{ "cells": [ { "cell_type": "code", "execution_count": 5, "id": "867481cf", "metadata": {}, "outputs": [], "source": [ "shhh <- function(expr) suppressPackageStartupMessages(suppressWarnings(suppressMessages(expr)))\n", "shhh({\n", "library(tidyverse); \n", "library(lubridate); \n", "library(scales);\n", "library(magrittr); \n", "library(dplyr);\n", "})" ] }, { "cell_type": "code", "execution_count": 185, "id": "9e9987d5", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "library(IRdisplay)\n", "\n", "display_html(\n", "'\n", "
\n", " \n", "
'\n", ")" ] }, { "cell_type": "code", "execution_count": 186, "id": "be73062b", "metadata": {}, "outputs": [], "source": [ "options(repr.plot.width = 15, repr.plot.height = 10)" ] }, { "cell_type": "markdown", "id": "f9398aa3", "metadata": {}, "source": [ "# Logged Out Users Pre and Post Language Switching Deployment Analysis\n", "\n", "**Jennifer Wang, Staff Data Scientist, Wikimedia Foundation**\n", "\n", "**13 Septembter 2021** \n", "\n", "[TICKET](https://phabricator.wikimedia.org/T289200)" ] }, { "cell_type": "markdown", "id": "c3903cda", "metadata": {}, "source": [ "# Table of Contents\n", "1. [Introduction](#Introduction)\n", "2. [Purpose](#Purpose)\n", "3. [Methodology](#Methodology)\n", "4. [Language Link Clicks](#Language-Link-Clicks)\n", "5. [Input Language Link Clicks](#Input-Language-Link-Clicks)" ] }, { "cell_type": "markdown", "id": "58f86851", "metadata": {}, "source": [ "# Introduction\n", "As a part of the [Desktop Improvements project](https://www.mediawiki.org/wiki/Reading/Web/Desktop_Improvements), The Wikimedia Foundation's [Web team](https://www.mediawiki.org/wiki/Readers/Web/Team) is introducing a new way to switch to a different language wiki. The original language list appears on the sidebar. The new solution replaces the original one by providing 1) a language option button on the top of the page, 2) Selecting the language button will open the list of languages that will contain the suggested languages for each user, as well as a full list of all available languages for that article.\n", "You can find more information on this change and other feature deployments on the [Language switching project page](https://www.mediawiki.org/wiki/Reading/Web/Desktop_Improvements/Features/Language_switching).\n", "\n", "\n", "For the logged-in users, an AB test was performed on the early adopter wikis except fawiki between June 22, 2021 and July 20, 2021. On fawiki, the AB test was performed between June 28 and July 20, 2021. We will share the analysis for the AB test in another report.\n", "\n", "For the logged-out users, the new feature was originally planned to enable after AB test, on July 20, 2021. However it was accidentally enabled on logged-out users together with the AB test, discussed on [T289200](https://phabricator.wikimedia.org/T289200). This report details the analysis and results for the deployment of language switch on logged-out users. " ] }, { "cell_type": "markdown", "id": "a06919d2", "metadata": {}, "source": [ "# Purpose\n", "\n", "The goal of the pre-post analysis is to identify any changes in user behavior that might have resulted from the deployment of the new language feature. Our hypothesis is that more clicks on the new language button and links as it’s easier to discover. " ] }, { "cell_type": "markdown", "id": "dc8bb12c", "metadata": {}, "source": [ "# Methodology\n", "\n", "We reviewed the total number of clicks on language links and input language links separately. We did not review the number of clicks on interface language links because it’s only available for logged-in users not for logged-out users. \n", "\n", "We selected the 7 days before the deployment as the pre deployment period. Due to caching, not all users were seeing the new version immediately after deployment. Therefore, we defined the first 15 days after deployment as the catch-up period and excluded them in the analysis. Post period analysis reviewed the total number of clicks from 16th day to 23th day after the deployment. \n", " \n", "The clicks on input language links within 7 days are too few to show a consistent trend. We also reviewed the average daily clicks for a longer period of time. The pre period extended to as earlier as the data is available ( June 11, 2021). The post period extended to August 31. 2021.\n", "\n" ] }, { "cell_type": "markdown", "id": "01c97170", "metadata": {}, "source": [ "# Language Link Clicks" ] }, { "cell_type": "markdown", "id": "848ab014", "metadata": {}, "source": [ "__New feature -- language link clicks after new button clicks__\n", "" ] }, { "cell_type": "code", "execution_count": 6, "id": "49a61f1c", "metadata": {}, "outputs": [], "source": [ "query_language_clicks_new <- \n", "\"\n", "-- sessions where new lang button was selected\n", "WITH new_button AS (\n", "SELECT\n", " MIN(TO_DATE(dt)) as button_date,\n", " event.web_session_id as session_id,\n", " event.context as open_context,\n", " wiki as wiki\n", "FROM event.universallanguageselector\n", "WHERE\n", " year = 2021 and month in (6,7,8) \n", " AND (CONCAT(year,LPAD(month,2,'0'),LPAD(day,2,'0')) between '20210622' and '20210831')\n", " AND wiki in ('frwiktionary', 'hewiki', 'ptwikiversity', 'frwiki', \n", " 'euwiki', 'fawiki', 'ptwiki', 'kowiki', 'trwiki', 'srwiki', 'bnwiki', 'dewikivoyage', 'vecwiki')\n", " AND useragent.is_bot = false\n", "-- only anonymous users\n", " AND event.isanon = true\n", " AND event.action = 'compact-language-links-open'\n", " AND event.context = 'header'\n", " AND event.skinVersion = 'latest'\n", "GROUP BY \n", " event.web_session_id,\n", " event.context,\n", " event.isanon,\n", " wiki\n", "),\n", "\n", "lang_switches AS (\n", " SELECT\n", " TO_DATE(dt) as switch_date,\n", " event.web_session_id as session_id,\n", " event.context as switch_context,\n", " wiki as wiki\n", "FROM event.universallanguageselector\n", "WHERE\n", " year = 2021 and month in (6,7,8) \n", " AND (CONCAT(year,LPAD(month,2,'0'),LPAD(day,2,'0')) between '20210622' and '20210831')\n", " AND wiki in ('frwiktionary', 'hewiki', 'ptwikiversity', 'frwiki', \n", " 'euwiki', 'fawiki', 'ptwiki', 'kowiki', 'trwiki', 'srwiki', 'bnwiki', 'dewikivoyage', 'vecwiki')\n", " AND useragent.is_bot = false\n", "-- only anonymous users\n", " AND event.isanon =true\n", " AND event.action = 'language-change'\n", " AND event.context='content-language-switcher'\n", " AND event.skinVersion = 'latest'\n", ")\n", "\n", "SELECT\n", " new_button.button_date,\n", " lang_switches.switch_date,\n", " new_button.session_id,\n", " new_button.wiki,\n", " new_button.open_context,\n", "-- sessions with lang switch that occured after button clicks\n", " IF(lang_switches.session_id IS NOT NULL AND switch_date >= button_date, 1, 0) AS language_switch,\n", " lang_switches.switch_context\n", "FROM new_button\n", "LEFT JOIN lang_switches ON\n", " new_button.session_id = lang_switches.session_id AND\n", " new_button.wiki = lang_switches.wiki \n", "\"" ] }, { "cell_type": "code", "execution_count": 193, "id": "7799261d", "metadata": {}, "outputs": [], "source": [ "#new_language_link_clicks <- wmfdata::query_hive(query_language_clicks_new)" ] }, { "cell_type": "code", "execution_count": 172, "id": "bdace864", "metadata": {}, "outputs": [], "source": [ "write_csv(new_language_link_clicks, file = 'Data_logout/new_language_link_clicks.csv')" ] }, { "cell_type": "code", "execution_count": 173, "id": "e63fd1a3", "metadata": {}, "outputs": [], "source": [ "#new_language_link_clicks <- read_csv('Data_logout/new_language_link_clicks.csv')" ] }, { "cell_type": "code", "execution_count": 10, "id": "5d7947e4", "metadata": {}, "outputs": [], "source": [ "new_lang_link_clicks_by_date <- new_language_link_clicks %>%\n", " filter(language_switch==1) %>%\n", " group_by( wiki, switch_date) %>%\n", " summarize(n_events_new_language_change = n(), .groups = 'drop')\n", "\n", "new_lang_link_clicks_by_date$switch_date <- as.Date(new_lang_link_clicks_by_date$switch_date)" ] }, { "cell_type": "markdown", "id": "dbe4fb27", "metadata": {}, "source": [ "__Old feature -- language link clicks on sidebar__" ] }, { "cell_type": "markdown", "id": "505688e2", "metadata": {}, "source": [ "" ] }, { "cell_type": "code", "execution_count": 12, "id": "abb6cc1c", "metadata": {}, "outputs": [], "source": [ "query_old_language_link <- \n", "\"\n", "SELECT\n", " TO_DATE(dt) AS `date`,\n", " wiki,\n", " event.web_session_id,\n", " event.usereditbucket,\n", " event.timetochangelanguage,\n", " event.interfacelanguage,\n", " event.contentlanguage,\n", " event.selectedinterfacelanguage,\n", " Count(*) AS n_events\n", "FROM event.universallanguageselector\n", "WHERE\n", " year = 2021 and month in (6,7,8) \n", " AND (CONCAT(year,LPAD(month,2,'0'),LPAD(day,2,'0')) between '20210601' and '20210628')\n", " AND event.context = 'languages-list' and event.action = 'language-change' \n", " AND event.skinVersion = 'latest' \n", " AND wiki in ('frwiktionary', 'hewiki', 'ptwikiversity', 'frwiki', \n", " 'euwiki', 'fawiki', 'ptwiki', 'kowiki', 'trwiki', 'srwiki', 'bnwiki', 'dewikivoyage', 'vecwiki')\n", " AND useragent.is_bot = false \n", "-- only anonymous users\n", " AND event.isanon =true\n", "GROUP BY\n", " TO_DATE(dt),\n", " wiki,\n", " event.web_session_id,\n", " event.usereditbucket,\n", " event.timetochangelanguage,\n", " event.interfacelanguage,\n", " event.contentlanguage,\n", " event.selectedinterfacelanguage\n", "\"" ] }, { "cell_type": "code", "execution_count": 189, "id": "3ff82b65", "metadata": {}, "outputs": [], "source": [ "#old_lang_link_clicks <- wmfdata::query_hive(query_old_language_link)" ] }, { "cell_type": "code", "execution_count": 174, "id": "a702e678", "metadata": {}, "outputs": [], "source": [ "write_csv(old_lang_link_clicks, file = 'Data_logout/old_lang_link_clicks.csv')" ] }, { "cell_type": "code", "execution_count": 175, "id": "a718dff5", "metadata": {}, "outputs": [], "source": [ "#old_lang_link_clicks <- read_csv('Data_logout/old_lang_link_clicks.csv')" ] }, { "cell_type": "code", "execution_count": 25, "id": "6b0f7769", "metadata": {}, "outputs": [], "source": [ "old_lang_link_clicks_by_date <- old_lang_link_clicks %>%\n", " group_by( wiki, date) %>%\n", " summarize(n_events_language_link = sum(n_events),.groups='drop')" ] }, { "cell_type": "code", "execution_count": 27, "id": "e2658036", "metadata": {}, "outputs": [], "source": [ "old_lang_link_clicks_by_date$date <- as.Date(old_lang_link_clicks_by_date$date)" ] }, { "cell_type": "markdown", "id": "77cd5489", "metadata": {}, "source": [ "__Old feature -- language link clicks after N-more button clicks on sidebar__\n", "" ] }, { "cell_type": "code", "execution_count": 15, "id": "5c19aeff", "metadata": {}, "outputs": [], "source": [ "query_n_more_lang_switch <- \n", "\"\n", "-- sessions where N-more lang button was selected\n", "WITH button AS (\n", "SELECT\n", " MIN(TO_DATE(dt)) as button_date,\n", " event.web_session_id as session_id,\n", " event.context as open_context,\n", " wiki as wiki\n", "FROM event.universallanguageselector\n", "WHERE\n", " year = 2021 and month in (6,7,8) \n", " AND (CONCAT(year,LPAD(month,2,'0'),LPAD(day,2,'0')) between '20210601' and '20210628')\n", " AND wiki in ('frwiktionary', 'hewiki', 'ptwikiversity', 'frwiki', \n", " 'euwiki', 'fawiki', 'ptwiki', 'kowiki', 'trwiki', 'srwiki', 'bnwiki', 'dewikivoyage', 'vecwiki')\n", " AND useragent.is_bot = false\n", "-- only anonymous users\n", " AND event.isanon =true\n", " AND event.action = 'compact-language-links-open'\n", " AND event.context = 'other'\n", " AND event.skinVersion = 'latest'\n", "GROUP BY \n", " event.web_session_id,\n", " event.context,\n", " wiki\n", "),\n", "\n", "lang_switches AS (\n", " SELECT\n", " TO_DATE(dt) as switch_date,\n", " event.web_session_id as session_id,\n", " event.isanon,\n", " event.context as switch_context,\n", " wiki as wiki\n", "FROM event.universallanguageselector\n", "WHERE\n", " year = 2021 and month in (6,7,8) \n", " AND (CONCAT(year,LPAD(month,2,'0'),LPAD(day,2,'0')) between '20210601' and '20210628')\n", " AND wiki in ('frwiktionary', 'hewiki', 'ptwikiversity', 'frwiki', \n", " 'euwiki', 'fawiki', 'ptwiki', 'kowiki', 'trwiki', 'srwiki', 'bnwiki', 'dewikivoyage', 'vecwiki')\n", " AND useragent.is_bot = false\n", "-- only anonymous users\n", " AND event.isanon =true\n", " AND event.action = 'language-change'\n", " AND event.context='content-language-switcher'\n", " AND event.skinVersion = 'latest'\n", ")\n", "\n", "SELECT\n", " button.button_date,\n", " lang_switches.switch_date,\n", " button.session_id,\n", " button.wiki,\n", " button.open_context,\n", "-- sessions with lang switch that occured after button clicks\n", " IF(lang_switches.session_id IS NOT NULL AND switch_date >= button_date , 1, 0) AS language_switch,\n", " lang_switches.switch_context\n", "FROM button\n", "LEFT JOIN lang_switches ON\n", " button.session_id = lang_switches.session_id AND\n", " button.wiki = lang_switches.wiki\n", "\"" ] }, { "cell_type": "code", "execution_count": 190, "id": "2620041a", "metadata": { "scrolled": true }, "outputs": [], "source": [ "#n_more_lang_clicks <- wmfdata::query_hive(query_n_more_lang_switch)" ] }, { "cell_type": "code", "execution_count": 176, "id": "3cad738d", "metadata": {}, "outputs": [], "source": [ "write_csv(n_more_lang_clicks, file = 'Data_logout/n_more_switch_lang_clicks.csv')" ] }, { "cell_type": "code", "execution_count": 177, "id": "46844e5e", "metadata": {}, "outputs": [], "source": [ "#n_more_lang_clicks <- read_csv('Data_logout/n_more_switch_lang_clicks.csv')" ] }, { "cell_type": "code", "execution_count": 23, "id": "8ab8cb4e", "metadata": {}, "outputs": [], "source": [ "n_more_lang_clicks_by_date <- n_more_lang_clicks %>%\n", " filter(language_switch==1) %>%\n", " group_by( wiki, switch_date) %>%\n", " summarize(n_events_n_more_language_switch = sum(language_switch),.groups='drop')\n", "\n", "n_more_lang_clicks_by_date$switch_date <- as.Date(n_more_lang_clicks_by_date$switch_date)" ] }, { "cell_type": "code", "execution_count": 28, "id": "2bc51db4", "metadata": {}, "outputs": [], "source": [ "date_seq <- seq(as.Date('2021-06-01'), as.Date('2021-08-31'), by = 'days')" ] }, { "cell_type": "code", "execution_count": 29, "id": "f06ca98d", "metadata": {}, "outputs": [], "source": [ "wiki_seq <- c('frwiktionary', 'hewiki', 'ptwikiversity', 'frwiki', \n", " 'euwiki', 'fawiki', 'ptwiki', 'kowiki', 'trwiki', 'srwiki', 'bnwiki', 'dewikivoyage', 'vecwiki')" ] }, { "cell_type": "code", "execution_count": 30, "id": "40d737e0", "metadata": {}, "outputs": [], "source": [ "df_lang_clicks= expand.grid(date=date_seq, wiki=wiki_seq )" ] }, { "cell_type": "code", "execution_count": 31, "id": "b6ea253d", "metadata": {}, "outputs": [], "source": [ "df_lang_clicks<- merge(df_lang_clicks , new_lang_link_clicks_by_date, by.x=c(\"wiki\", \"date\"), by.y=c(\"wiki\",\"switch_date\"), all.x = TRUE)\n", "df_lang_clicks <- merge(df_lang_clicks , old_lang_link_clicks_by_date, by.x=c(\"wiki\", \"date\"), by.y=c(\"wiki\",\"date\"), all.x = TRUE)\n", "df_lang_clicks <- merge(df_lang_clicks , n_more_lang_clicks_by_date, by.x=c(\"wiki\", \"date\"), by.y=c(\"wiki\",\"switch_date\"), all.x = TRUE)" ] }, { "cell_type": "code", "execution_count": 32, "id": "7367a254", "metadata": {}, "outputs": [], "source": [ "df_lang_clicks[is.na(df_lang_clicks)] <- 0" ] }, { "cell_type": "code", "execution_count": 34, "id": "73ee5036", "metadata": {}, "outputs": [], "source": [ "df_lang_clicks <- mutate(df_lang_clicks, n_events_old=n_events_language_link+n_events_n_more_language_switch)" ] }, { "cell_type": "code", "execution_count": 37, "id": "5e044e8a", "metadata": {}, "outputs": [], "source": [ "df_lang_clicks <- df_lang_clicks %>%\n", "mutate(\n", "wiki_name = case_when( #clarfiy Wiki project names\n", " wiki == 'frwiktionary' ~ \"French Wikitionary\",\n", " wiki == 'hewiki' ~ 'Hebrew Wikipedia',\n", " wiki == 'ptwikiversity' ~ 'Portuguese Wikiversity',\n", " wiki == 'frwiki'~ \"French Wikipedia\",\n", " wiki == 'euwiki' ~ \"Basque Wikipedia\",\n", " wiki == 'fawiki' ~ 'Persian Wikipedia',\n", " wiki == 'ptwiki' ~ 'Portuguese Wikipedia',\n", " wiki == 'kowiki' ~ 'Korean Wikipedia',\n", " wiki == 'trwiki' ~ 'Turkish Wikipedia',\n", " wiki == 'srwiki' ~ 'Serbian Wikipedia',\n", " wiki == 'bnwiki' ~ 'Bengali Wikipedia',\n", " wiki == 'dewikivoyage' ~ 'German Wikivoyage',\n", " wiki == 'vecwiki' ~ 'Venetian Wikipedia'),\n", ")" ] }, { "cell_type": "code", "execution_count": 169, "id": "707ba115", "metadata": {}, "outputs": [ { "data": { "image/png": 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fvixYu1BydB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\n0zbHGYV61TZPQd1EReVXV4tluZQ6VPbq1QstjFZWVn758sX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ZAUKI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\n4l27UgcNutSp09Hg4Ng9e9KePCmNi/s/9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90r1fwcnpendMbc3MwYDOzIkQGbN3cXi6XBwTYYBoKCrNUJo5D9v0xGVFTU665ClpfX3bjx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BBCAgMDLTkdgFnq6+u3b9/+ww8/dOzY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wEFeudBjZvDBK4uXF/dvfkt58s0NVneJi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\nalpbW8k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jWHDhXt2PHwypVaBoO+eHHX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\nVPo8m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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 600, "width": 900 } }, "output_type": "display_data" } ], "source": [ "df_lang_clicks_g <- ggplot(data=filter( df_lang_clicks, (date > '2021-06-10')&(date < '2021-08-22')), \n", " mapping=aes(x=date)) +\n", "geom_line(aes(y=n_events_new_language_change , color=\"c2\") , size = 1.5) +\n", "geom_line(aes(y=n_events_old, color=\"c1\") , size = 1.5) +\n", "facet_wrap(~wiki_name,nrow=4,scale = 'free_y')+\n", "scale_color_manual(values= c(\"c1\"=\"#666666\", \"c2\"=\"#000099\"), name = \"group\", labels = c(\"Old\", \"New\")) +\n", "labs(title = 'Language Link Clicks - logged-out user',\n", " x = 'Date',\n", " y = 'Language Link Clicks',\n", " caption = \"User type: logged-out User\n", "Old: clicks on language links on both sidebar and N-more suggestion window\n", "New: clicks on language links on new language suggestion window\"\n", " ) + \n", "theme_light(base_size=18) +\n", "theme(legend.position = \"bottom\", \n", " plot.caption = element_text(hjust = 0, face= \"italic\"),\n", " strip.text = element_text(size = 14, colour='black'),\n", " axis.text.x = element_text( size = 10 ),\n", " plot.title = element_text(size=20))\n", "ggsave(\"Graphs_logout/lang_link_clicks.png\",\n", " plot = df_lang_clicks_g, width = 60, height = 30, units = \"cm\", dpi = \"screen\");\n", "df_lang_clicks_g" ] }, { "cell_type": "code", "execution_count": 68, "id": "7c6aa543", "metadata": {}, "outputs": [], "source": [ "# add column classifying pre and post deployment dates\n", "df_lang_clicks_prepost <- df_lang_clicks %>%\n", " mutate(deployment = case_when(\n", " date >= '2021-06-15' & date <= '2021-06-21' & wiki !='fawiki' ~ 'pre',\n", " date >= '2021-07-06' & date <= '2021-07-12' & wiki !='fawiki' ~ 'post',\n", " date >= '2021-06-21' & date <= '2021-06-27' & wiki =='fawiki' ~ 'pre',\n", " date >= '2021-07-12' & date <= '2021-07-18' & wiki =='fawiki' ~ 'post', \n", " TRUE ~ 'NA'\n", " )) %>%\n", " filter(deployment!='NA') %>%\n", " group_by(wiki_name, deployment) %>%\n", " summarize(old_lang_link_clicks = sum(n_events_old), new_lang_link_clicks = sum(n_events_new_language_change), .groups = 'drop')" ] }, { "cell_type": "code", "execution_count": 70, "id": "77f3626b", "metadata": {}, "outputs": [], "source": [ "df_lang_clicks_prepost_long <- pivot_longer(df_lang_clicks_prepost[order(df_lang_clicks_prepost$wiki_name, rev(df_lang_clicks_prepost$deployment)),], cols = c('old_lang_link_clicks','new_lang_link_clicks' ), names_to=\"group\", values_to=\"lang_link_clicks\")" ] }, { "cell_type": "code", "execution_count": 72, "id": "f19138c2", "metadata": {}, "outputs": [], "source": [ "df_lang_clicks_prepost_long$deployment <- factor(df_lang_clicks_prepost_long$deployment,levels = c(\"pre\", \"post\"))" ] }, { "cell_type": "code", "execution_count": 164, "id": "a0a95485", "metadata": {}, "outputs": [ { "data": { "image/png": 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q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\nz5qVWVhY3/k5Dz88ydnZwVR2SXLoUPWtt440fbz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Ao7S2\ntq5YsSI/P18IsX379kGDBhkENBpNYmJiSkpKcXGxjY2Nl5dXRESEp6dn20uZNwkAAACzaK8x\nCgAAAFisI0eO5Ofny2QyrVbb9qxGo4mJicnKyrKzs/Px8amrq8vIyMjMzIyKivLz87OcJAAA\nAMyFxigAAADuP8XFxfv37w8KCsrMzGxoaGgbSEpKysrKcnd3j42N7d27txAiNTV1y5YtcXFx\nO3fuVCqVFpIEAACAucjNXQAAAABgHK1W+8c//tHa2vqVV165VyAhIUEIsXjxYqkvKYQICgoK\nDAysr69PTk62kCQAAADMiMYoAAAA7jOffvrppUuXfvGLX/Tp0+eugby8vOrqahcXF29vb/3x\noKAgIUR6erqFJAEAAGBGNEYBAABwP6moqNizZ4+Pj8/06dPvlSksLBRCeHh4GIxLex8VFRXp\nliU1bxIAAABmRGMUAAAA95P4+Pjm5uYlS5bIZLJ7ZcrKyoQQLi4uBuPOzs5CiMbGRpVKZQlJ\nAAAAmBGbLwEAAOC+cerUqXPnzr3wwgsDBw5sJ6ZWq4UQtra2BuMKhcLKyqq5uVmtVjs6Opo9\nqfPss89K00hv3749YMCADvxLAAAAoKtojAIAAOD+UFtbu3PnzsGDB8+ZM6cj+btOKb3rY+zm\nTQoh6urqpIPm5ma5nIe6AAAAekJ7jdFBgwYJIW7cuCG9/Ne//vXQQw8FBgb2RF0AAADAf9q5\nc6dKpVq9enWvXj/w1307Ozvx/cxNfRqNpqWlRRcwe1InJSVFOjh8+HAH274AAADoova+U968\neVP/5ZNPPunh4ZGfn9/NJQEAAAB3kZGRYW1tvW/fPv3BxsZGIURcXJyNjU14ePjYsWOFEK6u\nrkKIiooKgytUVlYKIWxtbR0cHKQR8yYBAABgRu01RuVyeWtra0tLyw/+TR4AAADoAU1NTZcu\nXWo7npeXJ4SYNm2a9HL48OFCiIKCgrvGhg4dqnvO3bxJAAAAmFF7Hc8+ffpUVVVdu3Zt5MiR\nPVYQAAAAcFcHDhxoOzhv3ryGhobt27dLy0BJPD09nZycKioqrly54u3trRtPTU0VQgQEBFhI\nEgB60o0bNw4cOHDx4sW6ujpHR0dfX9/nn3/ezc2tbVKj0SQmJqakpBQXF9vY2Hh5eUVERHh6\nelpaEgC6qL2V3ceMGSOEWLBgwZ49e44cOSKEuH379pGO6aHyAQAAgDZkMlloaKgQIj4+vra2\nVhpMTU1NS0tTKpXBwcEWkgSAHnPhwoXly5efPHlSoVCMHj3aysoqJSXl9ddfbzu9XaPRxMTE\n7Nq1q6yszMfHx83NLSMjY+XKlefOnbOoJAB0XXszRl977bXPP/88PT09PT1dGikpKXnuuec6\nct17bbgJAAAA9IDQ0NDs7Ozz589HRkZ6eXnV1tbm5+fL5fLly5fb29tbThIAeoBarX733Xeb\nmprCw8NfeuklaUGPgwcP7t2793e/+9327dsVCoUunJSUlJWV5e7uHhsb27t3byFEamrqli1b\n4uLidu7cqVQqLSQJAF3X3ozRsLCwnTt3Dhs2rMeqAQAAAExCoVBER0cvXLjQxcUlJyenpKTE\n39//d7/7nb+/v0UlAaAHnD59uq6uzt3dXdcVFUKEh4c/8sgjxcXFp0+f1iW1Wm1CQoIQYvHi\nxVJfUggRFBQUGBhYX1+fnJxsIUkAMIkf2FVp0aJFixYtUqlUDQ0N/fv3Hzp06NmzZ3umMgAA\nAOAHffTRR/c6pVAowsLCwsLCfvAi5k0CQHfLz88XQowePdpg8zdfX9+rV6+mp6dPmjRJGsnL\ny6uurnZxcdFfIlkIERQUlJaWlp6errutmTcJACbRoe3mHRwcHBwchBAKhaJ///7dXBIAAAAA\nADCZxsZGIYSjo6PBuPSbvv4yo4WFhUIIDw8Pg6S091FRUZFWq5W6q+ZNAoBJdKgxKtm5c6du\nKjsAAAAAALgvSL/Ll5aWGoyXl5cLIcrKynQj0rGLi4tB0tnZWQjR2NioUqmkBqt5kwBgEu2t\nMWpg0aJFP/vZz7qvFAAAAAAAYHI+Pj5CiPT09Nu3b+sG79y58+WXXwohWltb79y5Iw2q1Woh\nhK2trcEVFAqFlZWVLmD2pKSwsHDq95KTk6X+KQB0nBEzRnUqKyv//ve/nz59uqioSKVSOTg4\nDB06NCgo6IUXXujbt6/JSwQAAAAAAJ02bty4YcOGFRYWvvPOO6+++uqQIUNu3br14Ycf1tbW\nSgGD59Pv+ri6VqttO2jepJWV1cCBA6Xj4uJijUbTNgMA7TCuMarVat97773Vq1cb/JXm3Llz\n//M//7Nq1apNmza9/vrrJq0QAAAAAAB0nlwuX7169bp163Jzc1esWCENWltbL1y48MMPP7S2\ntpbmYwoh7OzsRJuJmUIIjUbT0tKiC5g9KRk0aNC+ffuk43Xr1n3++ecd+dcAAB3jGqNRUVGb\nN2+WjqV94hwcHOrr6y9fvlxRUdHQ0PDGG2+Ul5fHxMR0Q6kAAAAAAKAz+vXrt23btrS0tCtX\nrqjV6v79+0+ZMkVa09Pd3V0Xc3V1FUJUVFQYvL2yslIIYWtrK+3XZPYkAJiEEY3Rr776SuqK\njh49+ve///20adN089u1Wu3Jkyf/67/+68KFCxs2bAgJCfHz8+uWegEAAAAAgPEUCkVQUFBQ\nUJBu5MSJE0KIxx57TDcyfPhw8Z/71Evy8vKEEEOHDtX1AcybBACTMGLzpffff18IMWbMmDNn\nzkyfPl3/fiSTyaZMmXL69OnHH39cq9VKSQAAAAAAYJmqq6uTk5MVCkVwcLBu0NPT08nJqaKi\n4sqVK/rh1NRUIURAQICFJAHAJIxojErb1W3YsMHe3v6uAaVSuWnTJl0SAAAAAABYgkuXLkkP\npEuuXbsWHR19+/btsLCw/v3768ZlMlloaKgQIj4+Xrc1U2pqalpamlKp1G+hmjcJACZhxKP0\npaWlQohx48a1k5HOFhcXd7EsAAAAAABgKidOnDh9+rSzs7OTk1NdXZ30C/60adNefPFFg2Ro\naGh2dvb58+cjIyO9vLxqa2vz8/Plcvny5csNpkmZNwkAXWdEY9Ta2rqpqant9nD6GhoahBA2\nNjZdrQsAAAAAAJjIpEmTmpqaCgoKCgsLH3rooccff3zGjBnjx49vm1QoFNHR0UePHk1JScnJ\nybG2tvb39587d+7IkSMtKgkAXWdEY3TYsGEXL148duzYa6+9dq/MsWPHxPfrJQMAAAAAAEvg\n7+/v7+/fwbBCoQgLCwsLC7PwJAB0kRGN0VmzZl28ePHtt9+eMGGC/qZ1OhcvXly9erWUbOc6\nWq02Ozs7PT398uXLJSUlWq3WxcVlzJgxc+bMcXFxMfYH6CKNRpOYmJiSklJcXGxjY+Pl5RUR\nEeHp6WkQW79+/ddff9327bNnz37llVd6pFIAsCAWdScHAAAAAKATjGiMLlu2bPv27VVVVQEB\nAYsXLw4PDx81apS9vX19ff3ly5cPHjwYHx/f2NjYp0+fZcuWtXOds2fPbt68WQjRq1evAQMG\ntLa2lpSUHD9+/Isvvli/fn1PTo/XaDQxMTFZWVl2dnY+Pj51dXUZGRmZmZlRUVF+fn5t84MH\nD7azs9MfcXNz66liAcCCWM6dHAAAAACAzjGiMdqvX79Dhw6FhIQ0NDTExcXFxcW1zSiVyoSE\nhPanC2m12lGjRs2ePXvcuHHW1tZCiMrKyq1bt+bk5Lz77rsffPCBXC439sdo68SJE3Z2dpMn\nT24nk5SUlJWV5e7uHhsb27t3byFEamrqli1b4uLidu7cqVQqDfJLlizx9vbuem0AcL/rmTs5\nAAAAAADdx7hfXKdNm5aZmTlz5kyZTGZwSiaTzZo1Kysrq/1epBDCz89v06ZNgYGB0u/SQghn\nZ+dVq1ZZW1uXlJTk5uYaVdK97NmzJyEhoZ2AVquVAosXL5a6okKIoKCgwMDA+vr65ORkk5QB\nAA+knrmTAwAAAADQfYyYMSp55JFHPvnkkxs3bpw+ffr69esqlcrBwWHo0KETJ04cOHBgR66g\n+y1an4ODw6BBg65du1ZdXW1wqra2NiEhISMjo6ysTKFQDBs27Omnn37iiSeMrdxAXl5edXW1\ni4uLwSTQoKCgtLS09PR0VnoGgHsx9k4OAAAAAIClMboxKhk0aNC8efNMWEdra2tlZaUQwtnZ\nWX/8+vXr0dHR1dXVrq6uvr6+TU1N33zzzbvvvpubm7to0aKufGJhYaEQwsPDw2Bc2nmpqKhI\nq9UaTIxNSkr6xz/+0dra6urqOnbs2AkTJigUiq7UAAAPknvdyQEAAAAAsECdbIya3MmTJ2tr\na93c3PR3hG9ubt6wYUN1dfX8+fPDwsKkFevKysrWrl2bmJg4duzYsWPHdvoTy8rKhBBtl0OV\nfp9vbGxUqVSOjo76p86cOaM7TklJOXTo0Jo1a1xdXTtdAwA8SO56J5dUVFSUl5frXrZdjwUA\nAAAAgB5mEY3RkpKSv/zlL0KIl19+Wf+35VOnTpWUlIwfPz48PFw32K9fv8jIyLfffvvEiRNd\naYyq1WohhK2trcG4QqGwsrJqbm5Wq9W6xqi3t3dgYKC3t7eLi0tNTc3Fixf37dtXWFgYGxsb\nFxfXdo+R119/vaWlRQhRXl7er1+/ThcJAPeLe93JJUeOHPnggw+kY4VCwdZMAAAAAACzM39j\ntK6ubv369fX19SEhIQEBAfqnMjMzhRATJkwweMuoUaMUCkVeXp5uZMeOHQZ7fTQ2Nt66dWvF\nihX6gwEBAfo9VnGPWUtardZgxKAzO336dF9f39dff72wsDAtLW3ixIkG+YyMDKkxKu7WewWA\nB0w7d3LJY489tmDBAul4165dbW+zANBBn33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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 600, "width": 900 } }, "output_type": "display_data" } ], "source": [ "lang_clicks_barchart <- df_lang_clicks_prepost_long %>%\n", " ggplot(aes(x = deployment, y= lang_link_clicks, fill=group)) +\n", " geom_bar(stat=\"identity\", position = 'dodge') +\n", " geom_text(aes(label = paste(lang_link_clicks)), color = \"white\", position = position_dodge(0.9), vjust = 1.5, size = 3) +\n", " facet_wrap(~wiki_name, scale = 'free_y') +\n", " labs (\n", " y = \"Number of language link clicks\",\n", " title = \"Number of language link clicks before and after deployment\",\n", " caption = \"User type: logged-out User\n", "Old: clicks on language links on both sidebar and N-more suggestion window\n", "New: clicks on language links on new language suggestion window\") +\n", " scale_fill_manual(values= c( \"#000099\", \"#666666\"), name = \"Feature\") +\n", " theme(\n", " panel.grid.major = element_blank(), \n", " panel.grid.minor = element_blank(),\n", " panel.background = element_blank(),\n", " plot.caption = element_text(hjust = 0, face= \"italic\"),\n", " strip.background =element_rect(fill=\"white\"),\n", " plot.title = element_text(hjust = 0.5),\n", " text = element_text(size=16),\n", " axis.line = element_line(colour = \"black\"),\n", " legend.position = \"bottom\")\n", "lang_clicks_barchart\n", "ggsave(\"Graphs_logout/lang_link_clicks_bar.png\",\n", " plot = lang_clicks_barchart, width = 60, height = 30, units = \"cm\", dpi = \"screen\");" ] }, { "cell_type": "code", "execution_count": 83, "id": "6e82cb17", "metadata": {}, "outputs": [], "source": [ "df_lang_clicks_prepost$clicks <- ifelse(df_lang_clicks_prepost$deployment == 'pre', df_lang_clicks_prepost$old_lang_link_clicks, df_lang_clicks_prepost$new_lang_link_clicks)" ] }, { "cell_type": "code", "execution_count": 85, "id": "f662ad3e", "metadata": {}, "outputs": [], "source": [ "df_lang_clicks_prepost_w <- df_lang_clicks_prepost %>%\n", " select(wiki_name, deployment,clicks) %>%\n", " pivot_wider(names_from = deployment, values_from = clicks) %>%\n", " mutate(pct_change=round((post-pre)/pre * 100 , 2))" ] }, { "cell_type": "code", "execution_count": 93, "id": "e9362462", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 13 × 4
wiki_namepostprepct_change
<chr><dbl><dbl><dbl>
Basque Wikipedia 911 5923 -84.62
Bengali Wikipedia 2041 5034 -59.46
French Wikipedia 382765842825 -54.59
French Wikitionary 3894 9115 -57.28
German Wikivoyage 146 351 -58.40
Hebrew Wikipedia 49737 89210 -44.25
Korean Wikipedia 32403 76985 -57.91
Persian Wikipedia 51804 90729 -42.90
Portuguese Wikipedia 150250301197 -50.12
Portuguese Wikiversity 0 3-100.00
Serbian Wikipedia 13700 48269 -71.62
Turkish Wikipedia 42439118208 -64.10
Venetian Wikipedia 46 382 -87.96
\n" ], "text/latex": [ "A tibble: 13 × 4\n", "\\begin{tabular}{llll}\n", " wiki\\_name & post & pre & pct\\_change\\\\\n", " & & & \\\\\n", "\\hline\n", "\t Basque Wikipedia & 911 & 5923 & -84.62\\\\\n", "\t Bengali Wikipedia & 2041 & 5034 & -59.46\\\\\n", "\t French Wikipedia & 382765 & 842825 & -54.59\\\\\n", "\t French Wikitionary & 3894 & 9115 & -57.28\\\\\n", "\t German Wikivoyage & 146 & 351 & -58.40\\\\\n", "\t Hebrew Wikipedia & 49737 & 89210 & -44.25\\\\\n", "\t Korean Wikipedia & 32403 & 76985 & -57.91\\\\\n", "\t Persian Wikipedia & 51804 & 90729 & -42.90\\\\\n", "\t Portuguese Wikipedia & 150250 & 301197 & -50.12\\\\\n", "\t Portuguese Wikiversity & 0 & 3 & -100.00\\\\\n", "\t Serbian Wikipedia & 13700 & 48269 & -71.62\\\\\n", "\t Turkish Wikipedia & 42439 & 118208 & -64.10\\\\\n", "\t Venetian Wikipedia & 46 & 382 & -87.96\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 13 × 4\n", "\n", "| wiki_name <chr> | post <dbl> | pre <dbl> | pct_change <dbl> |\n", "|---|---|---|---|\n", "| Basque Wikipedia | 911 | 5923 | -84.62 |\n", "| Bengali Wikipedia | 2041 | 5034 | -59.46 |\n", "| French Wikipedia | 382765 | 842825 | -54.59 |\n", "| French Wikitionary | 3894 | 9115 | -57.28 |\n", "| German Wikivoyage | 146 | 351 | -58.40 |\n", "| Hebrew Wikipedia | 49737 | 89210 | -44.25 |\n", "| Korean Wikipedia | 32403 | 76985 | -57.91 |\n", "| Persian Wikipedia | 51804 | 90729 | -42.90 |\n", "| Portuguese Wikipedia | 150250 | 301197 | -50.12 |\n", "| Portuguese Wikiversity | 0 | 3 | -100.00 |\n", "| Serbian Wikipedia | 13700 | 48269 | -71.62 |\n", "| Turkish Wikipedia | 42439 | 118208 | -64.10 |\n", "| Venetian Wikipedia | 46 | 382 | -87.96 |\n", "\n" ], "text/plain": [ " wiki_name post pre pct_change\n", "1 Basque Wikipedia 911 5923 -84.62 \n", "2 Bengali Wikipedia 2041 5034 -59.46 \n", "3 French Wikipedia 382765 842825 -54.59 \n", "4 French Wikitionary 3894 9115 -57.28 \n", "5 German Wikivoyage 146 351 -58.40 \n", "6 Hebrew Wikipedia 49737 89210 -44.25 \n", "7 Korean Wikipedia 32403 76985 -57.91 \n", "8 Persian Wikipedia 51804 90729 -42.90 \n", "9 Portuguese Wikipedia 150250 301197 -50.12 \n", "10 Portuguese Wikiversity 0 3 -100.00 \n", "11 Serbian Wikipedia 13700 48269 -71.62 \n", "12 Turkish Wikipedia 42439 118208 -64.10 \n", "13 Venetian Wikipedia 46 382 -87.96 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_lang_clicks_prepost_w" ] }, { "cell_type": "code", "execution_count": 92, "id": "ee3eeb19", "metadata": {}, "outputs": [ { "data": { "image/png": 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K8xSjyadXPiFojPrCcSqD1l5vr61ue3bK2r6tnpPq05t6hjxG+nEITwIgiROfsd\nzteJ/FR//YNI5+1mkTbY2vno5Oo2IkZJC2nhW+P9Iv3dN9Q/53za1r5ULdtvqPftgnaYnS8y\n3Nb7dEGYolnvQdN/XXw74ReEjuX9GvDriNqPJV4VObmZ+TiVv4qMSoZKUnwLVjWTvB1myX+n\nu1hGLRY5Kn4HytWJ3aX9z07sE7PsJjHX17c+v2VrXVXPTvdpzbVH7CN+O4UghBdBiMw5n3kV\nMy4J1Z9idYJxgvZYQfwpVivPXmF+LVczK3HQGaRfruFjd1efR6ydLlL6kPnR2t6nhj6VqmXH\nI9ZcXTA8LaKdZT5k6326IEzRrPeg6b8uvp3wDUL78r4N+HQkKfMlKkv0jWY0tcO4iPNzT1cS\nW1DbHGOM55s9VZI2CHd2ERln3CG6OPmYtPEix+qPb6man5MTX1+/+nyXrW1VvTvdpzXnHrGP\n+O0UghBeBCEyZz4Fud0lC2bqT0G+1ix8s7l2MLtg9vX6zwSYzzVeLtLmzOsX3HJZN5Gc5cZM\nWiK2vWrh3XcvdVe5Mk9/6PYdjodubztCPxW4eNacq08ujT+OxLfl5EO3PV0wVHXSxq1nb9ca\nhP7Neg+aKdbFrxO+QWhf3rcBn44k1WEJ/ScgWpr/S/ITbfBgT0+sLaift3W7csGMY0SuTxeE\n6jktUQ++8o4bBhoPzv6tUfaxljFl43994SFy8OT4+vrV57tsbavq3ek+rTn3iGPEZ6cQhPAi\nCJE5/Riy/ifm3Q+xqxKXQ7zZPXEf2AQzdFYl7wxrHf9lh+2HmePen2F6umV8zmXJ6/t3X9zM\nqqHN6ylbTt4O7umCScshudzR+8SwXxCmaDaxiHXQTLUuPp3wDUL78v5HZW9HkuqwxDyxfoBQ\niyMZ5+lJcgvOif8kVf5d76cNQrW0xJyxbPlc68rQR/LMst4fWvcR+tTnv2xtq+p9u/m05tgj\nzt3j3SkEIbwIQmTOOIZU/PbE9vldxth+Pa7id6d1zi89bLL1idQX910woHVuQaeRC7ckirbP\nOa51ru8P8669rk9x6eHXf+O40e3zmSd0zC/seMJVf9uXumX7D/O6u2D4Ujv+vefsfZxvEKZo\nNi550Ey1Lt5O+AahfflUR2V3R5LqsMQb2uovNAeXiW9Pklvw1TFd8lv1vfpfqpYgVF9POay4\nZb/p36pfJy9++eiX3QsPGnT7DtuTZbz1pVi2tlX1vt18WnPsEefu8ewUghBeBCEyZz+GNIaW\n37AeM4MGd6b5KO/AlwUaHkGIzDW2IJyc+CoKDW53KymozMKywAFAECJzjSwIt5VKyY4D0Blo\nZicezh3wssABQBAic40sCK9Je7s29sO6GeajXqrvybV+3DGIZYEDiiBE5hpREL5997zTRErW\nHqD+RNWXkvfTmYvvvKqXuJ+md2CXBQ4oghCZa0RBeKtxyfwfD0xvoutL616HZtdV1z57gy0L\nHFAEITLXuIKw/ckv1j4f6qTqxRkn9GyZ23bQdZ8EuixwQBGEAIBIIwgBAJFGEAIAIo0gBABE\nGkEIAIg0ghAAEGkEIQAg0ghCAECkZRiEX9wFAEAT8ngdg3D1xY8DANBUPDrw4roG4a2ZzQcA\nQCOwjyAEAEQZQQiE1LapD2a7C0AkEIRASH0j52a7C0AkEIRASBGEQDAIQiCkCEIgGAQhEFIE\nIRAMghAIKYIQCAZBCIQUQQgEgyAEQorbJ4BgEIQAgEgjCAEAkUYQAgAijSAEAEQaQQgAiDSC\nEAAQaQQhEFJ7Hn01210AIoEgBEKKG+qBYBCEQEgRhEAwCEIgpAhCIBgEIRBSBCEQDIIQCCmC\nEAgGQQiEFEEIBIMgBEJq48BfZ7sLQCQQhACASCMIAQCRRhACACKNIAQARBpBCACINIIQABBp\nBCEQUpVrNmS7C0AkEIRASHFDPRAMghAIKYIQCAZBCIQUQQgEgyAEQoogBIJBEAIhRRACwSAI\ngZAiCIFgEISIO14eaKAqyuWZ/a33JencQH1pAghCIBgEYRMwQQYkRy6WfnVa+P4b3zcH6hA+\n60VWmEMjRT42h3rL9QQhgMaIIGwCXhZ5KzG8u1TurNPCA+Vhc2DW2FcyXqiPzDBe9zUXuc8Y\nWieyLFGFMwjrUm8iCOu0DADUC0HYFBwmlyQG/ywFm+u0rBWEdXGJHGe8viI95Xxj6CHJ252Y\n6gzCOokHYRrrbv+3My55tnp/GwAAN4KwKZgvB/0QHxwiP6/bsvsVhEslb5f+OlcWlbYzSibK\nYGvqgQzCRYWiG/TF/rYAAMr1PZ8AACAASURBVC4EYVOwMU8eMofWxGSZ9rJidKe81iMeMcu0\nXPruskPyO09MPLnSNvUBMQ23vpdbs+Dk7oUlA2ZuSbGwYVNMntNfR8j7p8gH+lAvmem+WObb\n/jJ0m73w83Ed87tP2erthWbH9J4FHcZ85PyO0NUXzZ3x/kq3TQ2w3QBAEYRNxDkywhyYIV2r\nVfUkkdIj2ouMq9HLyuWuTrGeHUV6bNNHHVNfHV8mJ44fP36+FT7jpaDroB650u0b5bNwQj+Z\nqv27r7hNzW1ytzK+IlzpCsIPDpYxFcpWOLc0/6j+OXLoWk8vtGTtK7HDBxUUz3cEoasvSq1v\nnghCufzAbEkA0UMQNgnPSuwr/bW6i9yk1Expp59oPd9eFumF5VJ4+rdK/aO1ftLmmWp9NBoP\nn8dXVGr/rh0jZyqfhROulKOV/kHmz9Rr2n9KLZHCH5xBuKqVXFtjq7dccodrZ5Wf9JGTfXpx\njvTUTiw3n5rrCEJXX5RabOWglFU16BYEEF0EYZNQ1VkPQKX+LjlfqXUFsReM0ielg35RSbl0\nMa5juUX6a/+6p7qDMFFju9hG5VnY8pQ026HUbLlLVZaU1eg3bQxTjiB8uCDnLke95dLcuIrn\nHZHXPL34QOQlfWzHQX63TyT6otTkZBDKaec1dWe0urQe7wkAmSIIm4YZ0k0//TpPRuqnTfHM\nqmku/1R6BBkhqV6WIuWd6gnCqmU3T7xg7Ni25reAzoUtW3Pkr0qdpNcwUt5T6lCZpexBeHus\n8AnlqLdcJpvjQ/VbL1y9mCeDzNGpziB09kWpCyVauKEeCAJB2DSsiem3uH9fII/oZ2c9xptK\n9bTSIsiMujUiVd6p7iB897DEUfhB5Vk46Ui5VlUU6SeDc2WRWmue0VmZN0jKrBsBrcLF5vhl\nco6nFxPkQnPiA44gdPVF/0DV0uybLU3dBwQhEAiCsIkYJr/Qr6ks26vUubZTiqUqeTfDlyKV\n3qmuINzWXk59YUOFUifIH5Vn4aQpMlCt1iNNO1c8Sz0oxY7rYlrKYesSc1qFj5njs/ULe1y9\nGC3TzInL7UHo7otSryeXOqkht1448Yg1IBgEYROxRAq3qgFypdI/P5zkmOTMMvdUVxD+Xvru\nM0b7pA/CZyVn603GQ2wqiltVX2ReAWNl3pLjpNfXyl6v64zQ1Qv/M0J3XzSnJXIw5x+ZbZfG\njCAEgkEQNhE/HCSL3xLjW7+F0tcxyZll7qlHOYNwiphviM3N0gfhjlx5eqj+7aBSw+XtnnJr\nsgp9mZ3DpNsX9nq1wvjTb4bp3xG6ejHPuAhVM80ehO6+aL4faOZg7m8z2yyNGkEIBIMgbCou\nlYGXmJecfJVnfOZpcWaZe+oQ+U9zwAyf6XKaMTZV0geh+olMLmxt3B8xS64WeT1ZhbHMnlHS\n5VPlKCz5Xn99V+RVTy/eFzG+U9xZZg9Cd190e28/TKT5z96sw5ZptAhCIBgEYVPxjkiRmOdJ\n06X43r3a67aHjQs1XVnmmvpLGWvEWTx8npfYEqWqFsSKagnCaVpzZxtDq7WhFpXJKsxl9p4p\nHT50FOae/J1Sn/XVn2Lj6cVZ0utf2vneGY77CN19idu1MSK3EO5d/l62uwBEAkHYZBwpUrzd\nGKq+UgvFI47uHjM/f3RlmWvq6ph0GTzkGiuwThc55Jgy+dWQWoLweRHzXni1t1DkVGPI8WSZ\nyvOl7bv2wjkt8o8akCM9v/Xp48Y+Eut3dGHRPMdVo66+AMCBQBA2GYtFxiWGX5/Qo7Ck16iF\nxtd0nixzTFWPn9gyZnvWaMXs3nmtBv9F1RaEu/NE3jUHh4jcbgw4nzVaNU4OesNe+OnYDvnd\nrkk8ONTZi+3TeuS3P/8D57NGXX0BgAOBIEQw6vGTFABwIBGECAZBCCCkCEIEgyAEEFIEIYJB\nEAIIKYIQwSAI62zzeXdkuwtAJBCEQEhxQz0QDIIQCCmCEAgGQQiEFEEIBIMgBEKKIASCQRAC\nIUUQAsEgCIGQIgiBYBCEQEjtuO3JbHcBiASCEAAQaQQhACDSCEIAQKQRhACASCMIAQCRRhAC\nACKNIARCatf9y7LdBSASCEIgpLihHggGQQiEFEEIBIMgBEKKIASCQRACIUUQAsEgCIGQIgiB\nYBCEQEgRhEAwCEIgpDafd0e2uwBEAkEIAIg0ghAAEGkEIQAg0ghCAECkEYQAgEgjCAEAkUYQ\nAiFV8daabHcBiASCEAgpbqgHgkEQAiFFEALBIAiBkCIIgWAQhEBIEYRAMAhCIKQIQiAYBCEQ\nUgQhEAyCEAiptQeNz3YXgEggCAEAkUYQAgAijSAEAEQaQQgAiDSCEAAQaQQhACDSCEIAQKQR\nhEBIcUM9EAyCEAgpghAIBkEIhBRBCASDIARCiiAEgkEQAiFFEALBIAiBkCIIgWAQhEBIEYRA\nMAhCIKQq12zIdheASCAIAQCRRhACACKNIAQARBpBCACINIIQABBpBCEAINIIQtRDuTxjGzte\nHkg/Qy3iy9daaWovSec6LxNem0bcnO0uAJFAEMLXVnGY4j/X/gXhepEV5tBIkY/Nod5yPUHo\nwg31QDAIQvjaXmaISXPj9T/853Jm1qyxr6SfIaGPzDBe9zUXuc8YWieyLLF8rZWmFg/COi0T\nXgQhEAyCEOm0lLvTTa71k0//GS6R44zXV6SnnG8MPSR5uzOuNLV4EKa14f99tb/VB4wgBIJB\nECKdAxOESyVvl/46VxaVtjNKJsrgzCtNrfYg/EtfEek8t2J/WwgSQQgEgyBEOmYQNpPPjLHl\n0lV/0ZLqm0ld84ZbmfVtfxm6zfpqbuecI1vktet/6TvmrN9ddkh+54mOp2Zuislz+usIef8U\n+UAf6iUz3RfLOCvVCj8f1zG/+5St8TpWjO6U13rEI/GxHdN7FnQY85HzO8I1C07uXlgyYOYW\nq+GaC+PfeR6zo0E304FBEALBIAiRToogXNBa2rc9KZFZHxwsY/RTLDN/dvWTWO9jexfLjcas\nd3WK9ewo0mObvdp+MlX7d19xm5rbjAbWiax0BaGzUq1wbmn+Uf1z5NC1+mj1JJHSI9qLjKvR\nRzf1ldjhgwqK5zuCcLwUdB3UI1e6fZNo927r6p9xB2Z7NSiCEAgGQYh0UgRhweCPlNoYz6xV\nreRaI47M/FkkvT7XXqqeW2bMWnj6t0r9o7V+xpd0pRyt9A8yf6Ze0/5TaokU/uAMQlelWmHu\ncO2s8pM+crI+OlPa6SeDz7eXRfroOdJTO7HcfGquIwgfX1Gp/bt2jJwZb7a6oxWEsS8PxOZq\nWLvuX5btLgCRQBAinRRB2HG7OVnPrIcLcu4yx8z8mSQ3JZcvly7GRTC3SH97tU9Jsx1KzZa7\nVGVJmZZ3F8sw5QhCd6VaYfPN+us7Iq9pZ5AFsReMqU9Kh2rt7FHkJX1sx0F+t09UtYttNIfe\ns90QcsNb4fdRPfcegIwQhEgnRRBOjU/WMuv2WOET8TEzf+bKwE3W8uXxVHxZiuzVbs2Rvyp1\nkvxTv5XwPaUOlVnKHoSeSrXCyeb4UP3Wi8WJXK1prtcxTwaZo1OdQVi17OaJF4wd29b8RlKp\nv0vjcky99h2ADBGESCdFED4Un1wug6TMumfPzJ8NbaRg1JyVe+MzPGy8rhGpstd7pFyrKor0\nk8G5skitNc/orMzzVqoVLjbHL5Nz9DPIHuNNpXqiTpALzYkPOILw3cMSifKgOfkle8hMDD/+\n1IBAEIRIJ9VVo/HJ5dJSDluXmDmeP19MKNWCpuXUPbZZvxSptNc7RQaq1XqkaeeKZ6kHpdhx\nXYxPpeXymDk+W0Yoda4t0ZYqNVqmqXgHbUG4rb2c+sIGreIT5I/m5K15ycVWNsTmAdAUEIRI\nxwzCXPnEGHvCG4RLjpNeX8fHrK/mqt6555Qc48LMVEH4rORsvUnu1IYqiltVX2ReAWNlnk+l\nzjPCC2WSvTb/M8LfS999RmmfRBCqn1s52MvRHQBRRhAiHTMIW8pqY+xWbxA+s3OYdPvCHHNc\no/KYxHakDsIdufL0UP3bQaWGy9s95Vbb8r6Vlssl5vgw/TvChdLXXts84yJUzTR7EE4R8729\nuZkVhN90iudgwYv7sTEANE0EIdIxg3CQzNFHfujmE4Rqzyjp8qkx5gjCraKfRqYKQvUTmVzY\n2rg/YpZcLfK6bXnfSsul5Hv99V2RV5X6Kk//RNTyvojxneLOMnsQTpfTjKlTxQpC9elPjBzs\n2ig+GN029cFsdwGIBIIQ6ZhBOFtaa6eE684q9AtCtfdM6fChPmbmz3W/0y8a3XOVtNmXJgin\nSZGcbQyt1oZaVCaX961Uv4/w5O+U+qyvDNdHp0vxvfrlONseNi4mPUt6/Uup789w3Ef4vMSW\nKFW1IFaUDEKlXvyPidc9ua8BN9GBww31QDAIQqRjBuHOcpEOvXLa3uMbhKryfGn7rkrkzyiJ\ndT/uxy0k/2mVJgif187LjHvh1d5CkVONIceTZZyVaoVzWuQfNSBHen6rj1ZfKVJ0xNHdY+Zn\npBv7SKzf0YVF8xxXjZ4ucsgxZfKrIfYgbEQIQiAYBCHSiT90+7vJnfM6X7zW56pRY6hqnBz0\nRiJ//mfG4C4Fhb0nfmSf1ROEu/NE3jUHh4jcbgw4nzXqqFQv/HRsh/xu1yQeHPr6hB6FJb1G\nLTS/Stw+rUd++/M/cD5rtGJ277xWg/+iCEIA6RCEaBTq8ZMUjRZBCASDIESjQBACOFAIQjQK\nBCGAA4UgRKMQxSDcMvG32e4CEAkEIRqFKAYhgGAQhACASCMIAQCRRhACACKNIAQARBpBCACI\nNIIQCKm9y9/LdheASCAIgZDihnogGAQhEFIEIRAMghAIKYIQCAZBCIQUQQgEgyAEQoogBIJB\nEAIhRRACwSAIgZDaOPDX2e4CEAkEIQAg0ghCAECkEYQAgEgjCAEAkUYQAgAijSAEAEQaQQiE\nVPWWXdnuAhAJBCEQUtxQDwSDIARCiiAEgkEQAiFFEALBIAiBkCIIgWAQhEBIEYRAMAhCIKQI\nQiAYBCEQUgQhEAyCEAgp7iMEgkEQAgAijSAEAEQaQQgAiDSCEAAQaQQhACDSCEIAQKQRhEBI\nre9xaba7AEQCQQiEFDfUA8EgCIGQIgiBYBCEQEgRhEAwCEIgpAhCIBgEIRBSBCEQDIIQCCmC\nEAgGQQiE1N7l72W7C0AkEIQAgEgjCAEAkUYQAgAijSAEAEQaQQgAiDSCEAAQaQQhEFJbJv42\n210AIoEgBEKKG+qBYBCEQEgRhEAwCEIgpAhCIBgEIRBSBCEQDIIQCCmCEAgGQQiEFEEIBIMg\nBEJq29QHs90FIBIIQgBApBGEyEC5PGMfPV4eqG+N8SqcFdep3pekcwP1BUC0EYTRtn3e4Na5\nbX70szs/Tjvb/gfhepEV5tBIkXgjveV6ghBAaBCEkfbPziI5HTs2Ezkr7XyuIJw19pWMm+gj\nM4zXfc1F7jOG1oksS1ThrLgu9SaCsE7LAIAXQRhlFT2l59J9Su1+4dIJaWd0BWFdXCLHGa+v\nSE853xh6SPJ2N0DF8SBMo/qZK8+76Pc79rcBABFBEEbZ30X+ldGM9cirpZK3S3+dK4tK2xkl\nE2VwQ1RcaxD+q7/oWj+2vy0AiAaCMMoWS0tXyYrRnfJaj3jEHNFS6ptJXfOGG0Ofj+uY333K\nVmNC/Hu5NQtO7l5YMmDmFmv27y47JL/zxA32GjfF5Dn9dYS8f4p8oA/1kpnui2W+7S9Dt9kL\n7a25eqV2TO9Z0GHMR87vCF190XzdQUw5T9ZzM2XLrvuXZbsLQCQQhFH2kMgn9vHqSSKlR7QX\nGVejj5bLgtbSvu1J+tDc0vyj+ufIoWv1CfHwGS8FXQf1yJVu3yhz9rs6xXp2FOmxzV5pP5mq\n/buvuE3NbXK3Mr4iXOkKwg8OljEVylboaM3Vq019JXb4oILi+Y4gdPVFM0YSOu5p4O0WEG6o\nB4JBEEbZpubS8y+bk+MzpZ1+2vV8e1mkj5ZLweCPlNqoD+UO187zPukjJ+sT4uHz+IpK7d+1\nY+RMZc5eePq3Sv2jtX7Gl3SlHK30DzJ/pl7T/lNqiRT+4AzCVa3k2hpbva7WXL06R3pqJ5ab\nT811BKGrL9p5Y4EVhPJUw262oBCEQDAIwkhbWqTFRI/RCz4zxtYVxF4wBp6UDtVKD6SO2835\nyqW5kZfviLym3LcsVLWLbTRn6mJcBHOL9Le38ZQ026HUbLlLVZaUaXl3sQxTjiB8uCDnLnNW\nq9DemqtXH4i8pI/tOMjv9olEX5R6M5mD0ve8Rul0ghAIBEEYbV9cebARFT/7TulfGcYTrKa5\n/FPpgTQ1Plu5TDYHhho3QyTCp2rZzRMvGDu2rfktYLncZJS+LEX2JrbmyF+VOkmvcaS8p9Sh\nMkvZg/D2WOET8VmtQntrrl7Nk0Hm6FRnEDr7op2YShNAEAJBIAgj7+tnft1bO2nao5+r9Rhv\nKtWzSwukh+LzlMtic+AyOUdZ4fPuYYkD9oPmTA8b86wRqbI3cKRcqyqK9JPBubJIrTXP6KzM\nGyRl1o2AVqG9NVevJsiF5sQHHEHo6ovRC8vNaxqlVwhCIBAEIbSzqRtFz55zbdmxVNnvbSiX\n+D0Is2WESoTPtvZy6gsbKpQ6Qf6obLN/KVJpr32KDFSrjQB9Wc5SD0qx47qYlnLYusScVqG9\nNVevRss0c+JyexC6+2LUkhD7vMG2VKD4jhAIBkEIXXf5uVIXyiRHoT0Ifc4Ify999xmFfdIH\n4bOSs/UmuVMbqihuVX2R43qbcllynPT6Oj6n7xmhq1f+Z4TuvmgetoJwfN22RWhsGnFztrsA\nRAJBCN2JcrZSC6Wvo9AehJeYA8Ns3xFOEfO9s7lZ+iDckStPD9W/HVRquLzdU4w3UPI7wp3D\npNsX5pxWob01V6/mGRehaqbZg9DdF930eA6euKtu2wJAxBCEUfZt4lFn35XIr5X6Ks/4RNRi\nD8KS7/XXd0VeVYnwmS6nGROnSvogVD+RyYWtjfsjZsnVIq8r5bhqdM8o6fKpchTaW3P16n0R\n4zvFnWX2IHT3xfDc0FyRw+50dgYAXAjCKPtj2TWv7FWq8r/7SZ7+rLXpUnyvNq62PWxctmkP\nwtyTv1Pqs74yXB81w+d5iS1RqmpBrKiWIJwmRfoJp2a1NtSiMlmFuczeM6XDh45CR2uuXp0l\nvbS+fn+G4z5Cd1/i9ny5VQFAegRhlP1FRHI7dswRKVqij1dfqQ0dcXT3mPlppD0I57TIP2pA\njvT8Vh+NB9bpIoccUya/GlJLED6vNWPcC6/2FoqcqmxVmMtUni9t37UXOlpz9WpjH4n1O7qw\naJ7jqlFXXwAgYwRhpL0/f9TBBbllx87433jB6xN6FJb0GrXQ+NLOHoTPfDq2Q363a8xHecbD\np2J277xWg/+iagvC3Xki75qDQ0Rut1cRX6ZqnBz0hr3Q3pqrV2r7tB757c//wPmsUVdfACBj\nBCFCpx4/SQEAdUYQInQIQlPlmg21zwSg3ghChA5BaOKGeiAYBCFChyA0EYRAMAhChA5BaCII\ngWAQhEBIEYRAMAhCIKQIQiAYBCEQUgQhEAyCEAiptQeNz3YXgEggCAEAkUYQAgAijSAEAEQa\nQQgAiDSCEAAQaQQhACDSCEIAQKQRhEBIcR8hEAyCEAgpniwDBIMgBEKKIASCQRACIUUQAsEg\nCIGQIgiBYBCEQEgRhEAwCEIgpAhCIBgEIRBSFW+tyXYXgEggCAEAkUYQAgAijSAEAEQaQQgA\niDSCEAAQaQQhACDSCEIgpDaNuDnbXQAigSAEQoob6oFgEIRASBGEQDAIQiCkCEIgGAQhEFIE\nIRAMghAIKYIQCAZBCIQUQQgEgyAEQmrX/cuy3QUgEghCAECkEYQAgEgjCAEAkUYQAgAijSAE\nAEQaQQgAiDSCEAipHbc9me0uAJFAEAIhxQ31QDAIQiCkCEIgGAQhEFIEIRAMghAIKYIQCAZB\nCIQUQQgEgyAEQoogBIJBEAIhtWXib7PdBSASCEIAQKQRhACASCMIAQCRRhACACKNIAQARBpB\nCACINIIQCKm9y9/LdheASCAIgZDihnogGAQhEFIEIRAMghDpHC8P6C/l8oy3cP+rQ0YIQiAY\nBGH2jBZNrHTAtV+nm+v+G98PoC/rRVaYQyNFPjaHesv1BygIg1mnRo8gBIJBEGbPaCnu2vXg\nXJEWq9PMNVAeDqIzfWSG8bqvuch9xtA6kWVq1thX9GFnEMYL90N8yYDWqbEjCIFgEITZM1pG\na/9WPlomnX9IPVdAoXGJHGe8viI95Xxj6CHJ252Y6gzCeku/Tl9/sr0hG2u8CEIgGARh9phB\nqNQSkb+mniugIFwqebv017myqLSdUTJRBltTgwvCPf/RSaTZ4OcasrnGan2PS7PdBSASCMLs\nSQThFpHfaHti8fGtCrpe+KE5TUuebyZ1zRv+gJiGK9VMPjMmLZeuxuu2X/cs6DDmw5eksz7m\nnqpWjO6U13rEI+bIzjlHtshr1//Sd7yT4jbFxAifEfL+KfKBPtRLZrovlvm2vwzdFi/831ji\nu8QvY2bbjmoTK+Bs21jSWqdvmkl8dT+LxdaY3ehvTovdXL9tCwAZIwizxxGE244X6TGwueQ/\nZJSVy4LW0r7tSa+OL5MTx48fP98TdevLJdbv6KLi+b5BWD1JpPSI9iLjarSxXf0k1vvY3sVy\no2eSpZ9M1f7dV9ym5ja5WxlfEa50BeEHB8uYCpUoPEmmm0vebJw6uqpNrICzbWPJ5DqdLVeZ\nVUyVk82BUyTh6QbbzgCQFkGYPbaPRp9V/ybtX9IS6yLJf1cvK5eCwR8ptdH2MaIr6k6Xcm2G\nraPzfINwprTTT82eby+LtJdF0utz7aXquWWeSZYr5Wjt35fkZ+o17T+9V4U/OINwVSu51gg5\ns/AvcnC1sWRP+YO3WmsFHG3Hq0us03PSeq/+uq+9PGYUvGnloAys/wYGgEwQhNkTv1hmqX6x\nzIciT+llNQPMCyTKpWP8ipEUQfhPyTE+wNzb3S8I1xXEXjBGn5QOWlpNkpusVl2TLE9Jsx1K\nzZa7VGVJmZZ3F8sw5QjChwty7jJnNQt3tzDvuHhJind4q7VWwN62OwhresoS/fUxab/PKJiT\nDMLYm2si79u6vaEA7B+CMHuSt0+8qOZJb7PwQWleqfQcmRqfK0UQ3iYnmMU3+QXhYulvTq1p\nLv/Ur4AZuCnRqmuSZWuOfsnOSXrZSHlPqUNllrIH4e2xwifis8YLL5T/o7/8Ui7wqdZaAXvb\n7iDUVnuo/jJKrjfHLxHYHJPJ2whAfRGE2WPcUC8l/ad8rYeK+TGpdqYnXyg9Rx6Kz5UiCCfI\nFWbx035BeLH0GG8q1eNtQxspGDVnpfExpGtS0pFyraoo0k8G58oitVbkJWULwkFSZt08GC9c\nLcU7ldpTapwYuqu1VsDeticINxXIJ0p9lRO/VEZda0uBn0+MPP7UgEAQhNmT+I7QHL7MHNgk\non9JmLxfIUUQjk5cqrLSLwjPtQXKUm38iwml2lDLqXu8kyxTZKCWbedoQy/LWdqZaXHyuhit\nOy3lsHWJOeOFNT3kj/rthodU+7SYXAFb254gVL+Q65S6QUbGRx9MVtJqX503KADsD4Iwe+xB\neGHi3mnrjNAThLn6yZPmifgZ4b+bxUvMIHROvVAmuRqreueeU3JknN+kuGclZ+tNcqc2VFHc\nqvoi8zpOKwiXHCe9Eo+CSzxi7Sb9g81RcoPyadF+56HVtjcIX5K2FVWd45fKKLW9jRWEl/v3\nMkq4oR4IBkGYPfYgnCfl5sCSxHeEiRw5KhEaLcV8EtutRtTdmvgC6QYzCJ1TF0pfnwYfk9iO\nFJM0O3Ll6aFi/ALecHm7pxj7Ofkd4c5h0u0Lc85EEH4Zi325Nn4q6q7WfQu+0XZiyaOSN9Qf\nLo8+LR2ss7//G4vn4KGb/XsZJQQhEAyCMHvsQfihmMFRc4RZmMyRIfKf5sAgmaO//NDNiLr3\nRN4wRtubQeic+lWe82NP01bRThv9J+l+IpMLWxv3R8ySq0Ve14dsV43uGSVdPlW2QqWGyqx5\n8efPuKt1B6HRdmJJa52UukdOPj1xqYzu/7Y2cnBo2geRRwRBCASDIMweexCq86Xjq0rtmih5\nxtNfkjnySxlr3vg+W1prJ33rzio07xQ8TfpoybLtvPh9hK6p06X4Xv36lG0PT9b+ve53+oWb\ne66SNvvck2ymSZGcbQyt1oZa6CemjvsI954pHT60FSr1R+n5I+MmQk+LyRVwtB1f0lonpbY3\njzWLfWHrxc4/XfJ/pv+jjpuyaSIIgWAQhNnjCMKtx4gcelRzyTMzJhmEq2PSZfCQa7SEKBfp\n0Cun7T3xJ8v0lpz+RxcVzZND9FHX1OorRYqOOLp7zPjEcpTEuh/34xaS/7Rnks3z2pmYeY/9\n3kKRU40hx5NlKs+Xtu8qWxDuKhHjJkJvi8kVcLSduN40sU5Kv9zUulQGTgQhEAyCMHscQagq\n7j62NP+Q8fEf6rN9svj4iS1j+rNG1XeTO+d1vnht4mmiW6/rnt/+vPefk8ONUddU9fqEHoUl\nvUYt1M+2/mfG4C4Fhb0nfuSdZLM7z7xiVemfXcrtxoDzWaNV4+SgN+y/RzhejJsIfaq1VsDR\ndmJJa52UekusS2XgRBACwSAIG7uFcla2u1Av/227VAYOBCEQDIKwkasaIAuz3Yd6OTX+i8Dw\nqN6yK9tdACKBIGysNvxmi/bv5rHS+vtsd6U+npOCtdnuA4BoIwgbqy8lt+ewgflS/Pds92T/\nrR9yZI7+q4cAkEUEYWO166YTOhUU9Z78WbY7Ug9fSk63OdW1zwcABxBBCACINIIQABBpBCEA\nINIIQiCkNg78dba7AEQCQQiEFDfUA8EgCIGQIgiBYBCEQEgRhEAwCEIgpAhCIBgEIRBSBCEQ\nDIIQCCmCEAgGQQiEult1ugAAIABJREFU1J5HX812F4BIIAgBAJFGEAIAIo0gBABEGkEIAIg0\nghAAEGkEIQAg0ghCIKS2TPxttrsARAJBCIQUN9QDwSAIgZAiCIFgEIRASBGEQDAIQiCkCEIg\nGAQhEFIEIRAMghAIKYIQCAZBCITUtqkPZrsLQCQQhACASCMIAQCRRhACACKNIAQARBpBCACI\nNIIQABBpBCEQUnsefTXbXQAigSAEQoob6oFgEIRASBGEQDAIQiCkCEIgGAQhEFIEIRAMghAI\nKYIQCAZBCIQUQQgEgyAEQmrTiJuz3QUgEghCAECkEYQAgEgjCAEAkUYQAgAijSAEAEQaQQgA\niDSCEAipyjUbst0FIBIIQiCkuKEeCAZBCIQUQQgEgyAEQoogBIJBEAIhRRACwSAIgZAiCIFg\nEIRASBGEQDAIQiCkCEIgGAQhACDSCEIAQKQRhACASCMIAQCRRhCicTleHtBfyuUZb2FmXpLO\ndV4GQBNGECJptGhipQOu/TrdXPff+H4AfVkvssIcGinysTnUW64nCAE0NIIQSaOluGvXg3NF\nWqxOM9dAeTiIzvSRGcbrvuYi9xlD60SWqVljX9GHnUEYL8xMPAjrtAyAJowgRNJoGa39W/lo\nmXT+IfVcAQXhJXKc8fqK9JTzjaGHJG93YqozCOskHoTprJ429le/376/DTSU9T0uzXYXgEgg\nCJFkBqFSS0T+mnqugIJwqeTt0l/nyqLSdkbJRBlsTT2QQfjNEP0jYmmV7Y9OuaEeCAZBiKRE\nEG4R+Y323lh8fKuCrhd+aE7TkuebSV3zhj8gpuFKNZPPjEnLpavxuu3XPQs6jPkwHjTuqWrF\n6E55rUc8Yo7snHNki7x2/S99xzspblNMntNfR8j7p8gH+lAvmem+WObb/jJ0m73w83Ed87tP\n2ap8mlQ7puv9+8j5HeGaBSd3LywZMHOL1fCWXvFVjP1lv7dkgyAIgWAQhEhyBOG240V6DGwu\n+Q8ZZeWyoLW0b3vSq+PL5MTx48fP90Td+nKJ9Tu6qHi+bxBWTxIpPaK9yLgabWxXP4n1PrZ3\nsdzomWTpJ1O1f/cVt6m5Te5WxleEK11B+MHBMqZC2QrnluYf1T9HDl3rbVJt6iuxwwcVJPoX\nX2a8FHQd1CNXun2TaPcqSThoi8omghAIBkGIJNtHo8+qf5P2L2mJdZHkv6uXlUvB4I+U2mj7\naNQVdadLuTbD1tF5vkE4U9rpZ2bPt5dF2ssi6fW59lL13DLPJMuVcrTSP8j8mXpN+0/vVeEP\nziBc1UquNTLOKswdvkGpT/rIyd4m1TnSUzux3HxqriMIH19Rqf27doycGW+2sswKQvmvBtms\n+4sgBIJBECIpfrHMUv1imQ9FntLLagaYh+Ny6Ri/eiRFEP5TcowPMPd29wvCdQWxF4zRJ6VD\ntVKT5CarVdcky1PSbIdSs+UuVVlSpuXdxTJMOYLw4YKcu8xZrcLmm/XXd0Re89T7gchL+tiO\ng/xun6hqF9toDn2VzEE5fGI2jSUIgUAQhEhK3j7xoponvc3CB6W5fs5UbnxQqUsRhLfJCWbx\nTX5BuFj6m1Nrmss/9StgBm5KtOqaZNmao1+yc5JeNlLeU+pQmaXsQXh7rPCJ+KxW4WRzfKh+\n64Wr3nkyyByd6gzCqmU3T7xg7Ni25jeSSn0o4UEQAkEgCJFk3FAvJf2nfK3UhfGPSbUzPflC\n6SHzUHyuFEE4Qa4wi5/2C8KLpcd4U6kebxvaSMGoOSv3Ku+kpCPlWlVRpJ8MzpVFaq15Rmdl\n3iAps24EtAoXm+OXyTmeeifIhebEBxxB+O5hidR50Jy8NZYMoivWZNPHf1tTr90JIDMEIZIS\n3xGaw5eZA5tE9C8Jk/crpAjC0TLdLF7pF4Tn2s5zlmrjX0wo1YZaTt3jnWSZIgPVaj3S1Mty\nlnZmWuy4LqalHLYuMadV+Jg5PltGeOodLdNUvEO2INzWXk59YYNW8Qnyx3hlxyYXe22/NiOA\nxoUgRJI9CC9MfC5nnRF6gjBXPjFen4ifEf67WbzEDBrn1AtlkquxqnfuOSVHxvlNintWcrbe\nJHdqQxXFraovMq+AsTJvyXHSK/EoON8zQle9/meEv5e++4zSPlYQ/s3KwVH+/QLQtBCESLIH\n4TwpNweWJL4jTAThUYkgbCnmk9huNaLuVjnGLL7BDBrn1IXS16fBxyS2I8UkzY5ceXqo/u2g\nUsPl7Z5ivPOS3xHuHCbdvjDntAovMceH6d8RuuqdZ1yEqplmD8IpYv4BbG5mBaG6Jf7h6OHf\n+fcLQNNCECLJHoQfipl8NUeYhckgHCL/aQ4Mkjn6yw/djKh7T+QNY7S9GTTOqV/lOT/2NG0V\n7bTRf5LuJzK5sLVxf8QsuVrkdX3IdtXonlHS5VPlKCz5Xn99V+RVT5PvixjfKe4sswfhdDnN\nmDpVkkGoVgzLFely424FIAoIQiTZg1CdLx21NNk1UfKMp78kg/CXMta88X22tNZO+tadVWje\nKXia9PlEqW3nxe8jdE2dLsX36tfGbHtYv7Lzut/pF43uuUra7HNPspkmRXK2MbRaG2qhn5g6\n7iPce6Z0+NBRmHuydhb3WV/9uTeees+SXv9S6vszHPcRPi+xJUpVLYgV2YJQW+3P1tZjOwJo\nVAhCJDmCcOsxIoce1VzyzLsMkkG4OiZdBg+5Rju3Khfp0Cun7T3xJ8v0lpz+RxcVzZND9FHX\n1OorRYqOOLp7zPjAcpTEuh/34xaS/7Rnks3zIvF77PcWipxqDDmeLFN5vrR91144p0X+UQNy\npOe33ibVxj76k28Ktf7Zrxo9XeSQY8rkV0McQQggQghCJDmCUFXcfWxp/iHj4z8+aHvK9eMn\ntowZ51zfTe6c1/nitYmniW69rnt++/Pef04ON0ZdU9XrE3oUlvQatVD/Xu9/ZgzuUlDYe+JH\n3kk2u/PMK1aV/nms3G4MOJ81WjVODnrDXvjp2A753a5JPBrNWe/2aT3y25//gfNZoxWze+e1\nGvwXFcIg3HzeHdnuAhAJBCEa2kI5K0st1+MnKcKIR6wBwSAI0cCqBsjCLDVNEALYDwQhGsqG\n3+ifSG4eK62/z1IPCEIA+4EgREP5UnJ7DhuYL8V/z1YPCEIA+4EgREPZddMJnQqKek/+LGs9\nIAgB7AeCEAgpghAIBkEIhNSO257MdheASCAIAQCRRhACACKNIAQARBpBCACINIIQABBpBCEA\nINIIQiCkuH0CCAZBCIQUN9QDwSAIgZAiCIFgEIRASBGEQDAIQiCkCEIgGAQhEFIEIRAMghAI\nKYIQCAZBCITU5vPuyHYXgEggCAEAkUYQAgAijSAEAEQaQQgAiDSCEAAQaQQhACDSCEIgpCre\nWpPtLgCRQBACIcUN9UAwCEIgpAhCIBgEIRBSBCEQDIIQCCmCEAgGQQiEFEEIBIMgBEKKIASC\nQRACIbW+x6XZ7gIQCQQhACDSCEIAQKQRhACASCMIAQCRRhACACKNIAQARBpBCACINIIQCClu\nqAeCQRACIUUQAsEgCIGQIgiBYBCEQEgRhEAwCEIgpAhCIBgEIRBSBCEQDIIQCCmCEAgGQQiE\nVOWaDdnuAhAJBCEAINIIQgBApBGEAIBIIwgBAJFGEAIAIo0gBABEGkEIhNSmETdnuwtAJBCE\nQEhxQz0QDIIQCCmCEAgGQQiEFEEIBIMgBEKKIASCQRAiu46XBxqoinJ5Zn/rfUk6N1BfGhJB\nCASDIERDGi2aWOmAa7/OdIk6hM96kRXm0EiRj82h3nI9QQigXghCNKTRUty168G5Ii1WZ7jE\nrLGvZFx7H5lhvO5rLnKfMbROZFmiCmcQ1qXeRBDWaZkDb8+jr2a7C0AkEIRoSKNltPZv5aNl\n0vmHhq/9EjnOeH1Fesr5xtBDkrc7MdUZhHUSD8K09n29rmZ/6wcQZgQhGpIZhEotEflrw9e+\nVPJ26a9zZVFpO6Nkogy2ph7QIPzw59pZaLurNu1vCwDCiyBEQ0oE4RaR32gvK0Z3yms94hFz\nmhZU30zqmjdcqZ1zjmyR167/pe8o63u5NQtO7l5YMmDmFmve7y47JL/zRMdP026KyXP66wh5\n/xT5QB/qJTPdF8t821+GbrMXfj6uY373KVvjdTi6pHZM71nQYcxHzu8IXX3RPVUkhs4fN9im\nAhAWBCEakiMIqyeJlB7RXmSc8ZliuSxoLe3bnqR29ZNY72N7F8uNygqf8VLQdVCPXOn2jTLn\nvatTrGdHkR7b7NX3k6nav/uK29TcJncr4yvCla4g/OBgGVOhbIVzS/OP6p8jh67VR11d2tRX\nYocPKiie7whCV180nxdKXO+KA7PhAGQPQYiGZPto9Fk1U9rpZ17Pt5dFelm5FAz+SKmNapH0\n+lwbr3pumbLC5/EVldq/a8fImcqct/D0b5X6R2v9jC/pSjla6R9k/ky9pv2nN1P4gzMIV7WS\na42Mswpzh2tnlZ/0kZP1UVeXzpGe2onl5lNzHUHo6ovmYrH8V8NvNADZRRCiIcUvllmqXyyz\nriD2glH4pHSoVnomddxujE+Sm5JLOG9ZqGoX26iMebsYF8HcIv3t1T8lzXYoNVvuUpUlZTV6\nQA1TjiB8uCDnLke95dJ8s/76jshr2hmks0sfiLykj+04yO/2iURfNAcng/C0NcH5th57AkDG\nCEI0pOTtEy+qxYkQq2ku/1R6Jk01x+fKwORFJ4nwqVp288QLxo5ta34LWB7PypelyF791hz9\nGpyT9OpGyntKHSqzlD0Ib48VPuGst1wmm+ND9VsvXF2aJ4PM0anOIHT2RanqZpIVnR6s9w4B\nUDuCEA3JuKFeSvpP+Vo/Xesx3lRqXEJaLg+ZM21oIwWj5qzca4zEw+fdwxJHf+PgXy4PG1PX\niFTZ6z9SrlUVRfrJ4FxZpNaaZ3RW5g2SMutGQKtwsTl+mZzj6dIEudCc+IAjCF190TRPhlO7\n8wJzOjfUA4EgCNGQEt8R6s61ndssVfbbG76YUKqVtZy6RyXCZ1t7OfWFDRVKnSB/VLZ5vxSp\ntNc/RQaq1XqkaeeKZ6kHpdhxXUxLOWxdYk6r8DFzfLaM8HRptEwzJy63B6G7L5pjk4td0zAb\nKhM8WQYIBkGIhmQPwgtlkmOa/T6/qnfuOSVHxqlE+Pxe+u4zJvRJH4TPSs7Wm+RObaiiuFX1\nReYVMFbmLTlOeiWe7eZ7Rujqkv8ZobsvmvutHMx5J/ONUV8EIRCM1EE44IzkcNWAAdYwQYjU\n7EG4UPo6prlveH9MYjsS4TNFzPfh5mbpg3BHrjw9VP92UKnh8nZPMd6Mye8Idw6Tbl+Yc1qF\nl5jjw/TvCF1dmmdchKqZZg9Cd180lScmgvDaDDdEQyAIgWCkDkLpmRyulOREghCp2YPwqzzj\nE1GLOwi3inySCJ/pcppRNlXSB6H6iUwubG3cHzFLrhZ5XR+yXTW6Z5R0+VQ5Cku+11/fFXnV\n06X3RYzvFHeW2YPQ3RfdtvOMGMybWV2XrVFPBCEQjEyDMGYNE4RIzR6EWqIU36tfEbPtYePK\nTSsIr/udftHonqukzb5E+DwvsSVKVS2IFdUShNOkSM42hlZrQy2Mifb7CPeeKR0+dBTmnvyd\nUp/1leE+XTpLev1Lqe/PcNxH6O6L6e2ZY/7P7f/bENsoYwQhEIzMgnCjlFjDBCFScwRh9ZUi\nRUcc3T1mfiBpBeEoiXU/7sctJP9pZQXW6SKHHFMmvxpSSxA+r52XGffCq72FIqcaQ44ny1Se\nL23ftRfOaZF/1IAc6fmtT5c29pFYv6MLi+Y5rhp19SVrtkz8bVbbB6IioyDce730s0YIQqTm\nCEKlXp/Qo7Ck16iFxvd2VhD+z4zBXQoKe0/8SB+Jh0/F7N55rQb/RdUWhLvzRN41B4eI3K5s\nVcSXqRonB71hL/x0bIf8btckHhzq6JLaPq1HfvvzP3A+a9TVFwBNnH8QdtZIs85xHXJFrrem\nEYRoROrxkxQAIsI/CD2PuDh+hzWNIEQjQhACqI1/EE7VSKupcTPvfM22BEGIRoQgBFCbzC6W\nsSMI0YgQhABqkzoI//4P/yUIQjQiBCGA2vCINSCk9jz6ara7AERCmiCsrPQbJAiBYHBDPRCM\n1EG4Urom4q+qu/n7pQaCEAgEQQgEI3UQTjJ+89Q0Wy63hglCIBAEIRCM1EF4uCRvmnhdfmwN\nE4RAIAhCIBipg/Ag+c4a/l7aWcMEIRAIghAIRuogzJdN1vBWybeGCUIgEAQhEIzUQdhJktdu\nvyEdrGGCEAjExoG/znYXgEhIHYRnyGRr+HI5xRomCAEATUjqIPyzNHs8PvhUrvyXVU4QAgCa\nkNRBWNlPYuNe2FK5ZeX4mPRL3lFPEAIAmpA0T5b5/GDrV5i6fpEsJggBAE1IumeNfjchz4jB\n/Is220oJQgBAE5L+odubH59/w/wnvneUEYQAgCaEX58AQqp6y65sdwGIBIIQCCluqAeCkS4I\nqx45++Ai/Xfqv1y4OFlKEAKBIAiBYKQJwg3HGxeMakO7y+R1q5ggBAJBEALBSB2EFQOl2Tnz\njSBUk2WGVU4QAoEgCIFgpA7Ce6XkFa2wqz78tAyzyglCIBAEIRCM1EF4oixQiSD8Qjpa5QQh\nEAiCEAhGut8j/FwlgnA7P8MEBI0gBIKROgjzZKtKBOF3UmyVE4QAgCYkdRC2k49UIghXSXer\nnCAEADQhqYNwlO07wnEyxionCAEATUjqIPxPaf15PAgfjMl/W+UEIQCgCUn7e4RtFq2RrjtX\nXRCTE5LlBCEAoAlJ82SZr7pbv0fYe12ymCAEADQh6Z41uvVXhUYM5k3caislCAEATUj6X5/Y\n9syCG25butlRRhACgVjf49JsdwGIBH6GCQgpbqgHgkEQAiFFEALBIAiBkCIIgWD4BmH79u13\n6//Ydew1cv52fSJBCASCIASC4RuEIrJTiVfXbxRBCASEIASC4RuEs2fP3qf/43D96HyZoAhC\nICAEIRCMunxH+CfjVwkJQiAQe5e/l+0uAJFQlyBcJ80UQQgAaFLqEoT7Zs9WBCEAoElJG4Sb\n7zxv0GGDzrvre3shQQgAaELSBGHN/2/vTuCjqO/Gj3839wHhiBAuORIBeVCgcnhhBQGpSERM\npVJ8OGoFUZ9ShRpEqQhioVJBLFbrv7WPitR6V23lUKuI+lhbQUDrgSc3CCGAEnL8/nPsTmZm\nN0uAZHbIfN6vl9k5d37EyMfZndncnRm+WjTrHttiQggAaEDihHC6lsCTvn/x+Sdpj7dWLyaE\nAIAGpOYQvi3SY2WVNlH1Si8JvWMtJ4QAgAak5hBeKd/bH5480FvGWssJIeCJPRPvT/QQgECo\nOYTt5W/W9ArpaE0TQsAT3FAPeKPmEKbLTmt6j6Rb04QQ8AQhBLxRcwgby5fW9GbJsaYJIeAJ\nQgh4o+YQ9pAl1vT90suaJoSAJwgh4I2aQ3izNF8bnlyXK7dYywkh4AlCCHij5hDuaCIZN6wp\nqShZc0OGNN1lLSeEgCcIIeCNODfUr8qyfhFh9qvViwkh4InSec8keghAIMT7rNEPLwoZGQxd\n/JFtKSEEADQg8X/7xNfL5t0y78+bHcsIIQCgAak5hNmZD8bcgxACABqQmkOYJu/F3IMQAgAa\nkJpD2EHWujc2EEIAQANScwh/Ig/E3IMQAgAakJpDuDGz0zfurXWEEB45Vx7RH7rK89ELa2e1\ntD3qffzjwAMrEj0EIBDiXDX615zOT34XvQchDKgiKTIn3m0hvXfF3/bobBNZZU5dKPIfc6qL\n3Bz4EHJDPeCNmkPYvXtLkZSO3cOs5YQwoCIhfLWxDCit26fuFv4Iv8PZIr8zpraKrFCzx6zR\np50hDC+snXAIj2of/yCEgDdqDqE4WcsJYUCFQ/hchow4VMdPfa2cYzyukQIZZUw9JqkHI2ud\nITwq4RDGs/meydfc/dmxHqBeEULAGzWH8DonazkhDCgzhP+bIuMr6vqpn5DUA/rjXFmU09JY\nMlH6W2vrM4QVt6Tp/5uXPKXsWA9Rjwgh4I34nywTCyEMKCOEi0JyY5U5f3jJuU3TO0zYaM5p\ntfp6UofUQdrkqqI2qc0HP24u37RgSKeMRj1n7rE223l9+7S2E7fbn3pXSF7SHwfL+otkgz7V\nWWa6L5bZ3EMGlNgXfjq2dVqnqXvDz+E4qiqdUZDeavSHzvcIXWPRXRt5xeNHdfRdqkuEEPAG\nIUQt6SH8pcgd4dmSc0Xye2dL2mPGbFdZ0FzyWlygKieJ5PTKExlrBHOcpHfom58iHb8Ob7a4\nTaigtbZrif25T5di7evhrJOq5sm9yniL8BVXCDecLKP10zZr4dyctD49kuSULfqs66i7ukvo\ntL7pWb92hNA1Fs0b1a/9P1cv37TjQggBb9QYwu8+/3R/zD0IYUAVyWXXSdL9kdkrJG+1Ugeu\nkjTjgxe6Snr/D5XaoWZKS/20bHmeLNKXP7WqXPu6ZbRcoszNMoZvVur15voZX7Up0k/pL2Re\npt7S/lFqqWR85wzhq01lmtE4a2HKIO2s8qNuMkSfdR11pBRoJ5a7h6U4Qugai9JvlrWMqPNv\n2HHbNfj2RA8BCIQaQvjqBakioTOWxtiDEAZUkaRISuSlR7VR5Fn9saqnedrSVVrv0x+3pode\nNjZ4RlpVVu9c0TK0w9ysnXERzJ3Sw/7cz0pyqVJzZLEqb5Sr9e5qGagcIVyWnrTY3NRamL1b\nf3xP5K2oo24QWa3PlTaLdftEZCyaM6pD2Gii//CfGuCJ2CG8Pyn8t8PPovcghAGlh1DujszN\nly7mxKOSrZ9ndTVe3FRqSaRwVdnyvv5YseL2iVeOGdPCfBewq8wy1r4hmfbn3pskLyp1gb7H\nhbJOqVNktrKH8K5QxtPhTa2Fk835AfqtF66jzpe+5myxM4TOsRjP4mtnHee/MgC1EjOE/0kT\n6TC8qJv2n2L09XqEMKCKZOR4kbvCcxMit9e/L6LffNBVzPcKr5b8caYcvW1q7amRv9UfVcZm\ny4zNNok4rj09Q6apskz9ZHCuLFJbzDM6q3l9Jde6EdBauMScv15GRh11vEwwVz7iCKFrLEqv\nqKXgXf/5sM7+5QGII2YIp0jSPfrLWs80lsFRexDCgCqSosqrROZF5q43J3aJ8enskXscfmg7\noXlCqZI8Gfby9jKlzpOHlG2zz0XK7U8+VXqr1/SkaeeKI7SzzCzHdTFN5NStkS2thU+a83P0\nn1HXUYtkurlypT2E7rFoflW929Q6+0YBOMHEDGGPyMtOSyTzsHsPQhhQ+lWjVVeLzDXmJkSu\naLTOCJ8PL59k3+lB6W7+BHWLH8IXJGnvLLlHmyrLaqr11rgCxmre0nOk81fhLWOeEbqOGvuM\n0D0WzZ4WkQ42cv76aQABEjOEjSX8Yb9bRL5270EIA8q4j7Bqshhv36n50tVcvDTyHqFZuIXS\n3b7TVDF/vnYnxw9haYo8N0B/d1CpQfKvAjF+yKrfI9w/UDqGP/3FWnitOT9Qf4/QddT5xkWo\nmun2ELrHoludY3Yw88Wj/XYAaDBihjBkXuag/bUnstG9ByEMqPBHrF0vcpsyrho1klbVy1wc\nKdwXqfprk5YZcrHxWCzxQ6jOlMkZzY37I2bLDSJv61O2q0a/HSrtPlaOhY2MX46yVuTNqKOu\nFzHeU9yfaw+heyyGTT/OFEm/LOrH3A/K3t2U6CEAgRAzhCLro6YshDCgIh+6PUXkVu1hlLTW\nCnRgoqS+py+1PgdthmTdp38Wacky/fX15RJaqlTFglDmEUI4XTLlUmPqNW2qsbHSfh/hoUuk\n1UbHwpQhO5X6pLsMij6qGiGdP1Dqm0LHfYTusYQd+mDjQeVL3FAPeIMQopasX8N0o8jNSu09\nS+SUPtmSat6ZYIWwUgtlZq9+nULmq5XDRdqflSvXnH+EEC4XMe+FV4cyRIYZU45PlikfJS3W\n2hfe0TitT88kKdgc46g7ukno9H4ZmfMdV426xuJ7hBDwRg0h/OOrpuopayUhDCgrhOomkZuU\nKrv37Jy09uPC/6dk+2Tst8fnZzTqPHSh8aZe2ZwuqU37P6yOFMKDqebVp5rzIzdpOD9rtGKs\nNHvHvvDjMa3SOt4Y+eBQx1HVvun5aXmjNjg/a9Q1Ft8jhIA3aghhNGslIYQPHMevpDhhEELA\nG4QQJyRCCKCuxAzhQzFYKwkhfIAQAqgr/BomnJCCEMItzcYleghAIBBCnJCCEEIA3iCEAIBA\nI4QAgEAjhACAQCOEAIBAI4QAgEAjhACAQCOEgE9xHyHgDUII+BSfLAN4gxACPkUIAW8QQsCn\nCCHgjZghzMvLO6h/sbNWEkLAE4QQ8EZNv4Zpv/t3MVkrCSHgCUIIeCNmCOfMmXNY/2JnrSSE\ngCcIIeAN3iMEfKp80/ZEDwEIhNqGcI81RQgBAA1IzSG83T6z9wxrkhACABqQmkMo91dPl/Th\nYhkAQIMUJ4RJT0cmS/pJmrWcEAIAGpCaQzhF0v9hTu07S9Ket5YTQgBAA1JzCKuukCbr9InS\nsyX1uerlhBAA0IDEuWq0bLC0/lyp/edK6jO2xYQQ8MSuwbcfeSMAxy3e7ROlvaXzzgP9JeUp\n+1JCCHiCG+oBb8S9j3DHKdLn+5LyhGMhIQQ8QQgBb8S/oX5Tnkjyn53LCCHgCUIIeOMInyzz\n78bJj7kWEULAE4QQ8EbMEHav1iwrPGGtJISAJwgh4I2afg1TFGslIQQ8QQgBb8QM4XUxWCsJ\nIeCJAw+sSPQQgEDg1zABAAKNEAIAAo0QAgACjRACAAItZgjz8vIO6l/srJWEEADQgNR0+8R+\n9z0U1kpCCABoQGKGcM6cOYf1L3bWSkIIeKJ03jNH3gjAceM9QsCnuKEe8EbMED70WZw9CCHg\nCUIIeKOG9wjbjfn9f2rYgxACniCEgDfifNZo3uW/XV8VvQchBDxBCAFvxAzhCzedlWrGMPfS\nu/9V6dyDEAJ6avzdAAAgAElEQVSeIISAN2q6WObgy7cNzDJj2GTY/LcOV68hhIAnCCHgjXhX\njR5+c96wJmYMs4dYSwkh4Ik9E+9P9BCAQDjS7ROV791T1JIb6gEADdWR7yOs2nDfGYQQANBA\nxQ9hxT9/c2mufj6Y3MtaRggBAA1IzSE89PodQxvrEcz4/i1/31e9nBACABqQ2CHcv/yW72fo\nEWw2fN6aMucehBAA0IDEDGHfFD2CJ4++731uqAcANGw1fLJM+vhHvqhhD0IIeOLQynWJHgIQ\nCDV9xFrG9295aV/MPQgh4AluqAe8ETOEvx3V2rhU9IwpT26P2oMQAp4ghIA3arpq9OM/jOtk\nfKZMl6v+tMmxByEEPEEIAW/Eu49w82PX/FdIj2GbH/22+s0KQgh4ghAC3jjSJ8vsfuaG3sl8\nxBrgPUIIeOPIH7Gm9j3OR6wB3iOEgDeOEMKdT/38DOOEkBACHtuWf12ihwAEQpwQfvXopG7m\nL2GSggkPWYsJIY5FV3m+Xp73XHkk+unDC2tntbQ96n0ANCA1hPCjB8d2NBsY+q9rlm2170EI\nEUORFEUmu8ptMTY43hBuE1llTl0o8h9zqovcTAgBHK+YIby8lRnB5O/9/Ond7j0IIWKo9xCq\nbnKL8Xg4W+R3xtRWkRVq9pg10U8fXlg74RAe1T4AGpCaPllGUs8ufjHmR8sQQsRQ/yG8Vs4x\nHtdIgYwyph6T1IN18PThEMZVurXsiNsAOEHFDGHmgF+uOhhzc0UIEVP9h/AJST2gP86VRTkt\njSUTpX9dPP0RQ3j47m4iGcPeONYDAPC3mCGM+z+/hBAxxArhqqI2qc0HPx5Z+vynY1undZq6\nNzL79aQOqYNcm3WUV/SHQgnt0B87ycvWEXaF5CX9cbCsv0g26FOdZab7YpnNPWRAiX2h/Ziu\nEanSGQXprUZ/6HyPcNOCIZ0yGvWcucc68L6zzXcKkn5z/N8mAD5Ui/sIXQghYogOYeUkkZxe\neSJjq8ylc3PS+vRIklO2mLMLmkteiwtcm11lvBFYkSOyTHv8XDK+qz7E6VKsfT2cdVLVPLlX\nGW8RvuIK4YaTZbT+v3HWQscxXSPa1V1Cp/VNz/q1I4TjJL1D3/wU6fh15Lg/DF87LaG/18d3\nrmaVew54e0AgoAgh6kR0CGdKS/3Ua3meLDKXpgzartRH3WSIOZve/0Oldrg2e0zO0r6+Je3k\np9rjgzLIdogp0k/pL2Repq2/TJtaamTSHsJXm8o0o3HWQscxXSMaKQXaieXuYSmOED61qlz7\numW0XBI+7Dqx9Kvr71p83FAPeIMQok4Uic1t2oKt6SHzZc1npFWl0qOUbVyB/J7IW8Zsa+Na\nLNdm2yVZW3yHLM7opC27Qu60HeJZSS5Vao4sVuWNcrXeXS0DlSOEy9KTFpubWgvtx3QdaoPI\nan2utFms2ycqWpovzio1r/rPFfp4j5c2EELAE4QQdaJI0nLDko0QLpEe5pqqbHlf6VGabM4P\nMF797Gq8zhm9WXf5q1IDZdMg+UxVtZS3bYfYmyQvKnWBvtmFsk6pU2S2sofwrlDG0+FNrYX2\nY7oONV/6mrPFzhBWrLh94pVjxrQw35FU6npJHEIIeIEQok5EvTR6teSPM+Xo/dKWLjFXXy8j\njdnHjDn3Zj+TKeq79E7qTnlQvS9NKuzHOEOmqbJM/WRwrixSW8wzOqt5fSXXuhHQWmg/putQ\n42WCufIRRwjXnhqp0KPm6mm2MP3gci8NJ4SAJwgh6kRUCH9o68cTxtInzdVzZLCqvt3Bvdlz\ncppaKVer/5Mr1ELrfTrTVOmtXjMy+oaMUI9KluO6mCZyqvURSNZC+zFdhyqS6ebKlfYQluTJ\nsJe3a098njxkrv7f6r0aHaqz71dt8B4h4A1CiDoRFcIJMsmxQdQZoRlC92YlybJ9uvxZVTRp\nWTVc7nGse0GS9s4ylpVlNa28yrwCxmre0nOk81fhLWOeEboOFfuM8EHpfthY2i0Swj1NrRBe\nVdvvRt0ghIA3CCHqRFQIF0p3xwZd5VpzYmD4PUIzhO7NVD95rG9op1KXyL9zZL1jVWmKPDdA\njN8RPUj+VSDGT2L1e4T7B0rHz8wtrYX2Y7oONT9yEeh0ewinivkfxO7kSAjVHyMdbLetdt+L\nukIIAW8QQtSJqBB+kWq81Kmqlzb6Rn9cK/Kmqg6hezN1sxQl99Qe75HLJc91kDNlckZz4/6I\n2XKDmFfS2K4a/XaotPtYORbaj+k61HoR4z3F/bn2EM6Qi421xWKFUD2YbXTwex8dzTekDnAf\nIeANQog6EX0f4QzJuk9/T61k2WRzacoQ7UTvk+7mvYHWR6K5NlOrJCRTlX53Q0hGuw4yXTLl\nUmPqNW2qsX7Dn+M+wkOXSKuNjoWOY7oONUI6f6DUN4WO+wiXS2ipUhULQpnVIVS7Fo8Zcd3z\nlXXwbQLgQ4QQdSLGJ8tMEcns1a9TyHxFsqvc0TitT88kKdhszoZD6NpMfZch8jd9opXI/3Md\nZLl2XmbcC68OaVsNM6YcnyxTPkparLUvdBzTdagd3SR0er+MzPmOq0aHi7Q/K1euOd8WQgAN\nGiFEnYj1WaNvj8/PaNR56MLPzKXPfzymVVrHG/eEN7I+JNuxmX6joPnh2j8W+cx1kIOpImvN\nyfNF7jImnJ81WjFWmr1jX2g/pvtQ+6bnp+WN2uD8rNGyOV1Sm/Z/WBFCIDAIIRqu4/6NFwCC\ngBCi4SKEAGqBEKLhIoQAaoEQouE6wUO4o/dNiR4CEAiEEA3XCR5CbqgHvEEIAZ8ihIA3CCHg\nU4QQ8AYhBHyKEALeIISATxFCwBuEEPApQgh4gxACPnVo5bpEDwEIBEIIAAg0QggACDRCCAAI\nNEIIAAg0QggACDRCCAAINEII+NSeifcneghAIBBCwKe4oR7wBiEEfIoQAt4ghIBPEULAG4QQ\n8ClCCHiDEAI+RQgBbxBCwKcIIeANQgj4VEnxo4keAhAIhBAAEGiEEAAQaIQQABBohBAAEGiE\nEAAQaIQQABBohBDwqQMPrEj0EIBAIISAT3FDPeANQgj4FCEEvEEIAZ8ihIA3CCHgU4QQ8AYh\nBHyKEALeIISATxFCwBuEEPCpXYNvT/QQgEAghACAQCOEAIBAI4QAgEAjhACAQCOEAIBAI4QA\ngEAjhIBPlW/anughAIFACAGf4oZ6wBuEEPApQgh4gxACPkUIAW8QQsCnCCHgDUII+BQhBLxB\nCAGfIoSANwgh4FOEEPAGIQQABBohBAAEGiEEAAQaIQQABBohBAAEGiEEAAQaIQQABBohBHxq\nS7NxiR4CEAiEEPApbqgHvEEI4QPnyiP6Q1d5PnphcBFCwBuEEBG75l/YNiOj7dBffVZvh9gm\nssqculDkP+ZUF7mZEMZECAFvEEKE3Z0lkpTbKkX7Or7eDtJNbjEeD2eL/M6Y2iqyQs0es0af\ndoYwvDC4CCHgDUII03UiF/79oFKV78zITa+3o1wr5xiPa6RARhlTj0nqwchaZwg9sW7edTc9\n/q3XR60dQgh4gxDC8LDI7ZHp0p/V22GekNQD+uNcWZTT0lgyUfpbaz0P4a6Rost72tvD1hIh\nBLxBCKEr7yg/iFq4qqhNavPBj5szWqS+ntQhdZAx9dVVbTO6zKtQlYt7ZTct+tTYYNOCIZ0y\nGvWcucfafuf17dPaTtxuf8pdIXlJfxws6y+SDfpUZ5npvlhmcw8ZUBJe+GUo8l7i5yH5RHs4\nvOTcpukdJmzUF32dLBvNlZ+EQpuihqBKbipIbzV642ppG+MPpNnfS0xJ1ct8pOzdTYkeAhAI\nhBC6V0Vedi2qnCSS0ytPZGyVPttVFjSXvBYX6FO/yU3u0lTkqopCadUpJHlb9Q3GSXqHvvkp\n0vFrZW6/uE2ooLVIfon9WU+XYu3r4ayTqubJvcp4i/AVVwg3nCyjy1Rk4QUyw9zzduPUseRc\n7Rl7Z0vaY/qyS+Xn5spiGRI9hG1dJXR6v8ysX5shdP2BNLdKRO7eOvpGAjjxEELoZkt6mWvR\nTGmpnyctz5NF+mxXSe//oVI7jKmR2sMSkR+1/odSH3WU6/UNnlpVrn3dMlouUeb2GcM3K/V6\nc/2Mr9oU6ad9XS2Xqbe0f5RaKhnfOUP4alOZZpTKXPiwnFxp7Fkg/0/7eoXkrVbqwFWStlab\ne0maH9LXHc6TJ6OHMFy6aiPeW5RqhtD1B9LK2MYKofyxrr6TAE44hBC6iVLgWrI1PWSeIz4j\nrfQSdZXW+8w1XaX9d/rjOWK+kvlHaW/br6JlaIe5VTvjIpg7pYf9aZ+V5FKl5shiVd4oV+vd\n1TJQOUK4LD1psbmpufBgY/OOi9WSpe24UeRZfa6qp/H+WVWBLNVnn5S8w1FDeF+SjBdfD3Uy\nQuj+A2nFrO6gdJ/oQ/ynBniCEEJ3hfQ0Jy42snCvfsIXDlhVtryv9EgVh7ftGr6s5sZwAD8Q\nMc4mK1bcPvHKMWNamO8CdpVZxto3JNN+oL1J8qL+euf7+q2E65Q6RWYrewjvCmVErlwJL5wg\n/60//FSu1L7Oly7mykclu9yYH6DPDZWbVdQQ5sl55razjBC6/0Dauaz43FnH/O8TwFEghNBZ\nZ4Tj2rZtm6yH8GrJH2fK0dOlReqx8LZdZZnxOF8GGY/fiHyjPaw9NfL396P2rTaJVNiPdIZM\nU2WZ+sngXFmkn5StVrYQ9pVc6+bB8MLXJGu/Ut/mGCeGE6TIXPm+iH7f/650+UipL5JCxmUl\nziGMl/DVr88ZIXT/gZQqCVU3Z/y7PvRh3fzLBRAfIYTO8R5hWz2EP7SdmTyh7Lc2RKbukhHG\n416RXVpV8mTYy9u1JzlPHrJv9blIuf1IU6W31raRSj9XHKGd2GVVXxej7dNETt0a2TK8sCpf\nf8LHpL3+emaR+X6kVkAR/U1C9WP5hX7Ry4X6tGsIRZHLbF4xQuj+A2nOrF7ivlQIQHAQQuj+\nYVy8GWaEcIJMcmxxpBA+KN3Nt+m6xQ/hC5K0d5bco02VZTWtvMq42rM6hEvPkc5fhbeMfMTa\nLP3lz6Fyqz49IXJrXfiMUK2WFmUVbY1LZdxDGC8/MbddaoTQ/QfS/NXq4NlV7nU+sPvy3yR6\nCEAgEELoyjvJMGvGCOFC6e7Y4kghnCrmT9Lu5PghLE2R5wbo7w4qNUj+VSDGj1P1e4T7B0rH\n8GedRkL4eSj0+ZZk4yZCNV+6miuXmu8RKnWa/OU5aWUE0DWEX0XeY7vVCKH7D2SuMXX8KmqV\nD3BDPeANQgjDIyJ3RKaNEH6RGnkB0XSkEM6Qi425YokfQnWmTM5obpyAzZYbRN7Wp2xXjX47\nVNp9rGwLlRogs+eHP39mY/hK1apekTcLfytDhocvlXENYZ3IO/rsd3lGCN1/IMOzfbQMNvnZ\nnqgVfkAIAW8QQpiuE/nBcv1DNz+5I8O41X2GZN2n36RXsmyyvv5IIVwuoaVKVSwIZR4hhNMl\nUy41pl7TphobK+33ER66RFpttC1U6iEp+C/jJkLNKGn9plIHJkrqe+aCfdmh5JB5DukewsXS\n7SNt/JeH7yN0/YHCdr77gXN8/kEIAW8QQoT9Jksk+aR22SKhH+sXrFROEcns1a9TyHxJ8Ugh\nVMNF2p+VK9ecf4QQLtfOwcw72g9lSPgFWccny5SPkhZrlS2EBxqJcROhcbCzRE7pky2p1q9o\nulrMS2Wih7CtiyT16JeZOd+8z8P1B/I/Qgh4gxAiYtf8IW0yMtoMmR35fYRvj8/PaNR56EJj\n/oghLJvTJbVp/4fVkUJ4MDV8wafSNpW7jAnnZ41WjJVm79h/H+E4MW4iNJTde3ZOWvtx663n\ne1fMS2Wih6D2/qJTWt7l61+S02L8gfyPEALeIIQ4wf01fKlMzRaGi32iIYSANwghTnDDwr/r\nt0YVPWWhN0OpYwceWJHoIQCBQAhxYntJ0rfUsGr73frVoLvHSPNvvBwRgBMMIcQJbNv5ZyQ5\nf7uF3eeSUjCwd5pk/d3LMQE40RBCnMA+l6SOd1TWtPbArPPapGd2mfyJl0MCcMIhhACAQCOE\nAIBAI4QAgEAjhIBPlc57JtFDAAKBEAI+xQ31gDcIIeBThBDwBiEEfIoQAt4ghIBPEULAG4QQ\n8ClCCHiDEAI+RQgBbxBCwKd2X/6bRA8BCARCCAAINEIIAAg0QggACDRCCAAINEIIAAg0QggA\nCDRCCPjUoZXrEj0EIBAIIeBT3FAPeIMQAj5FCAFvEELApwgh4A1CCPgUIQS8QQgBnyKEgDcI\nIeBThBDwBiEEfGpb/nWJHgIQCIQQABBohBAAEGiEEAAQaIQQABBohBAAEGiEEAAQaIQQABBo\nhBDwKW6oB7xBCAGfIoSANwgh4FOEEPAGIQR8ihAC3iCEgE8RQsAbhBDwKUIIeIMQAj5FCAFv\nEELAp8o3bU/0EIBAIIQAgEAjhACAQCOEAIBAI4QAgEAjhACAQCOEAIBAI4SAT+3ofVOihwAE\nAiEEfIob6gFvEELApwgh4A1CCPgUIQS8QQgBnyKEgDcIIeBThBDwBiEEfIoQAt4ghIBPffuX\nNxM9BCAQCCEAINAIIQAg0Agh6lNXeb72G58rj0TvE15Y4zwAHCdCiHiKJOLVY9o/Zgi3iawy\npy4U+Y851UVujhvCB25b75gHgLpCCBFPkaTlmt44pv1jnxF2k1uMx8PZIr8zpraKrFCzx6yJ\n3ie8sLcsc8wDQF0hhIinSIqOa//YIbxWzjEe10iBjDKmHpPUg3H3sUJYH/Ycqr/nBuB7hBDx\n1E8In5DUA/rjXFmU09JYMlH6x9+n/kL4z6JGEur52/J6evrjUFL8aKKHAAQCIUQ89hBqgfp6\nUofUQdrkqqI2qc0HP24t33l9+7S2E7eHN1w56uT05j1v3BhrnWFXSF7SHwfL+otkgz7VWWa6\nL5bZ3EMGlIQXPhJ+o3JQ9XuEh5ec2zS9w4SNMcewacGQThmNes7c4xz518kS3v6TUGiTOXVf\nivnU/Uvr6ntWZ7ihHvAGIUQ8zhAuaC55LS5QlZNEcnrliYytMpcvbhMqaC2SX6LPlo/T1vY+\nNUOmRK+LOF2Kta+Hs06qmif3KuMtwldcIdxwsowuU+GFb47Lle+PGzfu19ZGJedqz9k7W9Ie\nUzHGME7SO/TNT5GOXztHfqn83BxAsQwxJ15NilwNdHl9fP+OCyEEvEEIEY8zhOn9P1Rqh5op\nLfWTweV5sshcnjF8s1KvN9fP6pS6UTIfLFeq4oW/RK+LmCL9tK+r5TL1lvaPUksl4ztnCF9t\nKtOMzIYXWi+NhuevkLzVSh24StLWxhjDU6v0Vzq3jJZLnCN/SZobbwcezpMnzac7z7osVtbW\n8ffuuBFCwBuEEPFYt0/couek9T592db00MvGymekVaXSl7czLnS5U3poX79Isb+b51xneVaS\nS5WaI4tVeaNcrXdXy0DlCOGy9KTF5qaxQ7hR5Fl9rqqnGYvYx6loGdphrjVHrqoKZKn++KTk\nHTYW7E2qDuGte3xmAyEEPEEIEY91+8Sdek6KjWVLIrGpypb3lb58ljH7hmRqXxfKKbb9ness\nWn9eVOoCffcLZZ1Sp8hsZQ/hXaGMp8Obxg7hfOlizj4q2eUxjlOx4vaJV44Z08J8LzIycn2/\nAfrDULnZnN8gvkYIAS8QQsTjfGnUfD/uaskfZ8rRc6YtNxu1SaRCqZ/IONv+znXVzpBpqixT\nPxmcK4vUFpHVyhbCvpJr3SwYO4QTIuN6X+Sz6OOsPTWSkkftI1dqV7p8pJ21JkUulfnEVp2T\nB/vMeYQQ8AQhRDyuq0aNxx/a4vGEbfnnIuX62im2/Z3rqk2V3uo1Gan0c7gR2mldlnVdjL5P\nEzl1a2TL2CEskuvN2V3me3vO45TkybCXt5fp7wA+ZB+F5sfyC6VulQvDs2WNq/8svz/G71G9\n4fYJwBuEEPHECuEEmeTYxhkh9xlh7BC+IEl7Z8k92lRZVtPKq8xrOK0QLj1HOn8V3rKmM8Lw\nyZJ1Rmg/zoPS3XwLsFtUCFdLi7KKtpFLZZS6yupgo521/aYAaFgIIeKJFcKF0t2xjTNCi6Rz\njeuqlabIcwP0dweVGiT/KhDjh6r6PcL9A6XjZ+aW4YV93O8RdjVnl0beI7QfZ6qYP9W7k6NC\nqE6TvzwnrQ5HZre2iYRwSW2/JwAaGEKIeGKF8ItU4xXRqOVmhL5MkcdrWmdzpkzOaG7cHzFb\nbhB5W5+yXTX67VBp97GyLTxf/qBs8xvFfOKqXuYAnceZIRcbc8USHcLfypDhkUtldB+cZmQw\n455af08ANDCEEPHECqHWmaz79NvxSpZNti8Px26qZP1Rv4/wxb9Er6s2XTLlUmPqNW2qsbHS\nfh/hoUuk1Ubbwp/KGCObkflR0vpNpQ5MlNT3osewXEJLtREsCGVGh3Bfdig59JltJOVP/nRo\n0bytCkBQEULEEzOElVNEMnv16xQyXyN1xa78v0Vy+nTLDH+yTA0hXK6dhRm346tDGSLDjCnH\nJ8uUj5IWa6sXvhaSdv3Pv9Ga33uWyCl9siX1EcfYwscZLtL+rFy55vzoEKqrxbpUBgAUIUR8\nMUOo1Nvj8zMadR668DP7cit2fxvZOjW31y8+jLUu4mCq9VEu54vcZUw4P2u0Yqw0e6f6s0Wf\n+n6TkP2zRsvuPTsnrf249c6xhY9TNqdLatP+D6tYIXxXqi+VAQBCiMD5q+1SGX/79i9vJnoI\nQCAQQgTMsPBvBfY/PmsU8AYhRLC8JOlbEj2GWiKEgDcIIQJk2/lnJDl/D4afEULAG4QQAfK5\nJHW8ozLRo6gtQgh4gxACPkUIAW8QQsCnCCHgDUII+NSO3jcleghAIBBCAECgEUIAQKARQgBA\noBFCAECgEUIAQKARQgBAoBFCwKfKN21P9BCAQCCEgE9xQz3gDUII+BQhBLxBCAGfIoSANwgh\n4FOEEPAGIQR8ihAC3iCEgE8RQsAbhBDwKUIIeIMQAgACjRACAAKNEAIAAo0QAgACjRACAAKN\nEAIAAo0QAgACjRACPrUt/7pEDwEIBEII+BQ31APeIISATxFCwBuEEPApQgh4gxACPkUIAW8Q\nQsCnCCHgDUII+BQhBLxBCAGfOrRyXaKHAAQCIQQABBohBAAEGiEEAAQaIQQABBohBAAEGiEE\nAAQaIQR8avflv0n0EIBAIISAT3FDPeANQgj4FCEEvEEIAZ8ihIA3CCHgU4QQ8AYhBHyKEALe\nIISATxFCwBuEEPCp0nnPJHoIQCAQQgBAoBFCAECgEUIAQKARQgBAoBFCAECgEUIAQKARQsCn\nDjywItFDAAKBEAI+xQ31gDcIIeBThBDwBiEEfIoQAt4ghIBPEULAG4QQCdFVnq/9xufKI9H7\nhBfWzmppe9T7JBwhBLxBCHFMiiTi1WPaP2YIt4msMqcuFPmPOdVFbiaEAOoTIcQxKZK0XNMb\nx7R/7DPCbnKL8Xg4W+R3xtRWkRVq9pg10fuEF9ZOOIRHtU/C7b78N4keAhAIhBDHpEiKjmv/\n2CG8Vs4xHtdIgYwyph6T1IPx96mVcAjj+XLJtFv+vP9YDwDgxEUIcUzqJ4RPSOoB/XGuLMpp\naSyZKP2PsE+tHDGE316bor/O2/xPx3oEACcsQohjYg+hFqivJ3VIHaRNripqk9p88OPW8p3X\nt09rO3F7eMOVo05Ob97zxo2x1hl2heQl/XGwrL9INuhTnWWm+2KZzT1kQIl94adjW6d1mro3\n/ByOIajSGQXprUZ/6HyPcNOCIZ0yGvWcucc6cOWwyFue99bRNwjACYMQ4pg4Q7igueS1uEBV\nThLJ6ZUnMrbKXL64TaigtUh+iT5bPk5b2/vUDJkSvS7idCnWvh7OOqlqnpGkrSKvuEK44WQZ\nXaZsC+fmpPXpkSSnbNFnXUPY1V1Cp/VNz/q1I4TjJL1D3/wU6fh15Lh/sK79yfiifr5hAHyL\nEOKYOEOY3v9DpXaomdJSPxNbnieLzOUZwzcr9Xpz/axOqRsl88FypSpe+Ev0uogp0k/pL2Re\npt7S/lFqqWR85wzhq01lmtE4a2HKIO2s8qNuMkSfdQ1hpBRoJ5a7h6U4QvjUKm0castouSRy\n3LOsEMqcevhuAfAzQohjYt0+cYveotb79GVb00MvGyufkVaVSl/ezrjQ5U7poX39IkWWVe/v\nXGd5VpJLlZoji1V5o1ytd1fLQOUI4bL0pMXmptbC7N3643sib0UNYYPIan2utFms2ycqWoZ2\nmFNVadUh7FzsG0vq5t8VgPgIIY6JdfvEnXqLio1lSyJRq8qW95W+fJYx+4Zkal8Xyim2/Z3r\nLHuT5EWlLtB3v1DWKXWKzFb2EN4Vyng6vKm1cLI5P0BvsmsI86WvOVvsDGHFitsnXjlmTAvz\nHUmlvhVfOn3Tcf97AnBkhBDHxPnS6GPG49WSP86Uo+dMW26eAm4SqVDqJzLOtr9zXbUzZJoq\ny9RPBufKIrXFPKOzmtdXcq0bAa2F4fOm62Vk1BDGywRz5SOOEK49NZKaR8NP1qS6Phes9IvH\nuKEe8AQhxDFxXTVqPP7QdjLzhG355yLl+toptv2d66pNld7qNT1p2rniCPWoZDmui2kip26N\nbGktfNKcnyODo4ZQJNPNlSvtISzJk2Evb9ee+Dx5yPrjWP5w3N+busInywDeIIQ4JrFCOEEm\nObZxxs59Rhg7hC9I0t5Zco82VZbVtPIq8woYq3lLz5HOX4W3jHlG6BpC7DPCB6X7YWNpNyuE\n7yRFOtjx21p/D+obIQS8QQhxTGKFcKF0d2zjjN0i6VzjumqlKfLcAP3dQaUGyb8KxPhpq36P\ncP9A6fiZuaW18FpzfqD+HqFrCPONi1A10+0hnCrmD/3uZCuE6p6Q2cFm/6r1t6DeEULAG4QQ\nxyRWCL9INV4RjVpuxu7LFHm8pnU2Z8rkjObG/RGz5QaRt/Up21Wj3w6Vdh8rx8JG3+iPa0Xe\njBrCekynfQEAABspSURBVBHjPcX9ufYQzpCLjbXFUh1CtVK/gyJttJ/uIiSEgDcIIY5JrBBq\nhcm675D2WLJssn15OHZTJeuP+n2EL/4lel216ZIplxpTr2lTjY2V9vsID10irTY6FqYM2anU\nJ91lUIwhjJDOHyj1TaHjPsLlElqqjWNBKNMWQqW2rfnnQeUnhBDwBiHEMYkZwsopIpm9+nUK\nmS9QumJX/t8iOX26ZYY/WaaGEC7XTsyMe+HVoQyRYcaU45NlykdJi7X2hXc0TuvTM0kKNscY\nwo5uEjq9X0bmfMdVo8NF2p+VK9ec7wih72xpNi7RQwACgRDimMQMoVJvj8/PaNR56MLP7Mut\n2P1tZOvU3F6/+DDWuoiDqSJrzcnzRe4yJpyfNVoxVpq9Y1/48ZhWaR1vjHxwqGMIat/0/LS8\nURucnzVaNqdLatP+DyufhxCANwghTmzH8SspAEBHCHFiI4QAjhMhxImNEAI4ToQQJzZCCOA4\nEUKc2AghgONECAEAgUYIAZ/ihnrAG4QQ8ClCCHiDEAI+RQgBbxBCwKcIIeANQgj4FCEEvEEI\nAZ8ihIA3CCHgU4QQ8AYhBHyqfNP2RA8BCARCCAAINEIIAAg0QggACDRCCAAINEIIAAg0QggA\nCDRCCPjUrsG3J3oIQCAQQsCnuKEe8AYhBHyKEALeIISATxFCwBuEEPApQgh4gxACPkUIAW8Q\nQsCnCCHgDUII+NSBB1YkeghAIBBCAECgEUIAQKARQgBAoBFCAECgEUIAQKARQgBAoBFCwKdK\nih9N9BCAQCCEgE9xQz3gDUII+BQhBLxBCAGfIoSANwgh4FOEEPAGIQR8ihAC3iCEgE8RQsAb\nhBDwqT0T70/0EIBAIIQAgEAjhACAQCOEAIBAI4QAgEAjhACAQCOEAIBAI4SATx1auS7RQwAC\ngRACPsUN9YA3CCHgU4QQ8AYhBHyKEALeIISATxFCwBuEEPApQgh4gxACPkUIAW8QQsCndvS+\nKdFDAAKBEAIAAo0QAgACjRACAAKNEAIAAo0QAgACjRDCM+fKI7aHWm3bVZ6PXlg7q6XtUe8D\nIIgIIeIqEl3ySQPvLz/u54oVwm0iq8ypC0X+Y051kZsJoaZyz4FEDwEIBEKIuIokq0OHDi1C\nIucePN7nCjdp9pg1toXd5Bbj8XC2yO+Mqa0iKyIbOUPo3PMIwiE8qn38hRvqAW8QQsRVJEX6\nQ+kdIrcf73PFPDm7Vs4xHtdIgYwyph6TVKu5zhAelXAI4zt0/Oe59YcQAt4ghIgrHEKlRsiZ\nx/tcMUP4hKQaLwDOlUU5LY0lE6W/tbZeQ7j15yeLnHp76bEeob4RQsAbhBBxWSEslp7mxKqi\nNqnNBz9uzmih2nl9+7S2E7eb8yU3FaS3Gr0xHKFNC4Z0ymjUc+Yec2XMi2V2heQl/XGwrL9I\nNuhTnWWm+2KZzT1kQIl94adjW6d1mrpXxRiSKp2hj+FD53uErqHo3jzJeP9TCjYd93epfhBC\nwBuEEHFZIRwkV+gPlZNEcnrliYyt0me7yuI2oYLWIvkl+uy2rhI6vV9m1q/NCI2T9A5981Ok\n49fGU8S+avR0Kda+Hs46qWqe3KuMtwhfcYVww8kyukzZFs7NSevTI0lO2RJjSLu6S+i0vumR\nMYT3cQ1FszNXwrqV1fm3rU4QQsAbhBBxmSE8uPEaSf+nPj9TWupnXsvzZJE+21Uyhm9W6vXm\n+lmcUsOl64dK7S1KNSP01Cr9Lbgto+US47lih3CK9FP6C5mXqbe0f5RaKhnfOUP4alOZVmXb\ns6ukDNLOQD/qJkNiDGmkFGgnlruHpThC6BqK0k9xLX+o6+9a3SCEgDcIIeIqisRipNHBremh\nl43lz0irSqU3qZ1xYcud0kP7+r4kGS9uHurkeH+uomVoh/4YO4TPSnKpUnNksSpvlKv17moZ\nqBwhXJaetNjc1FqYvVt/fE/kraghbRBZrc+VNot1+0RkKJr/qg7hpcf7XaofhBDwBiFEXEWS\nXVBQ0D5Vcqbpp1RLjOBpqrLlfaU3aZYx+4Zkal/nyXnm2lnhEFasuH3ilWPGtDDfBowdwr1J\n8qJSF+hPd6GsU+oUma3sIbwrlPF0eFNr4WRzfoB+64VrSPOlrzlb7AyhcyiaRuJ7fbiPEPAC\nIURc4fcIK5fnGxNXS/44U46eL61Jy4zNNolUKDVefmbu9ZwZobWnRv5Kf1SfreGTZc6Qaaos\nUz8ZnCuL1BbzjM5qXl/JtW4EtBYuMeevl5FRQxovE8yVjzhC6BqKpnl1cJoM9qf/qbt/jwBq\nRggRl3WxzNtGoH5oO195QlXf3vC5SLm+8Qxz41eMCJXkybCXt5cpdZ48pC+tIYRTpbd6TU+a\ndl45Qj0qWY7rYprIqVsjW1oLnzTn58jgqCEVyXRz5Up7CN1D0fSv3u0ndfXdAnAiIoSIywph\nVSOZp9QEmeRY7Qzh+EhSlhoRelC6HzZmu8UN4QuStHeW3KNNlWU1rbzKvALGat7Sc6TzV+Et\nY54RuoYU+4zQPRTN76pD+PLRfU8ANCyEEHFVhzBbpim1ULo7VjtD+Cs5y1x8qxGhqWL+cO1O\njhvC0hR5boD+7qB+j8a/CuRXto20598/UDp+Zm5pLbzWnB+ov0foGtJ84yJUzXR7CN1D0Rw+\nM9LB0Uf3LQHQwBBCxGWF8A3jo0C/SDVeEbU4Q7hO5B197rs8I0Iz5GJjZbHEDaE6UyZnNDfu\nj5gtN4i8bdtIf/5vh0q7j5VjYaNv9Me1Im9GDWm9iPGe4v5cewjdQ9HtGmJ2cPyhY/rOAGgo\nCCHiCoew4m8dJWen0ouSdZ8ejpJlxpWbzhCqi6XbR9q6y837CJdLaKm264JQZvwQTpfM8B0M\nr2lTjcttGxnPf+gSabXRsTBliDaWT7rLIBU9pBHS+QOlvil03EfoHopp5bWDfjD13br7ZgE4\nIRFCxGX+9om2ySLZ+lWiqnKKSGavfp1C5guSrhBu6yJJPfplZs6X9vrS4SLtz8qVa86PH8Ll\n2mmZcS+8OpQhMkzZNjKfv3yUtFhrX3hH47Q+PZOkYHOMIe3opn+6TYY2BvtVo66hnBC25V+X\n6CEAgUAIEZd5Q32oca9pX4aXvD0+P6NR56ELjfftXCFUe3/RKS3v8vUvyWn6XNmcLqlN+z+s\njhDCg6kia83J80XuUraNws9fMVaavWNf+PGYVmkdb4x8cKhjSGrf9Py0vFEbnJ816hrKCYEb\n6gFvEELUg4Uyoh6f/Th+JcUJhRAC3iCEqHsVPWVhPT49IQRQlwgh6tD2u/VXK3ePkebf1ONR\nCCGAukQIUYc+l5SCgb3TJOvv9XkUQgigLhFC1KEDs85rk57ZZfIn9XoUQgigLhFCwKcOrVyX\n6CEAgUAIAQCBRggBAIFGCAEAgUYIAQCBRggBAIFGCAEAgUYIAZ/aM/H+RA8BCARCCPgUN9QD\n3iCEgE8RQsAbhBDwKUIIeIMQAj5FCAFvEELApwgh4A1CCPgUIQS8QQgBnyqd90yihwAEAiEE\nAAQaIQQABBohBAAEGiEEAAQaIQQABBohBAAEGiEEfOrAAysSPQQgEAgh4FPcUA94gxACPkUI\nAW8QQsCnCCHgDUII+BQhBLxBCAGfIoSANwgh4FOEEPAGIQR8atfg2xM9BCAQCCEAINAIIQAg\n0AghACDQCCEAINAIIQAg0AghACDQCCHgU+Wbtid6CEAgEELAp7ihHvAGIQR8ihAC3iCEgE8R\nQsAbhBDwKUIIeIMQAj5FCAFvEELApwgh4A1CCPjUlmbjEj0EIBAIIQAg0AghACDQCCEAINAI\nIQAg0AghACDQCCEAINAIIQAg0Agh4FPcRwh4gxACPsUnywDeIISATxFCwBuEEPApQgh4gxAC\nPkUIAW8QQsCnCCHgDUII+BQhBLxBCFEPzpVH9Ieu8nz0wtpZLW2Pep+GpuzdTYkeAhAIhLCB\nKxJd8kkD7y+vh2ffJrLKnLpQ5D/mVBe5mRACOIEQwgauSLI6dOjQIiRy7sF6ePpucovxeDhb\n5HfG1FaRFWr2mDX6tDOE4YW1Ew7hUe0DAMeCEDZwRVKkP5TeIXJ7PTz9tXKO8bhGCmSUMfWY\npFrFdYbwqIRDGMfBp2fd+sdtx/r8ABBBCBu4cAiVGiFn1sPTPyGpB/THubIop6WxZKL0t9bW\nZwgfPkl/zTf9F2XHegQAMBHCBs4KYbH01B82LRjSKaNRz5l7zKX77zijcWrLHte9p8+UzihI\nbzX6w3CDkuUTY5OV0sHcdlVRm9Tmgx93PP2ukLykPw6W9RfJBn2qs8x0XyyzuYcMKLEv/HRs\n67ROU/eqWM/rHER4H9eoNfdKWFHV8X+TAAQaIWzgrBAOkiv0h3GS3qFvfop0/FqfO3C6hLqc\n3SVLbtNmdnWX0Gl907N+HTOElZNEcnrliYx1lOd0Kda+Hs46qWqe3KuMtwhfcYVww8kyWj9v\nsxbOzUnr0yNJTtkS43ldgwjv4xy15vOMSAhlaZ1/zwAECyFs4MwQHtx4jaT/U59/apV+9eiW\n0XKJPrdIOn+qPVS8tEL7OlIKtHO63cNSYoZwprTUT9qW58ki+/NPkX5KfyHzMvWW9o9SSyXj\nO2cIX20q04zGWQtTBm1X6qNuMiTG87oGEd7HOWrNLKuDcn4df8f8Y9fg+nhbF4AbIWzgiiK9\nGPlP++KKlqEd2sMkmWUt2iCyWn8sbRYrhFvTQy8bs89Iq0rbEz0ryaVKzZHFqrxRrta7q2Wg\ncoRwWXrSYnNTa2H2bv3xPZG3op7XPQjn7RPhUWsurg5hSnFDdS031AOeIIQNXJFkFxQUtE+V\nnGnmjYQVK26feOWYMS2M9/bmSu9dkS3nS19zojhWCJdID3NtVba8b3v+vUnyolIX6MsulHVK\nnSKzlT2Ed4Uyng5vai2cbM4P0G+9cD2vexCREDpGrTlPAoEQAl4ghA1c+D3CyuX55sTaUyN/\nyT6qzW0/SdKH3vHKIX3NeJlg7vJIrBBeLfnjTDl6+aqdIdNUWaZ+MjhXFqkt5hmd1by+kmvd\nCGgtXGLOXy8jo57XPYjwPs5RK9uJrkjjlQ3VY4QQ8AQhbOCsi2XeNhJVkifDXt5epp9SPaQv\n/Wx8jtaSJsXf6ltON7dcGSuEP7SdpzxhP8BU6a1e05Om3pAR6lHJclwX00RO3RrZ0lr4pDk/\nRwZHPa97EOY+7lErdV8Qzpr4rFHAG4SwgbNCWNVI5in1oHQ/bMx2iySl4r3fXpQkY6NPxlLk\nI2P2aSOEE2RS7AO8IEl7Z8k92lRZVtPKq8wrYKzmLT1HOn8V3jLmGaHreWOfEUaPen+bSAeT\n/u/oviEnEEIIeIMQNnDVIcyWafr5m/nve3dyJCm6JyVUquYb139qppsNaiKvGbO/MkK4ULrH\nPkBpijw3QH93UL9D418FYvx4VL9HuH+gdPzM3NJaeK05P1B/j9D1vO5BmPvEGPUbjcwOhu6u\n9bfihEMIAW8QwgbOCuEbxoeBzpCLjblisYdwr2hnf+tFjLfz9ueaDeord+gP33U0QvhFqvMV\n0WpnyuSM5sb9EbPlBpG39SnbVaPfDpV2HyvHwkbf6I9rRd6Mel73IMx9Yo36o0uStQ6e8fej\n/o6cOA48sCLRQwACgRA2cOEQVvyto+TsVGq5hJZqcwtCmUZSfvF7/aLRb38uJx3WP4St8wdK\nfVMYvoVvjjTXTgm3jsgw7yOcIVn36RfVlCyb7DzCdMmUS42p17Spxsa1qfb7CA9dIq02Oham\nDNFG8kl3GRTjeV2DMPdxjTpsz+pXv1IAcLwIYQNn/vaJttrZU7ZxsedwkfZn5co15xtJGSqh\nTud8r7GkPafN7OgmodP7ZWTONxu0v6tIq85JLX4b/mSZKSKZvfp1CrlfI12unZiZ99gfyhAZ\nZkw5PlmmfJS0WGtfeEfjtD49k6Rgc4zndQ0ivI9z1ABQlwhhA2feZxBq3Gval8Z82ZwuqU37\nP6zMpPzfLf3bpWd0mfihsW7f9Py0vFEbIp93vXNy29S2V2+xPmv07fH5GY06D134mfMIB1NF\n1pqT54vcZUw4P2u0Yqw0e8e+8OMxrdI63hj54FDn8zoHEd7HOWoAqEuEEG5H/g1Ix+U4fiUF\nANQDQgg3QgggUAgh3AghgEAhhHAjhD5ROu+ZRA8BCARCCDdC6BPcUA94gxACPkUIAW8QQsCn\nCCHgDUII+BQhBLxBCAGfIoSANwgh4FOEEPAGIQR8as/E+xM9BCAQCCEAINAIIQAg0AghACDQ\nCCEAINAIIQAg0AghACDQCCHgU4dWrkv0EIBAIISAT3FDPeANQgj4FCEEvEEIAZ8ihIA3CCHg\nU4QQ8AYhBHyKEALeIISATxFCwBuEEPCpbfnXJXoIQCAQQgBAoBFCAECgEUIAQKARQgBAoBFC\nAECgEUIAQKARQgBAoBFCwKe4oR7wBiEEfIoQAt4ghIBPEULAG4QQ8ClCCHiDEAI+RQgBbxBC\nwKcIIeCNYwjh4CsB1L9R3c5J9BCAQBhz9CHsDQBAw9F30VGGEPVjX+//SfQQ4C87et+U6CHA\nX77s/ctED6HBI4QJRQjhQgjhQgjrHyFMKEIIF0IIF0JY/whhQn1b/IdEDwH+UlL8aKKHAH/Z\nVfx4oofQ4BFCAECgEUIAQKARQgBAoBFCj1W997vrf1g06f5d4fmKp68v+vGcj2POIXD4AQg8\n/oZIBELosTWFhSOvvebSwh99ZMxW3FY46rYbCi99J8YcAocfAPA3RCIQQo+9MX1NmVK7ZxRe\nXanPPlN4fYlSrxeOPhA9h8DhBwD8DZEIhNBjZeZDaVHhh9pD1djCjfrsrwqfippD4PADAP6G\nSAhCmCBTCt/Uvn5UOMGYe6PwF1FzCBx+AGDhbwgvEcLEqLyyUH8L4KXCO4zZHYWXV7nnEDj8\nACCCvyE8RQgT4+XCn+o/yQ8X3m/MVhQW7nPPIXD4AUAEf0N4ihAmxLbRhW/pjw8U/slccFnh\ndvccAocfAITxN4S3CGEi7Jtc+KAx8UDh/5pLRpo/5vY5BA4/ADDxN4THCKFH5t6mecKcPjCl\n8G7zJX5e+IANPwAw8DeE1wihRy4v1PzamPx2auGvKs2lf3e8+f133goPNn4AoONvCM8RQs99\nV1w4uyI8zcXRsOEHAIq/IRKBEHqtbEbhzMORGW6XhQ0/AOBviIQghB4rv63w5rLq2afCH5l0\nxf7oOQQOPwDgb4hEIIQee7Gw8Pqphtf12YpfFv5o1g2FI/5PRc8hcPgBAH9DJAIh9NhzhRHP\nGfMVT11XNHrOR+G1zjkEDj8AgcffEIlACAEAgUYIAQCBRggBAIFGCAEAgUYIAQCBRggBAIFG\nCAEAgUYIAQCBRggBAIFGCAEAgUYIgVp6SHShJr1+7slHXG1fMLR9Vma74Qt3GrPXSXcvjgoE\nECEEaskMoS7tgTp94mJpG7Ws8rYs62jF3ylCCNQfQgjUkhbCP65f//7ySSFJerUunzhGCA8N\nF8me+Pib7/z1pgKR9YoQAvWHEAK1pIXwVWPibpEL6vKJY4RwssjA7eZkxR+aEEKgPhFCoJas\nEFa0l7Tv6vCJo0P4ukif6t/O+rGeREII1BdCCNSSFUI1XORz7aHioYtapeUOuP+wsVAv1YcT\nO6Vn62seGdE2Pbfndf8wt4/e8NOJ7dNaFv1bn/175L3AntWHuljk366ju/ZSqurtW85untK0\n9y07athAqXU/bp1+8viNqq3cEmsgAAyEEKil6hAWiXyq1Fc9wwXrZ6RIC9Hz+gUumUp9Hlkj\n5fqa6A1fyTHm01dqs68XNJXkAk2hdaQDKXKW++iuvZR6MnKMk96KvYFammLMZv0tEkLXQAAY\nCCFQS9Uh7CahUlVSIM3u+mDPJ7/OlvMqlR6ilk063v/eew+q3R0kefKbu3a8cVt7PYQxNmzW\nbemnn9ybJe2MU7Ool0ZXitzsPnrUXk9ftOS1T3Zv+H1XabMv5gb/TpH8J/fs/WvXZjlmCN0D\nAWAghEAtWSF8RuQM/XqWkz41ZlcnyeNKD5F03m0smCChJ81djCDF2LBXqT7/sMgL+mNUCH8v\n8oj76FF7RewvkMUxN7hATtqiP+5sI2YI3QMBYCCEQC2ZIazauiRH71RJhiwKrxgplyojRGb+\ndqfKf9t2i7Wh+d7h4UbyS/0xKoTzXK1Tsfay3CyFsTb4MiTzzA2WmCGMGggAAyEEaqn6hnq5\nVqnnRTaFV9wlJys9RCnmpaRPibxs2y3GhjnhFyZ7yUT9oZYhdO2l1PJrzu7crm3bHOkSa4Nl\nIh+Y85vNEEYNBICBEAK1FAlhxgXPanMLxCZT6SHqaG73a5E9tt1ibNg1vOpcuVJ/qOVLo669\n9g22njUv1ga/klBFeEEjI4RRAwFgIIRALZmfLLPxS/Peg1tFOlgKlO1Gv1vDF4sqdYQNtWKN\n0R9qebGMa6+Rkla8ZmeZUndKbqwNbpGMyL55RgijBgLAQAiBWqq+alQ3T2S/Y7UVItcZYc0b\n1hjCGm6fcOz1mciD5vxNsUMYdUYYNRAABkII1JIzhE9Erk2JsEL0tMgrqjYb1hhC/Yb691yL\n3Hs9KbLPnP9B7BBGvUcYNRAABkII1JIzhK5rQ20h+iZVxqnabBgJ4Uxp5TrUa46PWPtke4y9\nHhb5xpjdmho7hF9K5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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 600, "width": 900 } }, "output_type": "display_data" } ], "source": [ "pct_g <- df_lang_clicks_prepost_w %>%\n", " ggplot() +\n", " geom_hline(yintercept = 0, linetype = \"dashed\") +\n", " geom_pointrange(\n", " aes(x = wiki_name, ymin = 0, ymax = pct_change, y = pct_change)\n", " ) +\n", " geom_text(\n", " aes(\n", " y = pct_change + ifelse(pct_change < 0, -4, 4),\n", " x = wiki_name, label = wiki_name,\n", " hjust = ifelse(pct_change < 0, \"right\", \"left\")\n", " ),\n", " size = 5\n", " ) +\n", " scale_x_discrete(breaks = NULL) +\n", " coord_flip(ylim = c(-300, 300)) +\n", " labs (x = \"Wiki Project\",\n", " y = \"Percent Change\",\n", " title = \"Percent change in language link clicks from logged-out users \\n post-deployment of the new language button\") +\n", " theme_bw() +\n", " theme(\n", " panel.grid.major = element_blank(), \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", " \n", "pct_g" ] }, { "cell_type": "code", "execution_count": 166, "id": "8906554f", "metadata": {}, "outputs": [], "source": [ "ggsave(\"Graphs_logout/lang_link_clicks_pct.png\",\n", " plot = pct_g, width = 60, height = 30, units = \"cm\", dpi = \"screen\");" ] }, { "cell_type": "markdown", "id": "945b22a4", "metadata": {}, "source": [ "__Average percent change__" ] }, { "cell_type": "code", "execution_count": 187, "id": "e5eb5bb0", "metadata": {}, "outputs": [ { "data": { "text/html": [ "-61.1008333333333" ], "text/latex": [ "-61.1008333333333" ], "text/markdown": [ "-61.1008333333333" ], "text/plain": [ "[1] -61.10083" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mean((filter(df_lang_clicks_prepost_w, wiki_name!='Portuguese Wikiversity'))$pct_change)" ] }, { "cell_type": "markdown", "id": "0d63f253", "metadata": {}, "source": [ "__Summary__" ] }, { "cell_type": "markdown", "id": "7e871fc7", "metadata": {}, "source": [ "There was an average 61.1% decrease[^1] in total clicks on language links by logged-out users on the early adopter wikis following deployment of the new language feature. We saw a similar drop on logged-in users in the AB test. The decrease is contradicted with our hypothesis. It might be due to the lags in new feature adoption. Further investigation may be needed to identify possible reasons for this decrease.\n", "\n", "[^1]: Calculated by taking the average of the percent changes observed on each early adopter wiki." ] }, { "cell_type": "markdown", "id": "be396197", "metadata": {}, "source": [ "# Input Language Link Clicks" ] }, { "cell_type": "markdown", "id": "588f176c", "metadata": {}, "source": [ "__New feature -- input language link clicks after new button clicks__\n", "" ] }, { "cell_type": "code", "execution_count": 105, "id": "0382b92a", "metadata": {}, "outputs": [], "source": [ "query_input_language_change_new <- \n", "\"\n", "-- sessions where new lang button was selected\n", "WITH new_button AS (\n", "SELECT\n", " MIN(TO_DATE(dt)) as button_date,\n", " event.web_session_id as session_id,\n", " event.context as open_context,\n", " wiki as wiki\n", "FROM event.universallanguageselector\n", "WHERE\n", " year = 2021 and month in (6,7,8) \n", " AND (CONCAT(year,LPAD(month,2,'0'),LPAD(day,2,'0')) between '20210622' and '20210831')\n", " AND wiki in ('frwiktionary', 'hewiki', 'ptwikiversity', 'frwiki', \n", " 'euwiki', 'fawiki', 'ptwiki', 'kowiki', 'trwiki', 'srwiki', 'bnwiki', 'dewikivoyage', 'vecwiki')\n", " AND useragent.is_bot = false\n", "-- only anonymous users\n", " AND event.isanon = true\n", " AND event.action = 'compact-language-links-open'\n", " AND event.context = 'header'\n", " AND event.skinVersion = 'latest'\n", "GROUP BY \n", " event.web_session_id,\n", " event.context,\n", " wiki\n", "),\n", "\n", "input_lang_switches AS (\n", " SELECT\n", " TO_DATE(dt) as switch_date,\n", " event.web_session_id as session_id,\n", " event.context as switch_context,\n", " wiki as wiki\n", "FROM event.universallanguageselector\n", "WHERE\n", " year = 2021 and month in (6,7,8) \n", " AND (CONCAT(year,LPAD(month,2,'0'),LPAD(day,2,'0')) between '20210622' and '20210831')\n", " AND wiki in ('frwiktionary', 'hewiki', 'ptwikiversity', 'frwiki', \n", " 'euwiki', 'fawiki', 'ptwiki', 'kowiki', 'trwiki', 'srwiki', 'bnwiki', 'dewikivoyage', 'vecwiki')\n", " AND useragent.is_bot = false\n", "-- only anonymous users\n", " AND event.isanon = true\n", " AND event.action='ime-change'\n", " AND event.skinVersion = 'latest'\n", ")\n", "\n", "SELECT\n", " new_button.button_date,\n", " input_lang_switches.switch_date,\n", " new_button.session_id,\n", " new_button.wiki,\n", " new_button.open_context,\n", "-- sessions with lang switch that occured after button clicks\n", " IF(input_lang_switches.session_id IS NOT NULL AND switch_date >= button_date, 1, 0) AS language_switch,\n", " input_lang_switches.switch_context\n", "FROM new_button\n", "LEFT JOIN input_lang_switches ON\n", " new_button.session_id = input_lang_switches.session_id AND\n", " new_button.wiki = input_lang_switches.wiki\n", "\"" ] }, { "cell_type": "code", "execution_count": 191, "id": "25461d30", "metadata": {}, "outputs": [], "source": [ "#new_input_lang_clicks <- wmfdata::query_hive(query_input_language_change_new)" ] }, { "cell_type": "code", "execution_count": 178, "id": "9bbd7cbc", "metadata": {}, "outputs": [], "source": [ "write_csv(new_input_lang_clicks, file = 'Data_logout/new_input_lang_clicks.csv')" ] }, { "cell_type": "code", "execution_count": 115, "id": "77fa5c25", "metadata": {}, "outputs": [], "source": [ "new_input_lang_clicks_by_date <- new_input_lang_clicks %>%\n", " filter(language_switch==1) %>%\n", " group_by( wiki, switch_date) %>%\n", " summarize(new_input_language_clicks = sum(language_switch), .groups='drop')\n", "\n", "new_input_lang_clicks$switch_date <- as.Date(new_input_lang_clicks$switch_date, format = \"%Y-%m-%d\")" ] }, { "cell_type": "markdown", "id": "38d02ce4", "metadata": {}, "source": [ "__Old feature -- input langauage link clicks after setting button clicks on sidebar__\n", "" ] }, { "cell_type": "code", "execution_count": 116, "id": "9329c370", "metadata": {}, "outputs": [], "source": [ "query_input_language_old <- \n", "\"\n", "-- sessions where setting button was selected\n", "WITH setting_button AS (\n", "SELECT\n", " MIN(TO_DATE(dt)) as button_date,\n", " event.web_session_id as session_id,\n", " event.context as open_context,\n", " wiki as wiki\n", "FROM event.universallanguageselector\n", "WHERE\n", " year = 2021 and month in (6,7) \n", " AND (CONCAT(year,LPAD(month,2,'0'),LPAD(day,2,'0')) between '20210601' and '20210628')\n", " AND wiki in ('frwiktionary', 'hewiki', 'ptwikiversity', 'frwiki', \n", " 'euwiki', 'fawiki', 'ptwiki', 'kowiki', 'trwiki', 'srwiki', 'bnwiki', 'dewikivoyage', 'vecwiki')\n", " AND useragent.is_bot = false\n", "-- only anonymous users\n", " AND event.isanon = true\n", " AND event.action = 'settings-open'\n", " AND event.context = 'interlanguage'\n", " AND event.skinVersion = 'latest'\n", "GROUP BY \n", " event.web_session_id,\n", " event.context,\n", " wiki\n", "),\n", "\n", "input_lang_switches AS (\n", " SELECT\n", " TO_DATE(dt) as switch_date,\n", " event.web_session_id as session_id,\n", " event.context as switch_context,\n", " wiki as wiki\n", "FROM event.universallanguageselector\n", "WHERE\n", " year = 2021 and month in (6,7) \n", " AND (CONCAT(year,LPAD(month,2,'0'),LPAD(day,2,'0')) between '20210601' and '20210628')\n", " AND wiki in ('frwiktionary', 'hewiki', 'ptwikiversity', 'frwiki', \n", " 'euwiki', 'fawiki', 'ptwiki', 'kowiki', 'trwiki', 'srwiki', 'bnwiki', 'dewikivoyage', 'vecwiki')\n", " AND useragent.is_bot = false\n", "-- only anonymous users\n", " AND event.isanon = true\n", " AND event.action='ime-change' \n", " AND event.skinVersion = 'latest'\n", ")\n", "\n", "SELECT\n", " setting_button.button_date,\n", " input_lang_switches.switch_date,\n", " setting_button.session_id,\n", " setting_button.wiki,\n", " setting_button.open_context,\n", "-- sessions with lang switch that occured after button clicks\n", " IF(input_lang_switches.session_id IS NOT NULL AND switch_date >= button_date, 1, 0) AS language_switch,\n", " input_lang_switches.switch_context\n", "FROM setting_button\n", "LEFT JOIN input_lang_switches ON\n", " setting_button.session_id = input_lang_switches.session_id AND\n", " setting_button.wiki = input_lang_switches.wiki\n", "\"" ] }, { "cell_type": "code", "execution_count": 192, "id": "ecdda4ca", "metadata": { "scrolled": true }, "outputs": [], "source": [ "#old_input_lang_clicks <- wmfdata::query_hive(query_input_language_old)" ] }, { "cell_type": "code", "execution_count": 179, "id": "f55c09ec", "metadata": {}, "outputs": [], "source": [ "write_csv(old_input_lang_clicks, file = 'Data_logout/old_input_lang_clicks.csv')" ] }, { "cell_type": "code", "execution_count": 102, "id": "b033dd62", "metadata": {}, "outputs": [], "source": [ "old_input_lang_clicks_by_date <- old_input_lang_clicks %>%\n", " filter(language_switch==1) %>%\n", " group_by( wiki, switch_date) %>%\n", " summarize(old_input_language_clicks = sum(language_switch), .groups='drop')\n", "\n", "old_input_lang_clicks_by_date$switch_date <- as.Date(old_input_lang_clicks_by_date$switch_date, format = \"%Y-%m-%d\")" ] }, { "cell_type": "code", "execution_count": 118, "id": "393f0af1", "metadata": {}, "outputs": [], "source": [ "df_input_clicks= expand.grid(date=date_seq, wiki=wiki_seq )\n", "\n", "df_input_clicks <- merge(df_input_clicks , new_input_lang_clicks_by_date, by.x=c(\"wiki\", \"date\"), by.y=c(\"wiki\",\"switch_date\"), all.x = TRUE)\n", "\n", "df_input_clicks <- merge(df_input_clicks , old_input_lang_clicks_by_date, by.x=c(\"wiki\", \"date\"), by.y=c(\"wiki\",\"switch_date\"), all.x = TRUE)\n", "\n", "df_input_clicks[is.na(df_input_clicks)] <- 0" ] }, { "cell_type": "code", "execution_count": 119, "id": "1f691590", "metadata": {}, "outputs": [], "source": [ "df_input_clicks <- df_input_clicks %>%\n", "mutate(\n", "wiki_name = case_when( #clarfiy Wiki project names\n", " wiki == 'frwiktionary' ~ \"French Wikitionary\",\n", " wiki == 'hewiki' ~ 'Hebrew Wikipedia',\n", " wiki == 'ptwikiversity' ~ 'Portuguese Wikiversity',\n", " wiki == 'frwiki'~ \"French Wikipedia\",\n", " wiki == 'euwiki' ~ \"Basque Wikipedia\",\n", " wiki == 'fawiki' ~ 'Persian Wikipedia',\n", " wiki == 'ptwiki' ~ 'Portuguese Wikipedia',\n", " wiki == 'kowiki' ~ 'Korean Wikipedia',\n", " wiki == 'trwiki' ~ 'Turkish Wikipedia',\n", " wiki == 'srwiki' ~ 'Serbian Wikipedia',\n", " wiki == 'bnwiki' ~ 'Bengali Wikipedia',\n", " wiki == 'dewikivoyage' ~ 'German Wikivoyage',\n", " wiki == 'vecwiki' ~ 'Venetian Wikipedia'),\n", ")" ] }, { "cell_type": "code", "execution_count": 170, "id": "b77ac941", "metadata": {}, "outputs": [ { "data": { "image/png": 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AAAODaGIZMn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\n3/ymhxBSW+vbt29FMjnuXhSOUQGKonw+Xy4n9ehVRhglhIyOZ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6+PRqMdHR0vvPBCOBx++umn29rarrnmGsU3vv3224lEQjKxrq6OEHLx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\nlc4bAFBSYu/vT5G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Ai8nl8oKCgtLS0rKysrKyMplMRgjZvHlzYmKi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\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3639/jxGcidf/rp3poai5QrF3nPQoH/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AWefKmLDT7LklOnjDqdoxtBQWiOHTtGCFEqld7145Cc/NaAo2IUAAAA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\nAAAAkUPF6BXS0tKeeeaZcePGSX6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3eisnp1TyzmI8XHltOMOpno+YVRLJC/45WXDK666qpEIlEul++8884DBw7oup7NZr/+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\nWCs+u4bSc+qbpCDoKkBQk5OaOixbGDXSfTZlaTQMqjw0Fd2PDdNVFuTvB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Hmye/fuhhViYmICAwNlMll6ero0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\n8/r2229v06aN56pVnzhkqxuGwsLCzp07P/roo+4qsGlwpVnq29dffz1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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 600, "width": 900 } }, "output_type": "display_data" } ], "source": [ "input_lang_click_g <- ggplot(data=filter( df_input_clicks, (date > '2021-06-10')&(date < '2021-08-31')), \n", " mapping=aes(x=date)) +\n", "geom_line(aes(y=new_input_language_clicks , color=\"c2\") , size = 1.5) +\n", "geom_line(aes(y=old_input_language_clicks, color=\"c1\") , size = 1.5) +\n", "facet_wrap(~wiki_name,nrow=3,scale = 'free_y')+\n", "scale_color_manual(values= c(\"c1\"=\"#666666\", \"c2\"=\"#000099\"), name = \"group\", labels = c(\"Old\", \"New\")) +\n", "labs(title = 'Input Language Link Clicks - logged-out user',\n", " x = 'Date',\n", " y = 'Input Link Clicks',\n", " caption = \"User type: logged-out User\n", "Old: clicks on input language links on sidebar setting window\n", "New: clicks on input language links on new language suggestion window\") + \n", "theme_light(base_size = 18) +\n", "theme_light(base_size=18) +\n", "theme(legend.position = \"bottom\", \n", " plot.caption = element_text(hjust = 0, face= \"italic\"),\n", " strip.text = element_text(size = 14, colour='black'),\n", " axis.text.x = element_text( size = 10 ),\n", " plot.title = element_text(size=20))\n", "ggsave(\"Graphs_logout/input_lang.png\",\n", " plot = input_lang_click_g , width = 60, height = 30, units = \"cm\", dpi = \"screen\");\n", "input_lang_click_g\n" ] }, { "cell_type": "code", "execution_count": 123, "id": "82cecbe5", "metadata": {}, "outputs": [], "source": [ "# add column classifying pre and post deployment dates\n", "df_input_clicks_prepost <- df_input_clicks %>%\n", " mutate(deployment = case_when(\n", " date >= '2021-06-15' & date <= '2021-06-21' & wiki !='fawiki' ~ 'pre',\n", " date >= '2021-07-06' & date <= '2021-07-12' & wiki !='fawiki' ~ 'post',\n", " date >= '2021-06-21' & date <= '2021-06-27' & wiki =='fawiki' ~ 'pre',\n", " date >= '2021-07-12' & date <= '2021-07-18' & wiki =='fawiki' ~ 'post', \n", " TRUE ~ 'NA'\n", " )) %>%\n", " filter(deployment!='NA') %>%\n", " group_by(wiki_name, deployment) %>%\n", " summarize(old = sum(old_input_language_clicks), new = sum(new_input_language_clicks), .groups = 'drop')" ] }, { "cell_type": "code", "execution_count": 125, "id": "b845d25f", "metadata": {}, "outputs": [], "source": [ "df_input_clicks_prepost_L <- pivot_longer(df_input_clicks_prepost, cols = c('old','new' ), names_to=\"group\", values_to=\"input_lang_clicks\")" ] }, { "cell_type": "code", "execution_count": 129, "id": "d2c12ece", "metadata": {}, "outputs": [], "source": [ "df_input_clicks_prepost_L$deployment <- factor(df_input_clicks_prepost_L$deployment,levels = c(\"pre\", \"post\"))" ] }, { "cell_type": "code", "execution_count": 131, "id": "30d1dd75", "metadata": {}, "outputs": [], "source": [ "\n", "input_clicks_barchart <- df_input_clicks_prepost_L %>%\n", " ggplot(aes(x = deployment, y= input_lang_clicks, fill=group)) +\n", " geom_bar(stat=\"identity\", position = 'dodge') +\n", " geom_text(aes(label = paste(input_lang_clicks)), color = \"white\", position = position_dodge(0.9), vjust = 1.5, size = 3) +\n", " facet_wrap(~wiki_name, scale = 'free_y') +\n", " labs (\n", " y = \"Number of input language clicks\",\n", " title = \"Number of input language clicks before and after deployment\",\n", " caption = \"User type: logged-out User\n", "Old: clicks on input language links on setting window\n", "New: clicks on input language links on new language suggestion window\") +\n", " scale_fill_manual(values= c( \"#000099\", \"#666666\"), name = \"Feature\") +\n", " theme(\n", " panel.grid.major = element_blank(), \n", " panel.grid.minor = element_blank(),\n", " panel.background = element_blank(),\n", " plot.caption = element_text(hjust = 0, face= \"italic\"),\n", " strip.background =element_rect(fill=\"white\"),\n", " plot.title = element_text(hjust = 0.5),\n", " text = element_text(size=16),\n", " # axis.title.x=element_blank(),\n", " # axis.text.x=element_blank(),\n", " axis.line = element_line(colour = \"black\"),\n", " legend.position = \"bottom\")" ] }, { "cell_type": "code", "execution_count": 132, "id": "7d6e1748", "metadata": {}, "outputs": [ { "data": { "image/png": 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WN8Ilnf+KPXDgwM8///zo0aMHDx5MT09XKBRZWVgMYpwAACAASURBVFnr1q376KOP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\nqUKImz6b2cnDGxsbjxw5IoTw9PTsqnMCgGGrr69/9dVX8/LyA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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 600, "width": 900 } }, "output_type": "display_data" } ], "source": [ "input_clicks_barchart" ] }, { "cell_type": "code", "execution_count": 167, "id": "eb323f34", "metadata": {}, "outputs": [], "source": [ "ggsave(\"Graphs_logout/input_clicks_bar.png\",\n", " plot = input_clicks_barchart, width = 60, height = 30, units = \"cm\", dpi = \"screen\");\n" ] }, { "cell_type": "code", "execution_count": null, "id": "40e5d2d5", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 133, "id": "50704fda", "metadata": {}, "outputs": [], "source": [ "# add column for daily avg click classifying pre and post deployment dates\n", "df_input_clicks_prepost <- df_input_clicks %>%\n", " mutate(deployment = case_when(\n", " date <= '2021-06-21' & wiki !='fawiki' ~ 'pre',\n", " date >= '2021-07-06' & wiki !='fawiki' ~ 'post',\n", " date <= '2021-06-27' & wiki =='fawiki' ~ 'pre',\n", " date >= '2021-07-12' & wiki =='fawiki' ~ 'post', \n", " TRUE ~ 'NA'\n", " )) %>%\n", " filter(deployment!='NA') %>%\n", " group_by(wiki_name, deployment) %>%\n", " summarize(old = mean(old_input_language_clicks), new = mean(new_input_language_clicks), .groups = 'drop')" ] }, { "cell_type": "code", "execution_count": 134, "id": "cca50007", "metadata": {}, "outputs": [], "source": [ "df_input_clicks_prepost_L <- pivot_longer(df_input_clicks_prepost, cols = c('old','new' ), names_to=\"group\", values_to=\"daily_avg_input_lang_clicks\")" ] }, { "cell_type": "code", "execution_count": 136, "id": "740c27b5", "metadata": {}, "outputs": [], "source": [ "df_input_clicks_prepost_L$deployment <- factor(df_input_clicks_prepost_L$deployment,levels = c(\"pre\", \"post\"))" ] }, { "cell_type": "code", "execution_count": 161, "id": "e1c664b4", "metadata": {}, "outputs": [ { "data": { "image/png": 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6dUlJST179jzjjDOOP/74ZpoZde3+7zrm448/fvzxx5csWVJW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HqPPoRw/PHHhxAefvjhOu0PPvhgzdldDPzb3/5W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\noe8Sys/rlskpM1KgMZegwMBAANi9ezdb7eHDh6TD2T8IKd1vqhRGE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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 600, "width": 900 } }, "output_type": "display_data" } ], "source": [ "input_lang_barchart <- df_input_clicks_prepost_L %>%\n", " ggplot(aes(x = deployment, y= daily_avg_input_lang_clicks, fill=group)) +\n", " geom_bar(stat=\"identity\", position = 'dodge') +\n", " geom_text(aes(label = paste(round(daily_avg_input_lang_clicks,2))), color = \"white\", position = position_dodge(0.9), vjust = 1.5, size = 3) +\n", " facet_wrap(~wiki_name, scale = 'free_y') +\n", " labs (\n", " y = \"Daily average of input language clicks\",\n", " title = \"Daily average of input language clicks before and after deployment\",\n", " caption = \"User type: logged-out User\n", "Old: Daily average clicks on input language links on sidebar setting window\n", "New: Daily average clicks on input language links on new language suggestion window\") +\n", " scale_fill_manual(values= c( \"#000099\", \"#666666\"), name = \"Feature\") +\n", " theme(\n", " panel.grid.major = element_blank(), \n", " panel.grid.minor = element_blank(),\n", " panel.background = element_blank(),\n", " plot.caption = element_text(hjust = 0, face= \"italic\"),\n", " strip.background =element_rect(fill=\"white\"),\n", " plot.title = element_text(hjust = 0.5),\n", " text = element_text(size=16),\n", " axis.line = element_line(colour = \"black\"),\n", " legend.position = \"bottom\")\n", "input_lang_barchart " ] }, { "cell_type": "code", "execution_count": null, "id": "40f31dad", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "5ea4aa1d", "metadata": {}, "source": [ "__Determin the percentage of changes__" ] }, { "cell_type": "code", "execution_count": 141, "id": "bde5db0d", "metadata": {}, "outputs": [], "source": [ "df_input_clicks_prepost$clicks <- ifelse(df_input_clicks_prepost$deployment == 'pre', df_input_clicks_prepost$old, df_input_clicks_prepost$new)" ] }, { "cell_type": "code", "execution_count": 143, "id": "27c7e463", "metadata": {}, "outputs": [], "source": [ "# determine percent change\n", "df_input_clicks_prepost_w <- df_input_clicks_prepost %>%\n", " select(wiki_name, deployment,clicks) %>%\n", " pivot_wider(names_from = deployment, values_from = clicks) %>%\n", " mutate(pct_change=round((post-pre)/pre * 100 , 2))\n" ] }, { "cell_type": "code", "execution_count": 144, "id": "055bd292", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 13 × 4
wiki_namepostprepct_change
<chr><dbl><dbl><dbl>
Basque Wikipedia 0.00000000 0.0952381-100.00
Bengali Wikipedia 3.73684211 0.6666667 460.53
French Wikipedia 14.9122807022.3809524 -33.37
French Wikitionary 0.64912281 0.1904762 240.79
German Wikivoyage 0.00000000 0.0000000 NaN
Hebrew Wikipedia 1.96491228 0.8571429 129.24
Korean Wikipedia 2.61403509 3.3333333 -21.58
Persian Wikipedia 5.21568627 4.9259259 5.88
Portuguese Wikipedia 3.84210526 2.8095238 36.75
Portuguese Wikiversity 0.00000000 0.0000000 NaN
Serbian Wikipedia 0.59649123 0.7142857 -16.49
Turkish Wikipedia 2.54385965 2.6190476 -2.87
Venetian Wikipedia 0.03508772 0.0000000 Inf
\n" ], "text/latex": [ "A tibble: 13 × 4\n", "\\begin{tabular}{llll}\n", " wiki\\_name & post & pre & pct\\_change\\\\\n", " & & & \\\\\n", "\\hline\n", "\t Basque Wikipedia & 0.00000000 & 0.0952381 & -100.00\\\\\n", "\t Bengali Wikipedia & 3.73684211 & 0.6666667 & 460.53\\\\\n", "\t French Wikipedia & 14.91228070 & 22.3809524 & -33.37\\\\\n", "\t French Wikitionary & 0.64912281 & 0.1904762 & 240.79\\\\\n", "\t German Wikivoyage & 0.00000000 & 0.0000000 & NaN\\\\\n", "\t Hebrew Wikipedia & 1.96491228 & 0.8571429 & 129.24\\\\\n", "\t Korean Wikipedia & 2.61403509 & 3.3333333 & -21.58\\\\\n", "\t Persian Wikipedia & 5.21568627 & 4.9259259 & 5.88\\\\\n", "\t Portuguese Wikipedia & 3.84210526 & 2.8095238 & 36.75\\\\\n", "\t Portuguese Wikiversity & 0.00000000 & 0.0000000 & NaN\\\\\n", "\t Serbian Wikipedia & 0.59649123 & 0.7142857 & -16.49\\\\\n", "\t Turkish Wikipedia & 2.54385965 & 2.6190476 & -2.87\\\\\n", "\t Venetian Wikipedia & 0.03508772 & 0.0000000 & Inf\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 13 × 4\n", "\n", "| wiki_name <chr> | post <dbl> | pre <dbl> | pct_change <dbl> |\n", "|---|---|---|---|\n", "| Basque Wikipedia | 0.00000000 | 0.0952381 | -100.00 |\n", "| Bengali Wikipedia | 3.73684211 | 0.6666667 | 460.53 |\n", "| French Wikipedia | 14.91228070 | 22.3809524 | -33.37 |\n", "| French Wikitionary | 0.64912281 | 0.1904762 | 240.79 |\n", "| German Wikivoyage | 0.00000000 | 0.0000000 | NaN |\n", "| Hebrew Wikipedia | 1.96491228 | 0.8571429 | 129.24 |\n", "| Korean Wikipedia | 2.61403509 | 3.3333333 | -21.58 |\n", "| Persian Wikipedia | 5.21568627 | 4.9259259 | 5.88 |\n", "| Portuguese Wikipedia | 3.84210526 | 2.8095238 | 36.75 |\n", "| Portuguese Wikiversity | 0.00000000 | 0.0000000 | NaN |\n", "| Serbian Wikipedia | 0.59649123 | 0.7142857 | -16.49 |\n", "| Turkish Wikipedia | 2.54385965 | 2.6190476 | -2.87 |\n", "| Venetian Wikipedia | 0.03508772 | 0.0000000 | Inf |\n", "\n" ], "text/plain": [ " wiki_name post pre pct_change\n", "1 Basque Wikipedia 0.00000000 0.0952381 -100.00 \n", "2 Bengali Wikipedia 3.73684211 0.6666667 460.53 \n", "3 French Wikipedia 14.91228070 22.3809524 -33.37 \n", "4 French Wikitionary 0.64912281 0.1904762 240.79 \n", "5 German Wikivoyage 0.00000000 0.0000000 NaN \n", "6 Hebrew Wikipedia 1.96491228 0.8571429 129.24 \n", "7 Korean Wikipedia 2.61403509 3.3333333 -21.58 \n", "8 Persian Wikipedia 5.21568627 4.9259259 5.88 \n", "9 Portuguese Wikipedia 3.84210526 2.8095238 36.75 \n", "10 Portuguese Wikiversity 0.00000000 0.0000000 NaN \n", "11 Serbian Wikipedia 0.59649123 0.7142857 -16.49 \n", "12 Turkish Wikipedia 2.54385965 2.6190476 -2.87 \n", "13 Venetian Wikipedia 0.03508772 0.0000000 Inf " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_input_clicks_prepost_w" ] }, { "cell_type": "code", "execution_count": 153, "id": "e0552c51", "metadata": {}, "outputs": [ { "data": { "image/png": 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FB7W9nrq21PV7fSVfXtdE1v3i3qmdHtFIIQfgQhsue+w/k6kZ+ar/8h0nGHXWRM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\nX3eSrG69Cwpukbbu0kEibU9qLpeefuAQLnQOP71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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 600, "width": 900 } }, "output_type": "display_data" } ], "source": [ "\n", "# chart percent change in logged-out sessions pre and post deployment for each of the early adopter wikis\n", "\n", "pct_input_g <- df_input_clicks_prepost_w %>%\n", " filter( is.numeric(pct_change) & pre>0) %>%\n", " ggplot() +\n", " geom_hline(yintercept = 0, linetype = \"dashed\") +\n", " geom_pointrange(\n", " aes(x = wiki_name, ymin = 0, ymax = pct_change, y = pct_change)\n", " ) +\n", " geom_text(\n", " aes(\n", " y = pct_change + ifelse(pct_change < 0, -4, 4),\n", " x = wiki_name, label = wiki_name,\n", " hjust = ifelse(pct_change < 0, \"right\", \"left\")\n", " ),\n", " size = 5\n", " ) +\n", " scale_x_discrete(breaks = NULL) +\n", " coord_flip(ylim = c(-600, 600)) +\n", " labs (x = \"Wiki\",\n", " y = \"Percent Change\",\n", " title = \"Percent change in input language clicks for logged-out users \\n post-deployment of the new language button\") +\n", " theme_bw() +\n", " theme(\n", " panel.grid.major = element_blank(), \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", " \n", "pct_input_g \n", "\n" ] }, { "cell_type": "code", "execution_count": 168, "id": "076099be", "metadata": {}, "outputs": [], "source": [ "ggsave(\"Graphs_logout/input_clicks_pct.png\",\n", " plot = pct_input_g, width = 60, height = 30, units = \"cm\", dpi = \"screen\");" ] }, { "cell_type": "markdown", "id": "2cbf267a", "metadata": {}, "source": [ "__Average percent change__" ] }, { "cell_type": "markdown", "id": "2b292502", "metadata": {}, "source": [ "Average of the percent changes observed on each early adopter wiki, excluding German Wikivoyage and Venetian Wikipedia for 0 click in pre-deployment period." ] }, { "cell_type": "code", "execution_count": 154, "id": "2b219b97", "metadata": {}, "outputs": [ { "data": { "text/html": [ "69.888" ], "text/latex": [ "69.888" ], "text/markdown": [ "69.888" ], "text/plain": [ "[1] 69.888" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mean((filter(df_input_clicks_prepost_w, is.numeric(pct_change) & pre>0))$pct_change, na.rm=TRUE)" ] }, { "cell_type": "markdown", "id": "91298566", "metadata": {}, "source": [ "Average of the percent changes observed on each early adopter wiki, excluding wikis which have less than 1 in daily average clicks" ] }, { "cell_type": "code", "execution_count": 182, "id": "3e4ede86", "metadata": {}, "outputs": [ { "data": { "text/html": [ "-3.038" ], "text/latex": [ "-3.038" ], "text/markdown": [ "-3.038" ], "text/plain": [ "[1] -3.038" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mean(filter(df_input_clicks_prepost_w , post>=1 & pre>=1)$pct_change)" ] }, { "cell_type": "markdown", "id": "281dfcaa", "metadata": {}, "source": [ "__Summary__" ] }, { "cell_type": "markdown", "id": "0239eba7", "metadata": {}, "source": [ "There was an average 69.9% increase[^2] in daily average clicks on input language links by logged-out users on the early adopter wikis following deployment of the new language feature. The average is driven upwards mainly by Bengali Wikipedia (460.53%) and French Wiktionary (240.79%) and Hebrew Wikipedia (129.24%). They are wikis with low daily activities. If we exclude wikis which have less than 1 in daily average clicks, the average change is a slight decrease of 3.038%. [^3]\n", "\n", "[^2]: Calculated by taking the average of the percent changes observed on each early adopter wiki, excluding German Wikivoyage and Venetian Wikipedia for 0 click in pre-deployment period. \n", "[^3]: Calculated by taking the average of the percent changes observed on each early adopter wiki, excluding wikis which have less than 1 in daily average clicks.\n" ] }, { "cell_type": "code", "execution_count": null, "id": "de1cde13", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "R", "language": "R", "name": "ir" }, "language_info": { "codemirror_mode": "r", "file_extension": ".r", "mimetype": "text/x-r-source", "name": "R", "pygments_lexer": "r", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 5 }