'eswiki', 'thwiki',\n",
    "         'ukwiki', 'viwiki')\n",
    "    -- do not include new discussion tool talk page edits\n",
    "        AND NOT (ARRAY_CONTAINS(revision_tags, 'discussiontools-reply'))\n",
    "    -- include only desktop edits\n",
    "        AND NOT array_contains(revision_tags, 'iOS')\n",
    "        AND NOT array_contains(revision_tags, 'Android')\n",
    "        AND NOT array_contains(revision_tags, 'Mobile Web')\n",
    "        -- first edit not reverted within 48 hours\n",
    "        AND NOT (revision_is_identity_reverted AND \n",
    "            revision_seconds_to_identity_revert <= 172800)  -- 48 hours\n",
    "     -- find all edits on talk pages\n",
    "        AND page_namespace_historical % 2 = 1\n",
    "        AND event_entity = 'revision'\n",
    "        AND event_type = 'create'\n",
    "    -- user is not a bot and not anonymous\n",
    "         AND SIZE(event_user_is_bot_by_historical) = 0 \n",
    "         AND SIZE(event_user_is_bot_by) = 0\n",
    "        AND event_user_is_anonymous = FALSE\n",
    "    GROUP BY event_user_text,\n",
    "    IF(ARRAY_CONTAINS(revision_tags, 'discussiontools-newtopic'), 'new-topic-tool', 'non-newtopic-tool'),\n",
    "    wiki_db\n",
    ")\n",
    " \n",
    "SELECT\n",
    "    first_edits.experience_level,\n",
    "    first_edits.section_edit_type,\n",
    "    (count(first_week.user_name)/count(*)) as third_week_retention_rate\n",
    "FROM first_edits\n",
    "LEFT JOIN\n",
    "(\n",
    "    SELECT event_user_text as user_name,\n",
    "    first_edits.first_edit_time,\n",
    "    min(event_timestamp) as return_time\n",
    "    FROM wmf.mediawiki_history mh\n",
    "    INNER JOIN first_edits\n",
    "    ON mh.event_user_text = first_edits.user_name\n",
    "    WHERE\n",
    "        snapshot = '2022-03'\n",
    "    -- include only desktop edits\n",
    "        AND NOT array_contains(revision_tags, 'iOS')\n",
    "        AND NOT array_contains(revision_tags, 'Android')\n",
    "        AND NOT array_contains(revision_tags, 'Mobile Web')\n",
    "     -- find all edits on talk pages\n",
    "        AND page_namespace_historical % 2 = 1\n",
    "        AND event_entity = 'revision'\n",
    "        AND event_type = 'create'\n",
    "         -- on all participating wikis\n",
    "        AND wiki_db IN ('frwiki', 'eswiki', 'itwiki', 'jawiki', 'fawiki', 'plwiki', 'hewiki', 'nlwiki',\n",
    "    'hiwiki', 'kowiki', 'viwiki', 'thwiki', 'ptwiki', 'bnwiki', 'arzwiki', 'swwiki', 'zhwiki',\n",
    "    'ukwiki', 'idwiki', 'amwiki', 'omwiki', 'afwiki')\n",
    "    -- return edit not reverted within 48 hours\n",
    "        AND NOT (revision_is_identity_reverted AND \n",
    "            revision_seconds_to_identity_revert <= 172800)  -- 48 hours\n",
    "    -- user is not a bot and not anonymous\n",
    "         AND SIZE(event_user_is_bot_by_historical) = 0 \n",
    "         AND SIZE(event_user_is_bot_by) = 0\n",
    "        AND event_user_is_anonymous = FALSE\n",
    "        AND first_edits.first_edit_time >=  '2022-01-27' \n",
    "        AND first_edits.first_edit_time  <= '2022-03-04'\n",
    "        -- second revision is between two and 8 days\n",
    "        AND unix_timestamp(event_timestamp, 'yyyy-MM-dd HH:mm:ss.0') >=\n",
    "            (unix_timestamp(first_edits.first_edit_time, 'yyyy-MM-dd HH:mm:ss.0') + (16*24*60*60)) \n",
    "        AND unix_timestamp(event_timestamp, 'yyyy-MM-dd HH:mm:ss.0') <=\n",
    "            (unix_timestamp(first_edits.first_edit_time, 'yyyy-MM-dd HH:mm:ss.0') + (22*24*60*60))\n",
    "    GROUP BY event_user_text, \n",
    "        first_edits.first_edit_time \n",
    ") AS first_week\n",
    "ON \n",
    "(first_edits.user_name = first_week.user_name and\n",
    "first_edits.first_edit_time = first_week.first_edit_time \n",
    ")\n",
    "GROUP BY\n",
    "    first_edits.experience_level,\n",
    "    first_edits.section_edit_type;\n",
    "\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Don't forget to authenticate with Kerberos using kinit\n",
      "\n"
     ]
    }
   ],
   "source": [
    "week_three_retention <-  wmfdata::query_hive(query)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Join all the data\n",
    "\n",
    "retention_rates_all <- merge(week_one_retention, week_two_retention) %>%\n",
    "              merge(week_three_retention)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "#clarify levels and labels for factor variables\n",
    "retention_rates_all$section_edit_type <-\n",
    "  factor(\n",
    "    retention_rates_all$section_edit_type,\n",
    "    levels = c(\"non-newtopic-tool\", \"new-topic-tool\"),\n",
    "    labels = c(\"Previous add new section link\", \"New topic tool\")\n",
    "  )\n",
    "\n",
    "retention_rates_all$experience_level <-\n",
    "  factor(retention_rates_all$experience_level,\n",
    "         levels = c( \"non-junior\", \"junior\"),\n",
    "    labels = c(\"Non-Junior Contributor\", \"Junior Contributor\")\n",
    "  )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`summarise()` ungrouping output (override with `.groups` argument)\n",
      "\n",
      "Warning message in if ((loc$groups %>% rlang::eval_tidy()) == \"title\") {:\n",
      "“the condition has length > 1 and only the first element will be used”\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<!DOCTYPE html>\n",
       "<html>\n",
       "<head>\n",
       "<meta charset=\"utf-8\"/>\n",
       "<style>body{background-color:white;}</style>\n",
       "\n",
       "\n",
       "</head>\n",
       "<body>\n",
       "<table style=\"font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, Oxygen, Ubuntu, Cantarell, 'Helvetica Neue', 'Fira Sans', 'Droid Sans', Arial, sans-serif; display: table; border-collapse: collapse; margin-left: auto; margin-right: auto; color: #333333; font-size: 16px; font-weight: normal; font-style: normal; background-color: #FFFFFF; width: auto; border-top-style: solid; border-top-width: 2px; border-top-color: #A8A8A8; border-right-style: none; border-right-width: 2px; border-right-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #A8A8A8; border-left-style: none; border-left-width: 2px; border-left-color: #D3D3D3;\">\n",
       "  <thead style=\"\">\n",
       "    <tr>\n",
       "      <th colspan=\"4\" style=\"background-color: #FFFFFF; text-align: center; border-bottom-color: #FFFFFF; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; color: #333333; font-size: 125%; font-weight: initial; padding-top: 4px; padding-bottom: 4px; border-bottom-width: 0; font-weight: normal;\" style>Junior contributors retention rate<sup style=\"font-style: italic; font-size: 65%;\">1</sup></th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th colspan=\"4\" style=\"background-color: #FFFFFF; text-align: center; border-bottom-color: #FFFFFF; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; color: #333333; font-size: 85%; font-weight: initial; padding-top: 0; padding-bottom: 4px; border-top-color: #FFFFFF; border-top-width: 0; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3; font-weight: normal;\" style></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <thead style=\"border-top-style: solid; border-top-width: 2px; border-top-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3;\">\n",
       "    <tr>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: center;\" rowspan=\"1\" colspan=\"1\">Editing method</th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: left;\" rowspan=\"1\" colspan=\"1\">Week 1 (2-8 days)<sup style=\"font-style: italic; font-size: 65%;\">2</sup></th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: left;\" rowspan=\"1\" colspan=\"1\">Week 2 (9-15 days)<sup style=\"font-style: italic; font-size: 65%;\">2</sup></th>\n",
       "      <th style=\"color: #333333; background-color: #FFFFFF; font-size: 100%; font-weight: normal; text-transform: inherit; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: bottom; padding-top: 5px; padding-bottom: 6px; padding-left: 5px; padding-right: 5px; overflow-x: hidden; text-align: left;\" rowspan=\"1\" colspan=\"1\">Week 3 (16-22 days)<sup style=\"font-style: italic; font-size: 65%;\">2</sup></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody style=\"border-top-style: solid; border-top-width: 2px; border-top-color: #D3D3D3; border-bottom-style: solid; border-bottom-width: 2px; border-bottom-color: #D3D3D3;\">\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">Previous add new section link</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">20.22 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">10.67 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">8.99 %</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: center;\">New topic tool</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">18.54 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">11.8 %</td>\n",
       "      <td style=\"padding-top: 8px; padding-bottom: 8px; padding-left: 5px; padding-right: 5px; margin: 10px; border-top-style: solid; border-top-width: 1px; border-top-color: #D3D3D3; border-left-style: none; border-left-width: 1px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 1px; border-right-color: #D3D3D3; vertical-align: middle; overflow-x: hidden; text-align: left;\">8.31 %</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "  \n",
       "  <tfoot>\n",
       "    <tr style=\"color: #333333; background-color: #FFFFFF; border-bottom-style: none; border-bottom-width: 2px; border-bottom-color: #D3D3D3; border-left-style: none; border-left-width: 2px; border-left-color: #D3D3D3; border-right-style: none; border-right-width: 2px; border-right-color: #D3D3D3;\">\n",
       "      <td colspan=\"4\">\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>1</em>\n",
       "          </sup>\n",
       "           \n",
       "          Defined as percent of Junior contributors that completed a new topic edit during the AB test and returned to make another edit\n",
       "          <br />\n",
       "        </p>\n",
       "        <p style=\"margin: 0px; font-size: 90%; padding: 4px;\">\n",
       "          <sup style=\"font-style: italic; font-size: 65%;\">\n",
       "            <em>2</em>\n",
       "          </sup>\n",
       "           \n",
       "          Defined as days since first new topic edit during the AB test.\n",
       "          <br />\n",
       "        </p>\n",
       "      </td>\n",
       "    </tr>\n",
       "  </tfoot>\n",
       "</table>\n",
       "</body>\n",
       "</html>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Restrict to just Junior Contributors\n",
    "retention_rates_jc_table <- retention_rates_all %>%\n",
    "    filter(experience_level == 'Junior Contributor') %>%\n",
    "    group_by(section_edit_type) %>%\n",
    "   summarise(week_1 = paste(round((first_week_retention_rate * 100), 2), \"%\"),\n",
    "          week_2= paste(round((two_week_retention_rate * 100), 2), \"%\"),\n",
    "            week_3 = paste(round((third_week_retention_rate * 100), 2), \"%\"))  %>%\n",
    "  gt() %>%\n",
    "  tab_header(\n",
    "    title = \"Junior contributors retention rate\"\n",
    "  )  %>%\n",
    "  cols_label(\n",
    "    section_edit_type = \"Editing method\",\n",
    "    week_1 = \"Week 1 (2-8 days)\",\n",
    "    week_2 = \"Week 2 (9-15 days)\",\n",
    "    week_3 = \"Week 3 (16-22 days)\",  \n",
    "  ) %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"Defined as percent of Junior contributors that completed a new topic edit during the AB test and returned to make another edit\",\n",
    "    locations = cells_title(\n",
    "    )\n",
    "  )   %>%\n",
    "  tab_footnote(\n",
    "    footnote = \"Defined as days since first new topic edit during the AB test.\",\n",
    "    locations = cells_column_labels(\n",
    "      columns = c('week_1', 'week_2', 'week_3'))\n",
    "    )   %>%\n",
    "    gtsave(\n",
    "    \"retention_rates_jc_table.html\", inline_css = TRUE)\n",
    "\n",
    "IRdisplay::display_html(file = \"retention_rates_jc_table.html\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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s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\nP7333q7u7ZX53Nz0R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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 600,
       "width": 900
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot retention rates \n",
    "p <- retention_rates_all %>%\n",
    "    filter(experience_level == 'Junior Contributor') %>%\n",
    "    gather(\"week\", \"retention_rate\", 3:5) %>%\n",
    "    mutate(week = factor(week,\n",
    "                         levels = c(\"first_week_retention_rate\", \"two_week_retention_rate\", \"third_week_retention_rate\"),\n",
    "                         labels = c(\"week 1\", \"week 2\", \"week_3\")))  %>%\n",
    "    ggplot(aes(x= section_edit_type, y = retention_rate*100, fill = section_edit_type)) +\n",
    "    geom_col(position = 'dodge') +\n",
    "    geom_text(aes(label = paste(round(retention_rate*100, 2), \"%\"), fontface=2), vjust=1.2, size = 8, color = \"white\") +\n",
    "    facet_wrap(~ week) +\n",
    "    scale_y_continuous() +\n",
    "    labs (y = \"Percent of Junior Contributors \",\n",
    "          title = \"Junior contributors new topic tool retention rate\",\n",
    "         caption = \"Defined as the percent of Junior contributors that made at least one new topic edit \\n during the time of the AB test and returned to made another edit on a talk namespace.\")  +\n",
    "    theme_bw() +\n",
    "   scale_fill_manual(values= c(\"#999999\", \"#000099\"), name = \"Editing Method\", labels = c(\"Previous add new section link\", \"New topic tool\"))  +\n",
    "    theme(\n",
    "        panel.grid.minor = element_blank(),\n",
    "        panel.background = element_blank(),\n",
    "        plot.title = element_text(hjust = 0.5),\n",
    "        text = element_text(size=16),\n",
    "        legend.position=\"bottom\",\n",
    "        axis.text.x = element_blank(),\n",
    "        axis.title.x=element_blank(),\n",
    "        axis.line = element_line(colour = \"black\")) \n",
    "\n",
    "p\n",
    "ggsave(\"Figures/jc_retention_rate.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is not a lot of variation between the retention rates observed for the existing add new section link and the new topic tool. We see the highest percentage of Junior Contributors return one week after making an edit with either new topic editing type with similar decreases during week 2 and week 3. \n",
    "\n",
    "There is a slightly lower percentage of new topic tool users that return 1 week after making an edit and slightly higher percentage that return two weeks after making an edit."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Steps for future investigation\n",
    "\n",
    "- Explore other methods to investigate the impact of experience level on the differing completion and revert rates.\n",
    "- Consider potential impacts of IP blocking, Russia invasion of Ukraine and Growth Experiments while evaluating results.\n",
    "\n"
   ]
  }
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