{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Advanced Mobile Contributions Metrics - Final Report \n", "\n", "*Megan Neisler*\n", "
\n", "*November 22, 2019*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Task](https://phabricator.wikimedia.org/T234559)\n", "
\n", "[Anlaysis Codebase](https://github.com/wikimedia-research/Readers-Web-AMC-metrics)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Contents\n", "\n", "1. [Project summary](#Project-summary)\n", "2. [Metrics](#Metrics)\n", "3. [Key observations](#Key-observations)\n", "3. [Mobile web edit rate](#Mobile-web-edit-rate)\n", "4. [Retention Rate for AMC](#Retention-rate-for-AMC)\n", "5. [Moderation actions on mobile web](#Moderation-actions-on-mobile-web)\n", "6. [Rate of access to special pages](#Rate-of-access-to-special-pages)\n", "7. [Rate of access and edits to article talk pages](#Rate-of-access-and-edits-to-article-talk-pages)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Project summary #\n", "\n", "As part of efforts to improve the mobile contribution experience, the Web team deployed the Advanced Mobile Contributions (AMC) mode. This is an opt-in feature set that adds more contributor capabilities to the mobile web experience. Please see the ([project page](https://www.mediawiki.org/wiki/Reading/Web/Advanced_mobile_contributions#Background)) for more details about the background, changes and goals of the project. \n", "\n", "\n", "The feature was was first deployed as an opt-in setting to identified target wikis including Arabic, Indonesian, Spanish, Italian, Japanese, Persian, and Thai Wikipedias due to their relatively large populations of existing mobile editors. After testing and feedback, AMC for deployed and promoted the feature set to all Wikimedia projects. \n", "\n", "**Timeline**\n", "\n", "- March 20, 2019 - AMC released as opt-in setting on Arabic, Indonesian, and Spanish Wikipedias\n", "- June 17, 2019 - the team released a second set of features and included additional Wikipedias for testing and feedback (Italian, Japanese, Persian, and Thai).\n", "- August 7, 2019- AMC deployed to all Wikipedias. \n", "- October 10, 2019 - AMC deployed everywhere. \n", "\n", "\n", "This report shows the status of the key performance indicators (KPIs) identified in the Annual Plan following the deployment of AMC to all Wikimedia Projects. Results from first progress report, showing the status of the KPIs as of the end of FY18-19 (June 2019), are available in the [FY 2018/2019 AMC Metrics Status Report](https://analytics.wikimedia.org/datasets/web-reports/AMC_KPI_Metrics_Status_Report_FY2018_2019.html). We reviewed metrics overall, on english wikipedia, and on all of the target Wikipedia projects. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Metrics #\n", "In the annual plan, the Readers Web team defined the following KPIs:\n", "\n", "**Mobile web edit rate**.\n", "- Rate of edits on mobile web coming from AMC mode and overall rate. \n", "- Target: 10% increase from last year (overall metric). Measured using the new AMC edits tag (done in [T212959](https://phabricator.wikimedia.org/T212959)) to see if they reach 1/11th of total mobile web edits, defined using the existing edit tag. AMC tag was created on Jan 16, 2019\n", "\n", "**Retention rate for opt-in advanced mobile mode amongst medium and high-volume editors (100+ edits (medium-volume), 500+ edits (high volume) )** \n", "- The proportion of editors who opt-in and stay opted-in to AMC mode.\n", "- Target: At least 60% retention.\n", "- Measured using the opt-in/opt-out button (done in [T211197](https://phabricator.wikimedia.org/T211197) using the [PrepUpdate](https://meta.wikimedia.org/wiki/Schema:PrefUpdate) mf_amc_optin). This is set to true each time someone opts out.\n", "\n", "**Moderation actions on mobile web**\n", "- Rate of moderation actions on mobile web coming from AMC mode and the overall rate. \n", "- Target: 10% increase from last year. \n", "- Moderation actions are defined in [T213461](https://phabricator.wikimedia.org/T213461)\n", "- Measured using the AMC edit tag as for edits (above).\n", "\n", "**Other Metrics**\n", "- Rates of access to special pages overall with the proportion of AMC requests measured using the X-Analytics tag for AMC (done in [T212961](https://phabricator.wikimedia.org/T212961).\n", "- Rates of access and edits to article talk pages with the proportion of AMC edits measured using on AMC X-Analytics tag and AMC edit tag\n", "\n", "For more links to implementation tasks and technical details, see this overview task [T210660](https://phabricator.wikimedia.org/T210660)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Key observations\n", "\n", "* **Mobile Web Edit Rate**: The mobile web edit rate across all Wikipedia projects has been increasing steadlily over the past year. This rate did not change signficantly following AMC deployment; however, the proportion of mobile web edits made in AMC mode has been increasing. In September 2019, there was a 22.7% year over year increase in the mobile web edit across all Wikpedias. 26% of these edits were made by users in AMC mode. The highest proportion of AMC tagged mobile web edits are made by high volume editors (500+ cumulative edits).\n", "\n", "\n", "* **Retention Rate**: There has been an 87.7% overall retention rate of the opt-in AMC mode across all Wiki projects with significant increases in the number of AMC opt-ins following the central notice banner deployed on July 15, 2019, the deployment of AMC on all Wikipedias on August 7, 2019, and also following the deployment across all Wikipedia projects on October 10, 2019. The retention rate of AMC was higher for medium to high volume editors compared to low volume editors.\n", "\n", "\n", "* **Moderation actions on mobile web**: There was a significant increase in the number of moderation actions following AMC deployment on all Wikipedia projects. Moderation actions on mobile web increased by 31% across all Wikipedias and 37.6% on English Wikipedia from the month August 2019 (first month of deployment to all Wikipedia) to the September 2019. The thank action is the most commonly used moderation action on mobile web. However, the number of blocks and approves has both seen signficant increases since AMC was deployed on all wikis.\n", "\n", "\n", "* **Rate of access to special pages **: Requests to special pages has remained relatively flat (there was only a 3% month over month change between September 2019 and October 2019) and views from mobile web in AMC mode represent about only 2% of all mobile web views to these pages. However, there has been an increase in the proportion of mobile web requests to special pages coming from AMC mode since it was deployed on all Wikipedias on August 7, 2018. The proportion of AMC requests increased from September to October 2019 by 15.9%. The Mobile Diff, Watchlist, Contributions, and Search are the most viewed special pages from users in AMC mode on all Wikipedias.\n", "\n", "\n", "* **Rate of access to talk pages **: There was a 10.6% year over year increase in the number of views to article talk pages from mobile web in October 2019. About 42% of these views came from users in AMC mode. The rate of edits to talk pages have also continued to increase following the July and August deployment dates. While other variables such as changes in the number of active edtiors may also lead to these increases, the proportion of talk page edits made by users in AMC mode has been increasing each month following deployment. AMC edits accounted for 42.1% of all talk page edits made by logged-in users on mobile web in October 2019.\n", "\n" ] }, { "cell_type": "code", "execution_count": 2046, "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": null, "metadata": {}, "outputs": [], "source": [ "vertical_lines <- as.numeric(as.Date(c(\"2019-03-20\", \"2019-06-17\", \"2019-08-07\")))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Mobile web edit rate #" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Methodology ##\n", "\n", "The mobile web edit rate is based on edits on all Wikipedias between June 1, 2018 through September 30, 2019 recorded in the [mediawiki_history dataset](https://wikitech.wikimedia.org/wiki/Analytics/Data_Lake/Edits/Mediawiki_history).\n", "\n", "We reviewed the both the rate of overall mobile web edits and the rate of edits on mobile web coming from AMC mode (Measured using the an AMC edits tag (done in [T212959](https://phabricator.wikimedia.org/T212959) on January 16, 2016).\n", "\n", "At the time of this analysis, we did not review any changes on non-Wikipedia projects since AMC was not deployed on those projects until October 10, 2019." ] }, { "cell_type": "code", "execution_count": 1631, "metadata": {}, "outputs": [], "source": [ "shhh <- function(expr) suppressPackageStartupMessages(suppressWarnings(suppressMessages(expr)))\n", "shhh({\n", " library(magrittr); library(zeallot); library(glue); library(tidyverse); library(zoo); library(lubridate)\n", " library(scales)\n", "})\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#Collect all mobile web edits and mobile web edits tagged as AMC from all target wikis where AMC was deployed \n", "#grouped by wiki and user edit count\n", "\n", "# In terminal\n", "# spark2R --master yarn --executor-memory 2G --executor-cores 1 --driver-memory 4G\n", "\n", "query <- \"SELECT\n", " date_format(event_timestamp, 'yyyy-MM-dd') as date,\n", " wiki,\n", " user_edit_count,\n", " sum(cast(other_mobile_web_edit as int)) as other_mobile_web_edits,\n", " sum(cast(amc_edit as int)) as amc_edits,\n", " sum(cast(mobile_web_edit as int)) as mobile_web_edits\n", "FROM (\n", " SELECT\n", " wiki_db as wiki,\n", " event_timestamp,\n", " (array_contains(revision_tags, 'mobile web edit') and not\n", " array_contains(revision_tags, 'advanced mobile edit')) as other_mobile_web_edit, \n", " (array_contains(revision_tags, 'advanced mobile edit') and\n", " array_contains(revision_tags, 'mobile web edit')) as amc_edit,\n", " array_contains(revision_tags, 'mobile web edit') as mobile_web_edit,\n", " CASE\n", " WHEN event_user_revision_count is NULL THEN 'undefined'\n", " WHEN event_user_revision_count < 100 THEN 'under 100'\n", " WHEN event_user_revision_count >=100 AND event_user_revision_count < 500 THEN '100-499'\n", " ELSE '500+'\n", " END AS user_edit_count\n", " FROM wmf.mediawiki_history mwh\n", " INNER JOIN canonical_data.wikis cd\n", " ON wiki_db = database_code \n", " WHERE\n", " mwh.event_entity = 'revision' and\n", " mwh.event_type = 'create' and\n", " cd.database_group = 'wikipedia' and\n", " mwh.event_timestamp IS NOT NULL and\n", " mwh.event_timestamp between '2018-06-01' and '2019-09-30' and \n", " mwh.snapshot = '2019-10'\n", ") edits\n", "GROUP BY wiki, date_format(event_timestamp, 'yyyy-MM-dd'), user_edit_count\"\n", "\n", "results <- collect(sql(query))\n", "save(results, file=\"Readers-Web-AMC-metrics/Data/mobile_web_edit_counts.RData\")" ] }, { "cell_type": "code", "execution_count": 579, "metadata": { "scrolled": false }, "outputs": [], "source": [ "load(\"Data/mobile_web_edit_counts.RData\")\n", "mobile_web_edit_counts <- results" ] }, { "cell_type": "code", "execution_count": 581, "metadata": {}, "outputs": [], "source": [ "mobile_web_edit_counts$date <- as.Date(mobile_web_edit_counts$date, format = \"%Y-%m-%d\")\n", "\n", "mobile_web_edit_counts_clean <- mobile_web_edit_counts %>%\n", "gather(edit_type, edit_count, 4:6) %>%\n", " arrange(desc(date))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Overall mobile web edit rate ##" ] }, { "cell_type": "code", "execution_count": 1741, "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", "\n", "
A tibble: 6 × 3
datetotal_mobile_editsyearOverYear
<date><dbl><dbl>
2019-04-011180291 NA
2019-05-011247127 NA
2019-06-01122187824.57948
2019-07-01128703526.34613
2019-08-01134672826.30888
2019-09-01122036622.79424
\n" ], "text/latex": [ "A tibble: 6 × 3\n", "\\begin{tabular}{r|lll}\n", " date & total\\_mobile\\_edits & yearOverYear\\\\\n", " & & \\\\\n", "\\hline\n", "\t 2019-04-01 & 1180291 & NA\\\\\n", "\t 2019-05-01 & 1247127 & NA\\\\\n", "\t 2019-06-01 & 1221878 & 24.57948\\\\\n", "\t 2019-07-01 & 1287035 & 26.34613\\\\\n", "\t 2019-08-01 & 1346728 & 26.30888\\\\\n", "\t 2019-09-01 & 1220366 & 22.79424\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 6 × 3\n", "\n", "| date <date> | total_mobile_edits <dbl> | yearOverYear <dbl> |\n", "|---|---|---|\n", "| 2019-04-01 | 1180291 | NA |\n", "| 2019-05-01 | 1247127 | NA |\n", "| 2019-06-01 | 1221878 | 24.57948 |\n", "| 2019-07-01 | 1287035 | 26.34613 |\n", "| 2019-08-01 | 1346728 | 26.30888 |\n", "| 2019-09-01 | 1220366 | 22.79424 |\n", "\n" ], "text/plain": [ " date total_mobile_edits yearOverYear\n", "1 2019-04-01 1180291 NA \n", "2 2019-05-01 1247127 NA \n", "3 2019-06-01 1221878 24.57948 \n", "4 2019-07-01 1287035 26.34613 \n", "5 2019-08-01 1346728 26.30888 \n", "6 2019-09-01 1220366 22.79424 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "##Overall monthly web edit counts and yoy change\n", "mobile_web_edit_monthly_overall_yoy <- mobile_web_edit_counts_clean %>%\n", "filter(edit_type == 'mobile_web_edits') %>% # filter to all overall mobile web edits (both AMC and non-AMC)\n", "mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date) %>%\n", " summarise(total_mobile_edits = sum(edit_count, na.rm = TRUE)) %>%\n", " arrange(date) %>%\n", "mutate(yearOverYear= (total_mobile_edits/lag(total_mobile_edits,12) -1)*100)\n", "\n", "tail(mobile_web_edit_monthly_overall_yoy)\n" ] }, { "cell_type": "code", "execution_count": 2005, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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viXaOttNzskdgAA4AuHDh2aP39+bj2/kaffeO2111asWCF2FLWqrKTPP7cqSU2l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MkMkUx7J8+fLU1FR2e/v27URbJhfAUtuh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\nxYscpaqX6u6Un8HLhmo7dC6N7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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "##Plot time series of mobile edits rate.\n", "\n", "\n", "p <- mobile_web_edit_monthly_overall_yoy %>%\n", " ggplot(aes(x=date, y = total_mobile_edits, color = edit_type)) + \n", " geom_line(color = 'blue', size = 1.5 ) +\n", "geom_vline(xintercept = vertical_lines,\n", " linetype = \"dashed\", color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-03-20'), y=1.15E6, label=\"AMC deployed on Arabic, Indonesian, and Spanish Wikipedias\"), size=3.7, vjust = -1.2, angle = 90, color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-06-17'), y=1.15E6, label=\"AMC deployed on Italian, Japanese, Persian, and Thai Wikipedias\"), size=3.7, vjust = -1.2, angle = 90, color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-08-07'), y=1.15E6, label=\"AMC deployed on all Wikipedias\"), size=3.7, vjust = -1.2, angle = 90, color = \"black\") +\n", " scale_y_continuous(\"Number of mobile web edits per month\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %Y\"), date_breaks = \"1 month\") +\n", " labs(title = \"Mobile web edits on all Wikipedia projects\") +\n", " ggthemes::theme_tufte(base_size = 12, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_text(angle = 45, hjust = 1),\n", " plot.title = element_text(hjust = 0.5),\n", " panel.grid = element_line(\"gray70\"))\n", "\n", "p\n", " \n", "ggsave(\"Figures/mobile_web_edits_overall_monthly.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There was a steady increase in total mobile web edits the past 15 months, which has been occuring prior to the deployment of AMC on target wikis. This is likely partly due to a sustained increase in overall active editors. In September 2019, there was a 22.7% year over year increase in overall mobile web edits. We reviewed the number of these edits made while the user was in AMC mode to determine the impact of AMC on this increase. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Proportion of Mobile Web Edits Made in AMC Mode" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Since August deployment Date through September 2019**" ] }, { "cell_type": "code", "execution_count": 1753, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "
A data.frame: 1 × 3
mobile_web_editsamc_editsamc_prop
<dbl><dbl><dbl>
110808019160917.29198
\n" ], "text/latex": [ "A data.frame: 1 × 3\n", "\\begin{tabular}{r|lll}\n", " mobile\\_web\\_edits & amc\\_edits & amc\\_prop\\\\\n", " & & \\\\\n", "\\hline\n", "\t 1108080 & 191609 & 17.29198\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A data.frame: 1 × 3\n", "\n", "| mobile_web_edits <dbl> | amc_edits <dbl> | amc_prop <dbl> |\n", "|---|---|---|\n", "| 1108080 | 191609 | 17.29198 |\n", "\n" ], "text/plain": [ " mobile_web_edits amc_edits amc_prop\n", "1 1108080 191609 17.29198" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# across all Wikipedias for logged in users since August deployment Date\n", "amc_edits_prop_overall <- mobile_web_edit_counts %>%\n", " filter(date >= \"2019-08-07\", #deployment date across all wikis \n", " user_edit_count != 'undefined') %>% #limit only to logged in users\n", " summarise(mobile_web_edits = sum(mobile_web_edits, na.rm = TRUE),\n", " amc_edits = sum(amc_edits, na.rm = TRUE)) %>%\n", " mutate(amc_prop = amc_edits/mobile_web_edits *100)\n", "\n", "amc_edits_prop_overall\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Per Month Since Deployment**" ] }, { "cell_type": "code", "execution_count": 1756, "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", "\n", "
A tibble: 7 × 4
datemobile_web_editsamc_editsprop
<date><dbl><dbl><dbl>
2019-03-01538779 693 0.1286242
2019-04-01521036 1701 0.3264650
2019-05-01568578 2351 0.4134877
2019-06-01559685 3089 0.5519176
2019-07-01609794 12180 1.9973958
2019-08-01647386 45795 7.0738323
2019-09-0158228214909725.6056344
\n" ], "text/latex": [ "A tibble: 7 × 4\n", "\\begin{tabular}{r|llll}\n", " date & mobile\\_web\\_edits & amc\\_edits & prop\\\\\n", " & & & \\\\\n", "\\hline\n", "\t 2019-03-01 & 538779 & 693 & 0.1286242\\\\\n", "\t 2019-04-01 & 521036 & 1701 & 0.3264650\\\\\n", "\t 2019-05-01 & 568578 & 2351 & 0.4134877\\\\\n", "\t 2019-06-01 & 559685 & 3089 & 0.5519176\\\\\n", "\t 2019-07-01 & 609794 & 12180 & 1.9973958\\\\\n", "\t 2019-08-01 & 647386 & 45795 & 7.0738323\\\\\n", "\t 2019-09-01 & 582282 & 149097 & 25.6056344\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 7 × 4\n", "\n", "| date <date> | mobile_web_edits <dbl> | amc_edits <dbl> | prop <dbl> |\n", "|---|---|---|---|\n", "| 2019-03-01 | 538779 | 693 | 0.1286242 |\n", "| 2019-04-01 | 521036 | 1701 | 0.3264650 |\n", "| 2019-05-01 | 568578 | 2351 | 0.4134877 |\n", "| 2019-06-01 | 559685 | 3089 | 0.5519176 |\n", "| 2019-07-01 | 609794 | 12180 | 1.9973958 |\n", "| 2019-08-01 | 647386 | 45795 | 7.0738323 |\n", "| 2019-09-01 | 582282 | 149097 | 25.6056344 |\n", "\n" ], "text/plain": [ " date mobile_web_edits amc_edits prop \n", "1 2019-03-01 538779 693 0.1286242\n", "2 2019-04-01 521036 1701 0.3264650\n", "3 2019-05-01 568578 2351 0.4134877\n", "4 2019-06-01 559685 3089 0.5519176\n", "5 2019-07-01 609794 12180 1.9973958\n", "6 2019-08-01 647386 45795 7.0738323\n", "7 2019-09-01 582282 149097 25.6056344" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# across all Wikipedias for logged in users per month since deployment\n", "\n", "amc_edits_prop_overall_bymonth <- mobile_web_edit_counts %>%\n", " filter(user_edit_count != 'undefined',\n", " date >= '2019-03-01')%>% #since first March deployment\n", " mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date) %>%\n", " summarise(mobile_web_edits = sum(mobile_web_edits, na.rm = TRUE),\n", " amc_edits = sum(amc_edits, na.rm = TRUE)) %>%\n", " mutate(prop = amc_edits/mobile_web_edits *100)\n", "\n", "amc_edits_prop_overall_bymonth" ] }, { "cell_type": "code", "execution_count": 2058, "metadata": {}, "outputs": [ { "data": { "image/png": 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ADl950nDh06RDfGgROwPw8fPuyycVFR0bRp07Kzsxs3bvzhhx927Nix1uL0Yvjw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1qo5h3HsL5u1AVQegAemP0WYjIhqcQmaz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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plot yoy of mobile web edits\n", "p <- mobile_web_edit_counts_clean %>%\n", " filter(date >= '2019-03-17', #date of first deployment to target wikis\n", " date <= '2019-09-28', #remove last week due to incomplete data\n", " edit_type != 'mobile_web_edits',\n", " user_edit_count != 'undefined') %>%\n", " mutate(date = floor_date(date, \"week\")) %>%\n", " group_by(date, edit_type) %>%\n", " summarise(total_mobile_edits = sum(edit_count, na.rm = TRUE)) %>%\n", " ggplot(aes(x= date, y= total_mobile_edits, fill = edit_type)) +\n", " geom_col() + \n", " geom_vline(xintercept = vertical_lines,\n", " linetype = \"dashed\", color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-03-20'), y=80E3, label=\"AMC deployed on Arabic, Indonesian, and Spanish Wikipedias\"), size=3.6, vjust = -1.2, angle = 90, color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-06-17'), y=80E3, label=\"AMC deployed on Italian, Japanese, Persian, and Thai Wikipedias\"), size=3.6, vjust = -1.2, angle = 90, color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-08-07'), y=80E3, label=\"AMC deployed on all Wikipedias\"), size=3.6, vjust = -1.2, angle = 90, color = \"black\") +\n", " scale_y_continuous(\"Number of edits per week\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %d %Y\"), date_breaks = \"2 weeks\") +\n", " labs(title = \"Mobile web edits on all Wikipedia projects by edit mode\") +\n", " ggthemes::theme_tufte(base_size = 14, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_text(angle = 45, hjust = 1),\n", " panel.grid = element_line(\"gray70\"),\n", " legend.position=\"bottom\",\n", " legend.title=element_blank(),\n", " legend.text=element_text(size=14))\n", "\n", "p\n", "ggsave(\"Figures/mobile_web_edits_overall_amc_prop.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The proportion of AMC tagged mobile web edits have increased following each wiki deployment. Since deployment of AMC on all Wikipedias on August 7, 2019, 17.3% of all mobile web edits by logged-in users were made while in AMC mode. In September 2019, 26% of all mobile web edits were made while in AMC mode." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Mobile web edit rate by user experience" ] }, { "cell_type": "code", "execution_count": 2007, "metadata": {}, "outputs": [ { "data": { "image/png": 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tElYD92CCGEnGTEiBGBgYGuMF57W1dZWWlYyHw8tlUpKSkKhYKZILq+vr5x/+u7\n6ZFLb31439wpEaPNzNmklj99ZbFsmDdoPB/Jeuv8wC+iPNh2BNPWYWKHEELISWbMmMF1COj/\nTZw4ceLEiVxHYbH7/XsXDPkhQGjuv8EdRcWYS29flxXAS1EAUKqsfjz7nZMDPvUVcjkqt9Pg\npViEEEKojTl8+DCzX2ImrkNzOPNZHQD8Jc3JkRUySy413ZpwZYm6fdxvh4kdQggh1MY8+eST\nFl14bVee7vDv97rN1Cv8tfbPV26kchKPk2FihxBCCLUxJKvz9PQEgPHjxwsEAtJWFxkZyXFk\nNtPS2tZnas3i2BdmdHpCr3Bn6dH3C3fbvnAXh4kdQggh1PYIhUK5XA4AgYGBarVaq9Xy+fyy\nsjKu47LJF6U/Ds98XaZpsX1R23rMHxs6VK/w3duff13+i+0Ld2WY2CGEEGLF9oHnkR0NGDCA\nvPjyyy/Ji/DwcO7CsYMtJQdn5qSers9+PPudFq3SxqUJePy9CSv7+d3HLKSBnp6ztqCl1MaF\nuzJM7BBCCLFi+8Dz58+fP3jwIGlnQjbKyMggLzQajVgs9vX1tai5Ljs7++DBg3V1dY6JzmIf\n3Nk35+ZmGmgA+K3u4uPZ7yi0KhuXeSrt9zmlIzt7/JPvCnj8D+Le6OLZ0cYluzJM7BBCCLFl\n48DzmzdvnjBhQm1trUOCa08EAgHJrcn2pyhKJpNZtIQvv/xywoQJt2+7ROe9qUXfvH3rY5LV\nEcdr/5p6/T0bF/v6668veH3e//puIg/Segs8Dyeufz3qKRsX6+IwsUMIIcRWext43mWp1Wqh\nUAgAmzdvZpaTxynaltSibxbmbdMrDBD6vBltn272evl0OZy0vrNH+B8Dtj4aOtguy3RlmNgh\nhBBiq10NPO/iSLvpnDlzaIY2d5l7Wf4XhlldsMj/RP9PBvn3slct/wrsmzv4wAC/eHst0JXh\nyBMIIYQs0H4GnkeOtiz/i9UFu/QKQ8UB6f239PHpZt+6JHyRfRfosrDFDiGEECvtcOB5l8Ic\nWMLomBNta+SJq7L8dYVf6xV2EAf93n+r3bO6dgUTO4QQQqxUVlbqLvkplf/fGwVN03pteAix\nkeDT9bs+q0W8f64chouDT/Tf0sunC4dRuQFM7BBCCDlJly5d+vfvr2vtQxYhKTXztVEslxYV\nFdW/f39vb2+Hxdu6J8OGf9N7uYDHB4BOHmGnkj+1b1bXu3fvPn36sJy5XFljx+mHEQUAACAA\nSURBVKo5hIkdQgghVmwfeH7dunUXL17EDo1dwbx58y5evNirl90eULDOxPAR3yasivWM/GPA\ntu5eUfZd+NGjR9PS0lqdjQZ6Rf6O+HPPXpXl2zcATmBihxBCiBUceB45woQOD+Wk7OvKUafB\nSi317NVlKwt2StWysdnzK1RtvpNFTOwQQgix4sYDz7cJpHG0X79+ERERbvDwBJMHn5ur8/VU\n03+y3thfkU7eFrWUj7n0tl1GquUQJnYIIYTYcsuB51G79Vv9xdP1l5klWY25z15dqqHb8PNA\nmNghhBBiy/0Gnm9DyLMRWVlZ5eXlIpEIAHg8nkgkGj9+vEgkIm11LvhgCkWrta6aJ40Pe3Bl\n12l6hT9Vn511cyMn8dgFdlCMEEKILb2B5yUSiaVDlCK7oChKIBCo1WpmoVAoVKlUXIVklEpL\nTbjybpDIb0fPRXyeK7YlLe3yUrmy9tO7PzALP7v731jPyHdiJnEVlS0wsUMIIcSKQCAgw4jx\neDyapimKIqNasdfc3KxSqfz9/fl8V/yNb1fkcrlSqfT19SVjzjqCUks9fWXx0eozAMDn8b7o\nuYgHTr0FUCqVAoC/v7/52T7qMbegpTStNoNZuDBvW6QkZFLEww6MzzHwq4UQQogV2weenzp1\nalBQUGlpqf2Da380Gg2fzxeLxdOnTxeLxXw+n6TdLC1atCgoKCgrK8tB4ck1ikcvvU2yOgDY\nWXp0zs3NNDj1qeqkpKQePXq0OpuIJzzQZ02ib3dmIQ30tJz3c5oLHRado2BihxBCiC33GHje\nDZA76ki76Y4dOyiKIs8su8hTsTJNyyOX3kqvu8As3FJycGvJ91yFZJ6f0Pt/fTd18ghjFs6P\nmRTvHcNRRNbDxA4hhBBqY8jzyHqFfD7fFYZ3a9a0PHZp3sn6S3rlQwISp0SM5iQkNjpKQn/t\nuzlA6AMAAh7/0/h3Vned4eRrx3aBiR1CCCGT3GzgeXei0Wj0BhOz6FKsg0jVshGZb/xRr3+F\nd1hg0s99P/ATcjmCWat6+XT5b1JqkMjvx6T1r3Qax3U4VsKHJxBCCKG2RygU6jI53XVYS++0\ns686qnFU1psXG2/olY8MHng4MdVL4MFJVBYZHtivaMh/fYVeXAdiPUzsEEIImcQcQwzHE3Md\nzKxOh8fjcXsp9sfqU4ZZ3eiQB35IXMfV2BJWaNNZHeClWIQQQqjN0fU7w3wk2XEdl7A0NfLR\nDXGzmCWPhKS0razODWBihxBCyEkOHDhA03RUVBTXgbgD8qgE85HksWPHsv/4Rx99RNP0wIED\n7RvVvM7PL+vyEnn9aOhgbrO6wsLC8vJyrmrnCl6KRQghZBLLByPwKq3zBQQE6JUcPnyYk0j0\nrOw6naLVBS1le3qvEPIEXIdjf1K1zF/ow3UUJmGLHUIIIdT21NfX65W4Ql8nxPvdXv2290q3\nzOo+Kt4fd3bCLXkx14GYhIkdQgghk5i9abShgefbA5qm+Xw+ua9OJBLx+Xyapl2n6xnXHBnW\nFjTQK/J3vJn7YZWq/uGsuZWqOq4jMg4vxSKEEGKlrQw83x54enq2tLTo+q7T7ZQRI0ZwGpfb\nUmqpF66v2l+RTt4WtpQ9emneHwO2egvYjqfnNO6WUCOEEEJuTy6XGzaU+vv7Hzt2zAm1N6hl\nTqjFpfxSc16X1REXG29MurZCQ7vK5W8dTOwQQgixZePA88iOlEql3sgTDQ0NTqi3UlXX+9xz\n39PnnFCX63gibNjSv5/21TlcdWpu7oecxGOGUy/F5ubmHjt27PLly7W1tX5+ftHR0aNHj05J\nSdHNUF1dvWPHjsuXL9M0nZSUNH369JCQEDZTx44de+TIEWZdd+7cWbFixbhx4yx6/BshhJAp\nPB6PJBBk4HlmOcslzJo165dffjlz5kxERIRjYmxHBAKB3tMSFuXZq1at2r179w8//JCYmGhR\nvW/c/KBUWf0p/KwRqEfBKIs+62T/+te/lErln3/+aZelrew6rVhRsbvsZ2bhlpKDsZ6Rczs/\nY5cq7MKpLXbbt2/v0qXLypUrDx48+Mknnzz55JP79+//9ttvyVSFQrFkyZKuXbvu2LFj586d\nXbt2fffdd5VKJZupem7cuLFs2bJp06ZhVocQQvZi+8DzVVVVBQUFenfpISsY3exGd5AptbW1\nBQUFpn5GTfml5vyByhMAQAO9XXhsR9mRVj/CoeLi4jt37thraTzgbY9f+O+gAXrl8/K2fF/1\nu71qsZ1TE7tNmzaNGTOmY8eOQqHQ19e3b9++ixYtOnr0KJmalpbWo0ePCRMm+Pj4+Pj4TJgw\nIS4uTne7gPmpTBcvXtywYcPChQsHDx7svHVDCKF2wDUHnm+HdIPD6j2h7NAOBeUaxes3N/4T\nA9Cz8j7IbLzpuBpdjZgv+iFxbW+fLsxCLa2dfHXl5aY8rqLSw/E9dgKBQPf34q+//nrwwQeZ\nUx988MGMjAw2U3X++OOPnTt3rl69Oj4+3mFRI4RQOyUUCnl/IyU8Hk8gcMPuylwfuRSrUqkO\nHTqkUqm0Wq2jd8Sqgl2FLWXMksH+Cf387nNopa7GX+jza78Pozw6MAsnho/o6RPLVUh6OEvs\n5HL59evX169f/8gjj5CS4uLi2Nh7tktMTExJSQmbqcSRI0eOHj26du3ajh07OjJ2hBBqj1xz\n4HnkHNdkBR/c2ccsEYJga9w8HrhKz3lO01ES+nPfD8jgEzzgLe/y8q5eS0Q8V+k/joM4mPe9\nJSYmPvvss+S1TCbz9fVlzunn59fU1MRmKgCcO3fu5MmTa9as8fDwMFqvXC5ftWqV7q2Xl9eY\nMWNsWxVz1Gp1S0tLZmam46pgiTwnlZ+fX1paym0kGo1GoVC4wjaRSqXgGsMIKhSKa9eucdvg\nQa7dqFQqzneNQqFwhW8NObGUlJTU1tZyFYNKpZLJZNxuCpLDMWPQDTwvFouVSiWZJBQKKYpi\nGSoZLOHq1atVVVUsw6AoivNNAQBkSNaKiorm5mZuI2loaJDL5SKRiKIo0kHxww8//Ouvv6rV\natKJNMttRXbBzZs32Zx/tLR2WtNmir7n5sin1SnKvIZMHve7xtQRqFKp2B+cllrtOWVe0/b5\n3k8/1tA3KzMLABQKBQBcuXKF/Z2O1unbt6+ZKjhI7Mjjq1Kp9PLly7t27Tpw4MAzz9jhcZKE\nhIQffvghMzPT1K11arU6Pf2fTmgCAwP79etne73mcZ436BgOPsMV3CZ62P/COZRGo3GRXeMi\nYUilUvIHgEOusCn0YuDz+T/++CMAPPbYY2RScnLyuXPnWIZKfvmqqqosbeRzhU0BADKZTCbj\nvgu3lpYWiqIAgDyhrLtVHQAoihow4J+7+5mT9JAMtaamhs22/UWQdUVYyCzpSAc/pUmpqKiw\nIn5HIJm3HrVardVqHXTwxELgTt6sAKV3Odyz/MrKSkdUx5SUlGRmKmcth/7+/sOGDQsMDNy8\neTNJ7Hx8fJqampijGjc2Nupa6cxPBQBfX9/ly5cvX76coqjhw4cb1ujp6blu3TrdW5FIFBcX\nZ+/V+odSqczPz+/Zs6fjqmCpqKiotra2a9euhiNGO5lKpcrLy+vVqxe3YQBAcXFxdXV1ly5d\nAgMDuY3k+vXr3bp1k0gkHMag0Wiys7PFYnFCQgKHYQCAVCqtra3t0qVL67M6UllZWXl5eXR0\ndGhoKFcxNDU1VVRUdO/enasAACA7O1ur1er9Afbz8+vfvz95TV6Qe511heatXLmypqZm4MCB\n7I95uVxeUlJy330c38hVXV1dXFwcHh7O+a0+hYWF7E9cZvbLO++8M2nSpKSkJL2rYYaq1Q17\n8z6Eey/Cz+Y9KgZhUlIS53dY1tbWNjc3R0dHG07avn27VqtleXDa7vr16wqFok+fPmTwPccx\n3yLI8SXhbt266f4TR0dHFxYW9u3bVze1qKgoKiqKzVTC19d35cqVS5cuVavVhsOqiEQiZ461\n0tzcfOfOHVfoq6mqqqq2tjYwMDA8PJzbSFpaWgoLC11hm9TU1ABAQEAA58Hk5uaGhYV5eXlx\nGAPpe0IgEHC+Nfh8fnNzM+dhNDY2AoCfnx+HkYjF4vr6em43xeXLlwFALwapVKorIS9I2xvL\nUK1YI6lUWlFRwflRQYZN8/Hx4TySioqKwMBA259+Zb8iMrn6vvLOf0lzdCWTI0YnV8XJQd6h\nQwdHJzGtItegja7O448/7sxIcnNzAaBDhw7c/lfn+KnYGzdudOrUibxOTk7+/fd7eoL5/fff\nBw0axGaqjq+v7+rVq48ePfrzzz8DQgghu3LxgeeRI3T3ijqf/MXn8Qv8hN4AECTy2xg3m+ug\nkElOTeyWL1+ekZEhlUo1Gk1tbW16evqWLVumTJlCpo4aNerGjRsHDhwgNzEcOHDg5s2bI0eO\nZDOVieR2v/766+HDh523bggh5O48PT0BgDnwPGk3woHn3R6fx5/R6YkbKd+ND3twQ/fZYWKO\nb2JBZjj1UuxTTz31008/ffzxx3K53M/PLz4+ftGiRbob3Tw9PdesWbNjx46XX34ZABITE997\n7z3dI67mp+rx8/N77733lixZolKpJkyY4JSVQwghNyeXyyUSCbkoqeO0gecRaRnNysoCs8O4\nOa6P4khJyKHE9x20cGQvTk3sEhISzN+dHRYWtnjxYium6g0UCwB+fn5btmyxIkiEEEKmWDoC\nFULIyTi+xw4hhFAbIhAIePfi/KHI9oOM4cZ8bRS3QSLOYWKHEEKIFdsHnt++ffvMmTNdpAtJ\nt8R+X+zfv3/mzJlFRUWODIdjixcvnj9/PtdROBsmdgghhFixfeD59PT07du3u0Ifv22d0YZS\n8pAyyyWcO3du+/btLtJBuoPs27dvz549XEfhbK4ytBlCCCHXJxAISMeHOkYHkEWOptVqBQIB\nc8tblNUhN4YtdgghhFDbQ3I78lqX1dnep+CJuou7y36mAXPEtgoTO4QQQqyIRCKNRsPn88Vi\n8fTp08ViMZ/P12g0nI890A6Re+lIbsfM6iwdhFdPi1Y5M2fdi9dXD7/42o3mIruEipwMEzuE\nEEKsMAee37FjB0VRJJ+gKIr5nCzXYbYLGo2GNNdptVp7ZXUAsCp/V35LKQCcqs9OPD95Yd42\npZayPVrkTJjYIYQQQm2PWq0mY7uBnbK6a7KCTXe+1b2laPXm4u8KW8psXCxyMnx4AiGEECu2\n35v//PPP9+/fPyAgwC7xtDfmR5vQTWW5mx577LHIyMioqCjyVktrX7mRStH3PBmzIGZyD+/O\n1sbLvQULFug969MeYGKHEELISR5//PHHH3+c6ygQAMCIESOYg/x+UXrkbMMV5gzdvDotjn3B\n6XHZ0yuvvMJ1CBzAS7EIIYRQG0AGlsjKyiovL7fvyBOVqrpFt7fpFX4a/44HX2yPwJFTYYsd\nQgghk5hdEHMy8Dxygrm5H9ZTTcySyRGjRwQlcxUPsgW22CGEEELt17HajH0Vx5klQSK/jXGz\nuYoH2QgTO4QQQibhwPOug9mbDM80Sxd7V1HtJfBglqR2fz1MHGifoJHTYWKHEELIJuwHnkcu\n6KWOj94afODJsOHk7ZCAxJc7PsZpRMgm+G1ECCHEiu0Dz6enp2/fvl0mk9k1rvbCvq2n586d\n2759e1VVFQB0lIR+n7j2SNKGLp4dP++5gAdu0sv0vn379uzZw3UUzoaJHUIIIVaYg5MSlg48\nv3379pkzZ9bX19s7NGSx/fv3z5w5s6ioSFfyWOiQ3MH7e3rHcheUnS1evHj+/PlcR+FsmNgh\nhBBiy0EDzyMXIeQZaZRFbQt2d4IQQogVPp+v1WpJbqe76meXwawQSySH5vF4IpFIqVRyHQ5y\nRdhihxBCiBUHDTyPLEXTtEqlIs/A8vn8uLg4riNCLgQTO4QQQmzZfeB5ZBE+n6934Zum6by8\nPJLhCQSCjz76iKvYkIvAxA4hhJBJht2k6UZVJwPPW9d3GrKORqPJzMwkQ4oJBALmlqdpWqvV\nvvnmmxyGh1wB3mOHEELISRISEurr6z08PFqfFbVGl2EDgFAo1Gg0bD61tzxtSGBiZ4/wuLi4\nESNG+Pv7OyxA7g0ePJiiKK6jcDZM7BBCCJlk31Elli5daseltXPTp0/ftWuXRVfDc5uLX85Z\nwwf+OzGTFr864/XXX3dceK6gHXZiB5jYIYQQQm1IcnKy7uEVJh6PJxaLFQqFqQ/SQL96c71S\nSwHAyoKd/606+XnPBff793ZsuMjp8B47hBBCqG3g8XgajUaX1fF4vMjISNL1jFarNZPVAcDO\n0qO/12Xq3l6R3Z5ybZWGxsdf3A222CGEEDKJ3J7fakfE9r1ii9gzn8zp1FANi/I+1Sv88L43\nBTxs33E3uEcRQgihtkHvYViapuvq6nQd2vn6+pr64Ju5H9ZQDcyS5yNGPRKS4thwERcwsUMI\nIWSSfQeeR7a7cOFCWVkZTdOLFi3i8//5EadpWiaTGW1V/aM+69vyY8wSf6HPhu6zHB4r4gIm\ndgghhJykoKAgMzNTpVJxHYg7eP/998n9dqQZz9RsSi31yo1UGu5JvjfEzVJXtWRmZjY3Nzs+\nUs5cvXr1ypUrXEfhbJjYIYQQcpKFCxcOGDCgsrKS60DcgVAoJANRkCcqTM22umBXbnMxs2SQ\nf6+XIx/buHHjgAEDrl+/7vhIOTN27NhRo0ZxHYWz4cMTCCGEzMGB512HQCAwde2bZHgLFixg\nFtJAX2i8wSwR8YQ7ei7m4zMT7gsTO4QQQq3TDTwPADwer1u3brdu3eI6qHbHsDtiHo8XHR1d\nVFRkdH4e8NL6fXiw8rfXb26oVjUAwPyY53v7dHF0nIhDmLMjhBAyBweedzWkL2Jd93Wmsjqd\npzv8OzflwIxOT8R4RiyOfcEpMSLOYGKHEELIHI1GQ4Y6aM8Dz2crbh8R/HVWcU3vKQQno2k6\nKyurrKzM0mvigSLfz+MXXL7/G2+Bp4NiQy4CEzuEEEJsqdVqZpLHdThOsunOt+OKl34hPD6t\nelPi+cnfVRxvowM2+Am9uQ4BORwmdgghhNiaPn06abQz/ySmKd7e3oGBgcze11xfVmPuorxP\ndQ11V2X5z15d1v3s0x8V7yfjrrZRnp6egYGBQqE732rv7+/v7+/PdRTO5s57FCGEkF0IhULr\nBp7X8+WXX9o7NMdSaFWTr62kaLVeeWFL2Zu5H35YvP+dmElTIx/14Is5Cc8W69atW7duHddR\nOFZ2djbXIXCgLf1tQggh5Hy2DDzf1qlpzUD/nqamFrWUv3Zjw+qCXc4MCSHzMLFDCCFkGfdO\n5ph8BJ5f9nr3x6T1IQLjV/QkfNFrUeOdHBVCZmBihxBCyByrB553G2NDhx6L2TBYG99T3FnE\nu+cWphcjx3SUhHIVmB4a6IOVv2nb5oMdyF4wsUMIIdQK3cOw7AeedzNBAr+F1JMHwpbdHnLo\n9ajx5KY6IU+wIGay02IgyTTztR4+jz8h/KGUCzMuN+U5LSrkajCxQwghxBbLgefdlYDHj/bo\n8EmPeYVDf3i783MzOj0R6xlp/iPNmhbnxKaTIb0+IGPqO3mfyDXt5Yo5YsKnYhFCCLFl6vHY\n9iZcHLwxbnarszWoZd3PPP1o6OBFsVPivKJtrJRs9kuXLuleM025tuqb8l/IazWt2VC0V6FR\nfdzjLRsrRW0OttghhBAyRyAQkFHF9B6PBQBym92iRYtYLmrq1KlBQUGlpaWOidTlbCk+UEM1\nfFX2v/hzzz6WPS+z8aaDKjpZf2lP+a/MEn+hz8LYKWY+snDhwqCgoKysLAeF5AqSkpJ69OjB\ndRTOhi12CCGEzLF04Hkzmpub6+vrDRfolpo1LVtKDpLXWlr7U/XZn6rPjghKXt1txv3+ve1Y\nkVJLvXIjVW+ss9Tur0dKQsx8qqWlpb6+Xq3W76LPnUil0vbzBLcOJnYIIYRax+PxRCKRpUOU\nti1aWsvn2e1C1md3/1utatArTK+7kP7Xhf8ED1oS++KwwCSrF3748OEnn3zS+DXxY/enBCRM\n7zjW6oWjNq39JnZqtTonJ8ehy1coFFeuXHFcFSzV1dUBwJ07d6qqqriNRKPRKJVK19kmxcXF\nNTU13EaiVCpv3rzJ7ag+5LeBoijOd01LS0tzczPnYUilUgAoLS1tbGzkKgaFQtHU1MTtpiAj\nhl25cuXy5cu6QhtDItv2xo0b9fX1LD+iUqnkcrlzNsVbDZ9FCoNn+zwhAZHeJJlMBgBVVVUq\nlYrl0r6rSzM16VhtxrHajIc9klP9p1kaZENDg0qlMpnVAQhB8JZg3LWr18wvh5z9bt++7eHh\nYWkMAEC2w/Xr1zkfIE4mk6lUKqNHiEqlUqvVTvsekb89OTk5jn6uqHfv3mY2e/tN7Hg8XkBA\ngOOWr1Qq6+rqHFoFS01NTc3Nzd7e3n5+ftxGQlFUTU2NK2yT5uZmmUzm5eXFeTCVlZV+fn5i\nMZfjEWm12pKSEkd/I9jg8/kqlYrzMMi1G24PD5lM1tLSwu2muHv3Lk3T9o1BJBIBgJ+fH/vF\ntrS0NDY2OmFTfN946oTyEijhlOrqpojXkj3vuTeLpLkeHh7sIznov/K35ksf1X5/RZFvdIYH\n/HtbsV5NTU3e3t4kq5NIJEqlEgaHwp91oNUCTUOI18zgx5JDerW6HIlEAgA+Pj7WbduKigoA\n8Pf35/zhaK1Wa+r0Re4Nddr3qLKyEgD8/f0d/V/dfAdD7TexEwgE0dG2PqNkRnNzc1lZmUOr\nYKm+vr6+vj4kJCQ8PJzbSFpaWkpKSlxhm0il0tra2pCQkMjIVroqcLSCgoLIyEgvLy8OY1Cr\n1deuXRMKhZzvmsrKSqVSyXkYLS0tVVVVgYGBHEZSW1vb1NTE7abIycnRaDT2jYEc6h07doyK\nimL5EalUWlNT4+hNcVdRtSp/N3l9h6p8pmTVotgXlnd5WfD3lVmapktLS/38/CyK5CWImQpP\n/FR9dk3hVxnS68xJHcRB83u/4MmXWBoqOXcBgFAozK7NjfeJAV8h/JIMAPDwX1AjX584x0vQ\neiMc6Vk6PDzcum17+/ZtlUrVqVMnkqxziMfjNTQ0GF0LoVCoVqud9j0qKChQKpUdO3YkSTNX\n8KlYhBBC7RoN9Iwb6xrUMl2Jmtacb7jKt0fHyzzgPRY65M+BO04nf/Zo6GBd+Vudn7Uiq2Ma\nMGBAD+/OACA4/vdtNkEeAMAmq0NuDBM7hBBCTrJly5b8/PyIiAiuA7nHpyU//FJznlniL/TZ\n1WsJD+w5osaQgMSjSRvPJm9/NHRwsMj/1U5P2rjAjIwM8kKj0YjGZErGXoIaOfuPL1u2LD8/\nPzEx0cYwXNnJkyf//PNPrqNwtvZ7KRYhhJCTdejQgesQ9OW3lL6Tt1WvcEuPt6I8HBJqSkDC\n0aSN1aoGX2ErN2DMzf2wk0fYK53GeQs8DacKBAJy2x+Px6NpmqIooCyLJDg4ODg42LLPtDWc\n39fBCWyxQwgh1E5pae1L19/TG/Xr8dBhkyNGO7TeUHErt/Pnt5R+UnJo3q0tnU+PW5G/o55q\n0ptBrVaTO/Q3b97MLPf0NJIFonYFEzuEEEKsLF68WDcEhR6uQ7PSxjvfnqrPZpaEiAI+77mA\nq3h01hR8paY1AFBLSVcW7Ox85ok5uZsrVLXMeSiKAoA5c+bQDHK5BVdjkVvCxA4hhBAra9eu\ndadRYitVdSvyd+gVbu+5sIM4iJN4dO4oKvTGB2tSyz8uPtDtzNNv3/q4WivlKjDUJmBihxBC\nyAJ8Pr9z5870vbgOyhodxEE/Jq3v5BGmK5kcMXpc2L84DIn44M4+ijYy0lezpuWDO/seq1+6\nsPTzdxYtdLPWU2QvmNghhBBiSywWazQaK0aJdU0jgwdef+DbGZ2eAICOktCP7pvLdUQAAMu6\nvLS8y8tBIuNdyqto9VVFwYZ1qW00n0aOhokdQgghtmwcM3716tUjR46srq62Vzy28xN6fx6/\n4IfEdbt7LwsU+XIdDgBAsMh/RddphUN+eL/bq0Yfs5gb9jR5YUvr6datW0eOHJmbm2u3uF3P\npEmTJk6cyHUUzoaJHUIIIVa6d++u1Wr5fL5YLM7Ozm79AwauXr2anp5OBm1zKePC/vVQ0ACu\no7iHn9B7UeyUkqFHPo9fwLxeHCfs9JBvf7C59fTWrVvp6elk9F53dfbs2VOnTnEdhbNhYocQ\nQsgk5s1beXl5AEB6Tevbty/e1+UEEr5oRqcn8gcf2t17WXevKACY5vkw6TnZxtZT5K4wsUMI\nIYRcmpgvmhIxOidl34E+a/4tTgJ7tJ4id4UjTyCEEDIJ79B3HSK+/k+2rvVUr9CJQSGXgy12\nCCGEEEJuAhM7hBBCrJCO05ivCRccAdbQVVm+7N6hw9oc8tBrVlZWeXk5bRrXYSKO4aVYhBBC\nrNA0zefzAUAikTATiKqqKpZLmDFjxogRIwIDAx0Sn2lStWzMpbcFPP6Xvd4dHtjPybW7pokT\nJ/bq1SsmJobrQBzo/fff12g0XEfhbJjYIYQQYmvcuHHw9yilABAZGUlaj1h+fMSIEY6KzKxZ\nNzeVKCoB4N8XZ03v9PjmuDleAg9OIrERj8fLysqyy6JSUlJSUlLssiiX9eyzz3IdAgfwUixC\nCCG2jh49Cn/fns/n80tLS/38jA+Q4Dr+W3VSN/QqDfT2u4eHXnxFQ2u5jQohB8HEDiGEEFsq\nlUogEJDX5CJXQICRoRFcRw3V8OqN9XqFz4aPFPDw5w+5JzyyEUIIWUCrvaetq7i4mKtI2Hj1\nxoZKVR2zJCUgYW50e7xCh9oJvMcOIYQQK2FhYbrnJMRiMXlB07TLjjzxTfkvhyp/Y5Z4Czy/\n6rW0TTfX9evXysMf+GBsO4eJHUIIIVYqKysNC102jShT1ryZ+6Fe4Ya4WWRgLoTcVRv+14IQ\nQqht+fHHH1NTU5uamhxdEQ30tJz366hGZuGIoORXOo1zdNWOZq9+7NLThwSifAAAIABJREFU\n01NTU8vLyx0aLbc+++yzTz75hOsonA0TO4QQMkJNa5bmb3/95kauA+EY6YKY+doolkvbu3fv\nwoULGxoaHBbv/6tQ1uY233PzX4DQZ1evJTxw0avGznf06NGFCxeWlJRwHYgDpaamrlmzhuso\nnA0TO4QQ0lfDa3yu9L33Cr7cVvL9dxXHuQ4HWSxCEnItZe8b0RN0mdxHPd6K8mgDI2QgZCNM\n7BBC6B7H5ZmzxV9caLlJ3r56Y31RiztfrjLvfMPVHFkhed22hrHy5Es+um/uL/02d5SEPhE2\nbErEaK4jQsgZMLFDCKF/aGjtZ41HZaDQlTSoZc9dXaam293ARACgBfrl6+/3OT9pRs66MmUN\n1+FYY1TwoKsP7P2i5yKuA7EP18yhkUvBxA4hhP4h4PE3h7zmBRJm4XnpteX5X3AVEoeOC7Jz\nmgvVtOaL0h+7n316Yd62BrWM66AsFijyDRG5dC/KCNkRJnYIIXSPaGHYLOoRvcJ1Rd8cr/2L\nk3i4ouKp9wlO697KNYrUZeuDxH62PDyBEHI07McOIYT0DdX2zPer/b7xlK5ES2snX1uZ/cDX\n4eJgDgNzph9452vgnu5C4Ls7Nl4IHDFiRGBgoI+Pj22LQXaQkpKiUCjCwsK4DsQkPp+vu4OT\nvCblYWFhRrtUNPTss89SFOXAEF0SJnYIofZrUd6nib7dngkfaThpVdhL1zRFzC4zKlV1U6+9\n93O/D9pJlxlxdGRnCL3Dq9afwOdDmCd8nfCAf+9TyZ8JeQL2y5wxY4Y9Q0Q2mDhx4sSJE7mO\nwhyapvl8PgBIJBLmzYW64U9a9f777zskMteGl2IRQu3U/2rOphZ98+zVZZOurZAa3DrmxZN8\nl/CehC9iFv5a+2d67QUnxsilfnTXLdSMXb2W3NNLiFgMvw6ErxMAoJ/ffRZldQhZaty4cQCg\na3WLjIzE6/6twsQOIdQeVanqX77+Pg00AOwtT0s8P/l0fbbePEm+3TfEzda9DRT5/pC4bmTw\nQKcGyik+8KZGPpo7eP+67q8FCH0AANRqMslX6LWsy8tcBsew8c7e9Dr3T7jJ7Yz9+vWLiIiw\nvbPoNuHo0aPw97PAfD6/tLTUz8+P66BcHSZ2CKF2hwb65Zw1lao6XckdRcVbtz4meR7TrKin\nHg8dBgCDA/pk3//NuLB/OTVQ1+DJlyyImZw/5PvA2A6g1cKoDBiT+Vb90DBxINehAQCca7i6\nMG/bfzLnzLq5Ua5RtP4B1HaoVCqB4P9bhTUaDQAEBOADzq3AxA4h1O58fvfwT9VnmSVeAo+v\ney8zvHmOB7ydvRav7f7qHwO2RbvpuAVXZLd/qPqj1dmCRH71hZUAADQNFLVy/EpXaCVq1rS8\neH21htbSQG8t+T7pzynnGq5yFYyjkScJyFixIpEIAHg8nkgkGj9+vEgkIntBLBZzHaadabVa\n5tvi4mJTcyICEzuEUPuS21z89q2P9QrXd3893jvG6PzBIv+FMVPc9WYyhVb1/NXl4y8vejln\njUzTYscl5zQXamlt6/PZZkHe1jz5P6Od5slLZtxY54R6OUdRlEAg0Gq1KpXq0KFDKpVKq9UK\nBAKVSsV1aHbDfGJXl7DSNO1ml5vtDhM7hFA7oqY1L1xfpXfBblTwoNeixnMVErcW5m27JisA\ngF2lPyWcf/5Mw2UzM7MfUqxBLRt24dWE85MOVv7GLL969Wp6erpCYZ8LpifqLm4r+YFZIuQJ\ndvVcwufhT1vrcnNz09PTGxsbW5+VI5WVlboDTKlUkkKapvXa8Mw4c+bMqVOnWp/PveDRjxBq\nR5bnf5Ehvc4sCRUH7DZ2EbY9OFab8XHxAd3bopbyhzJn31FU2L7ktYW7aylpTnPhhCtLHsqc\nfbHxBilfvXr1yJEjq6sNulCxnFQte+n6e3q3RS6MnTLQv6ftC28TNBoNn88Xi8XTp08Xi8V8\nPp/chcbStm3bRo4cefPmTcdFyLnJkye7eJcujoCJHUKovchsvJla9I1e4c6eSzqIgziJh1u1\nlHSqQWL0etT4zh7hNi65RFG5pfig7u1vdRcHZrz87NVlBS2lNi6Z6c3cD4sV9/RSm+TbfWns\nVDtW4crI5UiapimK2rFjB0VRpN3UnS5THj58mM/nu/2Tv3aHiR1CqL3o53ffprg3xIyu6WZ2\neuKx0CEchsSh125sKFPWMEt6+XRZ0+0VMx9h+UO7NH97i1bJLKGB/q7ieI+zz2Q22qd96Gj1\nma/K/scskfBFu3svE9/b76Ab02q1pPNeJj6fz/4ypet78sknDa/yo1ZhYocQai94wJsTPfFs\n8uf3eUcDwH3e0Zvi3rBxmQqt6u1bHxe1lNsjQOfZVfrTgcoTzBIPvnhfwipPvsTMp9j80NJA\ni3kigbG73ChaXdBSBgBflf1secj/qKEaZuSs0ytc0XVaH59utiy2zdFoNHp3Olp0Kdb1kYPN\n09MTAMaPHy8QCMhfiMjISI4jc22WJXa//PLLww8/HBISQrYvNo0ihNqcAX7xWYN2v9rpyW96\nr/AWeNqyqBvNRYMyXv7gzr7nri6jaLW9InS02/K7c3I/0Ctc2/21BJ+u5j/I5oeWB7ztPRde\nvv+bR0MHm16OTa1K3gLPZyNGMp+QeMC/9/zOk2xZJnJNQqFQLpcDQGBgoFqtJu2UZWVlXMfl\n0ixI7Pbt2/fII4+kpaXV1ta6U2MvQqi98RJ4bIufn+wXb8tCvi7/JTnjpSuy2wBwXnptef4X\ndorOsdS0Zsq1lXo9m4wMHjgnegKbj7P8oe3l0+Vo0sbzA78YGphkuJDnIx62NnwAAE++5IO4\nOacHfNbNqxMAeAk8vuq91GgboRtbvHhxe7j/bMCAAeTFl19+SV6Eh9t6D6jbs+CbsHr1agD4\n97//feXKFaVS2erj7ggh5K5O1We/cG1VMyM9Si3ac7z2Lw5DYm9k8EBmt3zBIv+vei1l+Vyw\nRT+09/v3Pjlg28E+a7p7Rf1/UYAwrHOEl9jDusiZUgISsgbtntZxbGr31+O8om1fYNuydu1a\nG392g4ODu3TpIpGYu/jOuYyMDPJCo9GIxWJfX1+Lmuuio6M7d+7smNBclwWJXX5+PgDs2LEj\nISHB/fq2Rggh9oYFJr0YOYZZoqW1k66tKL/3cQQXJOQJVnadfjZ5O2nuAoBt8fMjJSEsP27p\nDy0PeE91+Pf1lG8/j18QLg5OWvSf8sK7ERERtqyCjq/Q64uei2ZFPWWXpbVFfD6/c+fO1jWy\nLFu2LD8/PzEx0aER2kIgEDAf9aUoSiaTWbSEkydP/vnnnw4JzoVZkNiRr2JQUHvsFwAhhPR8\n0uPtHt73NAZUqepfvP5emxj2YKB/z6xBu1+MHPNSx0cndHiI5aes/qEV8YQzOj2RN+TggT5r\nWu09uNmuA2C4MbFYrNFoioqKuA7EUdRqtVAoBIDNmzczy8ldnsgUCxK7l19+GQCOHz9udWXX\nr19fv379pEmTnnnmmXnz5hnm0WMNMKdWV1evXbv2mWeemThx4tq1a2tqapgf1FvUnTt3pk6d\neuTIEaujRQghM7wFnt8lrPbg33P54lhtxoY7e7kKySK+Qq8ve727PX4R+4/Y+EPrI/D855qs\nCTeb73Q6NXZ5/hf2Hd/MLanVbeZ5HatRFAUAc+bMYTZJkrs8kSkWJHaLFy9+6aWXXnvttX37\n9tXV1VlR2aJFi6RS6ZIlS3bv3j1z5sx9+/YdO3ZMb54j99KVKxSKJUuWdO3adceOHTt37uza\nteu7776rG2NEz40bN5YtWzZt2jTDhA8h1E6YHx3LLhJ9u2+Im61XuPT29j+l1xxdtb1Y+syB\no39oF93e1qCWrSrY1e3MU9tKvm9Dzxo7Wffu3cmTK2KxODs7m+twkAtp5SvNfNBGKBTu2rWr\nurr6ueeeCw4OtuJJnHHjxr333nvx8fESiaR79+5z5849dOgQy0DT0tJ69OgxYcIEHx8fHx+f\nCRMmxMXFGeaFAHDx4sUNGzYsXLhw8GCTD9sjhNzbLzXnh1149fHsd6pVDQ6t6PWo8U+EDWOW\nULR60tUV7pqRGPZ1JRAIWv8YO2cbrhyu+v+RPStVda/f3Njr3HM/1p3WGx4DAUBeXh78PfJE\n37593eapWOYqGH3m1w3W0dGc+nz41KlTmfsjIiKCeTnVvL/++uvBBx9kljz44IO623h1/vjj\nj507d65evTo+3qaODBBCbVe1quGl62tooI9Un044//wvNecdVxcPeDt7Lony6KAriZSEfNFz\nkYgndFylXDE6sIHRIRCssyBvq15JnrzkhdtrZiq2nKrHRimEWGnl22jYp4kZltadmZnZsWNH\nvcIpU6aMGzfuhRde2LRp0927d3XlxcXFsbGxzDljYmJKSkqYJUeOHDl69OjatWsNF4sQaj+m\n5bxfoaolrytVdWMuvb3pzreOqy5I5PdtwkrSgciYkMHZ93/zYFB/x1XHId2TEyKRaPz48SKR\niPf3iKUsl9Dc3FxfX2+0J9QSRWVhi/EHbHO0xQ9lziq5d2TYds7232K5XF5fX+9qN+oxV8H2\ndZRKpVKp1GHBuijO/lM2NTV99dVXr7xyz7iEAwcOHDduXPfu3RsbG8+dO7do0aKVK1d26dIF\nAGQyma+vL3NmPz+/pqYm3dtz586dPHlyzZo1Hh7Ge0hSqVT79u3TvZVIJMnJyfZcJYPqVCoV\n6SOGW2QrVVRUNDc3cxsJRVEURbnCNmlsbASAysrKlhaOb9CmKKq4uFgk4nKAS/Irq1arOd81\nMpmsubnZxjC+a/ztSM1pZomEJ+rd0on9Yuvr6wGgpqaG/QBNEeAzN/ApMU/0ot+oxpLaRqi1\nKGZDcrm8paXF9j3SqJX78b2s+yw5MPRiEAgEubm55HVqaioA3HfffRqNhmWos2fP/uWXX06f\nPm20x5O0iNQvG3/d3vCTTKv/xfTme5y8nfGAZy8rVsQuyFHR0NDgCl8Tu5zPV69evXv37u+/\n/966Hk/I3ZaFhYV2vBZvHalUaurLMnz4cKVSef68A9vsmcg2KSoqIs8YOU6XLl3MXI+2oG4z\n/8ws/dPW0NDw/vvvv/zyy/369WOWv/vuu+RFSEjI2LFjRSLR119/vWLFCjbLTEhI+OGHHzIz\nM03dWqdQKLZs2aJ7GxgY6OPjwzJgq924ccPRVbDEbP7klutsk9LS0tLSUq6jgNu3b3MdAgAA\nRVEusmtI2m2dUl7te+I9eoVTqOHU7cYbYNliKyoqKioq2M8/DLoBwM0y+wxyT9i4RyjQvCXa\n1QmCX6NG+4KVPUQYxmA0Kpahkv+Zt2/fbmgwfu/jgxDXn/fKd4Izvwiy1PBPYi3VNE8pX/eo\nZsB09UiWfSk7Qk1NDfs7iBzHLq1Q5CHIoqIiWzqmvXXrlu2R2AXJvPWoVCq1Wu3kMxu5/dGh\nYmJizOTTHLTY1dbWrlixYvLkyQMHDjQ/5wMPPKDr3NzHx6epqSkgIEA3tbGxkdmG5+vru3z5\n8uXLl1MUNXz4cMOleXh4zJ79z/NrEonEoffhqVSqu3fvkuZGbpWXlzc0NHTq1EmvydP5KIoq\nKSlxhW1SUVFRX1/fsWNHPz8/biMpKCiIiorivMUuNzdXJBJ168bxGOoymUwqlVp9K4UaNEtK\nVyqUKmbhMM8+8yMmW5QKVFdX19TUhIeHBwYGWheJ7eRyeW1tbVRUK52DmPd+7d4iaVURVN32\nrlwfOjPFwuau3NxcmqZ79OihKxGJRBRFjR07VigUPvHEE4cPH1ar1TRNi0QilqdTchbq1q2b\n+T6KB0H/t9RVm+oO/k/2p+7JCRpozwDvnqE9LVoLe6mvr6+oqAgJCQkNDeUkAJ2ysjJfX9+s\nrKxp06YZbU9h+V+R9EobExNj3U/h7du3/4+9+45r6voCAH5eJmFvQYYIojgQF+7WibS2dYt1\n4GjrqFqxw6pUxQ1qf7XW1laLVeuq2IHauqCuuhUn4gCDMmWFnfmS9/vjacwiJGS8JNzvp59+\n8CZ5OSQkObnv3nMkEknbtm2NO2On47uQ4u9Izthp7IDCYrEIgjDbmnsulysSiUJDQ009Y6d9\nVasR7pvc6K5jWxIej7dy5coPPviga9euet1LYGBgbm6u4q2ePXum8q7n5OS0atWq5cuX4zg+\ndOhQlSOwWKxp06bpdaeGqK+vLy0tDQlppKm2GdTV1VVVVfn4+FDeYk8gELx48cISHhNycUmL\nFi0Um5dTIj8/PzAw0N6+iSfLjALH8cePHzMYDMqfmpKSEhzHmxzG8qc77om4iiOeTNdDPdf7\nsDz0Og6O4+Xl5Z6enkFBQU2LxHAVFRV8Pt+QZ+Rf3s3duafIn1/gvOkvNnwWOHFj23m657jZ\n2dlSqVQxBvJME7kT8/Dhw4rjip/HWs7ekOdJWrVq1WjOGgIhA6HPzZqHix5uPVdzGwCiPXrt\nikiwpxuhHVkTPH/+/MWLF66urpS/TGpqanx8fBrK6gBAxwhdXFwAwN/fv2m/0fPnzyUSSevW\nrSn5XqoYc35+flVVlcbfgsFgGPKWoq/8/HyRSBQUFERtozZDtzIJhcL9+/cDgC5fsqurqxMS\nEqZNm6ZjVvfff//JE+3IyMizZ88qXnr27NlevXqp3MTJyWnNmjXHjh07fvy4Tr8AgiA24VLV\nvcTcPSqDyR2X6pvV2QaepGZa5mrFHhgyQiYmJBSexGyaHs7tU8MSf+d8ldP/95PdvqUqq7NA\nZFZHloYeO3YsWYYGACj/smogxR0SZMqovlkHNTXVrvHETqVsjEotGQ6HM2vWLAAYNWpUo4dK\nSEiIiYmR95BWsWzZskuXLlVWVkql0pKSksOHDx86dGjq1KnkpdHR0Q8fPkxJSamrq6urq0tJ\nSXn06FFUVJT6ccjc7uTJk6mpqY2GhCCIbcgVFLEwpZmDmX4jR3q92dD1bdvshxsKRWWKIx0d\ngzeEzjPwsCaqkNAoH8wthINqHahiMBjkGTM3Nzccx8m6M9pb91oXiURCp9NlMplYLP7999/F\nYrFMJqPT6WKxuPEbN2OGnoplMBi+vr6jR49es2ZNo1fmcrmbNm3atGmT4uDBgwcdHBwAICYm\n5p9//tm2bRufz3d1de3cufOGDRvkE4EcDmfdunXJyclkZ7OIiIi1a9c2tAHW2dl57dq1X331\nlVgsjomJMfB3RBDE8k3xfau7c9jk+wm3a58AQKh9wOZ2cVQH9Vo1Xney/OoEH9UlIqawu+if\n30vOKI6wacz9nVaqdD9DrJ18lmTXrl0///wzAPj4+NhSYoc0TeOJnfzrl75bX9Vp79zauXPn\nzp07a7mCt7d3fHy8jkd2dnZW3AOLIIjNa+8QdK3XznXc3UnPfv210woHuqV0Cr9Z83Di/RVc\nQZE70znKo5FNYwbKFRTFPd6sMriuzZwIp1CT3q+Odu3atX37dnJ1F2IgeYl+qVTKYrHYbHZd\nXZ3uN09MTFy5ciXlm+q0k0qlNBqNwWBMmzZtz5495GYd3W/ePJut6bHGzkRz7AiCIMbCxBgr\nQz7K6fd7b5dOVMcCAEAAsenZ/r7XZ+XwC2SELDZzVYm4KY22dYQT0imZK2twpQpnQ9x7fBr4\nvnHviEajyRfk6NV2wsHBwc3NzVidKpozOp0urxcNABKJRK+sDgDs7e3d3NxMvX/TEPLpJIlE\nkpycLJFIFH9lXbi4uDTDbxHo1YUgiK3xt/OmOoSX5j/635fZ38v7xpaIeVOV9zQY142ahxk1\nSoX03JnOuzsup2EGvdWTC/Pl2RiNRlP8kk8QBErUzA/HcTIn27xZaYKW3E5hGzR2q9PY1w5R\nhF6NCIIgpvKx/xgOTanwwemKa5ue7zfR3fVx6ZTRa7fiWddtYYsMT3PJz1Hy/3369JFnde7u\n7uTnLjqZQwmy+kxcXJzizhVyO4XNkEqlKltzdO8H02zpl9idOHHirbfe8vT0JL/AqTBRiAiC\nIFaqk2PwxrbzVQaX5Wy/XHXfRPfY0TH4as/kxUGxNIw2reVwY23XkBehla/run37dkVFhVQq\nRW/+iOkwGAz10hyUNzGzcHqcXD948OCkSZNMFwqCIIjtmR8w7l/ejdTSC/IRnJBOzky43ftX\nV4ZJuhra0VhJoXOHekT2dDZak4YOHVQP1aVLF/IHZ2fnZthnHTEDBoOhPj+HYRg6FaudHjN2\nZEGTwYMH37t3TyQSmaF2EYIgiA3Y2eGrQLsWiiPPBMWzshJNeqdD3SOdGQ7GOtqDBw/IH/Rd\nvY4gTUZmdWTFXPmgJe/2sBB6JHZPnz4FgOTk5PDwcFT3GUEQqqRVXO9/YzZXUEh1ILpyZzqn\ndF7HxJQ+kA6XnNlRYDVF1GUyGYPBkH+mKi5pr6mp0f04S5Ys6dGjR0lJiZHjQ/T39ddf9+jR\nQ56yWyZyq4TiwsERI0bofvP33nsvOjraBHFZND0SO7JnM9k2GEEQhBLlkqppD9ZcqrrX7er0\nfcUnqQ5HV71cOi4PnqE4EsTx7eykU79zypHzc1KpVH5eDMdf7vPdsmWLXqdruFxuRkYG6hxg\nCfLz8zMyMurr6xu/KnVcXV1VRvTqKZWZmXnv3j2jRmQF9EjsyJYPaWlpJgsGQRCkEXMfbioW\nlQNANV4Xm7kq5t5XlZJaqoPSyVetpw91jyR/Ht9i8O3ev1pIsb1GyWQyxXOvik3fFy5cCMoT\neAhiRJWVlSojaIFdo/Q4Vx0fH//s2bO5c+dKJJLo6Gg0dYcgiJklFx49rNws61jZxYTgMjem\nRVfPJ9Ew2p5OK/rfmJ0Q/OG0lsOpDkc/DX2aotXVFoXMv2k0ms3UBCGrJJLfHJhMJln9BC3x\n1E6PxE6+uqKhvbHoFY4giOlk8/M/ffytymBS6NyOjsGUxNMELdmej/sdUlls1zQimWTRk61L\nW0/1ZXsafjTElpB1fW1gZovD4QgEAnntOvkCgKFDzdFz2Xqh+XMEQawATkinZq6ukwoUB6M8\nei4IjKEqpKYxSlYHAMtytm/NP9z5SqxiIRWkmSMIgs1mYxhmG/MsfD5ffaemi4vL6dOnKYnH\nWujdK1YL00WJIEgzt5r7y9XqTMURT6br7o7LMWiOJ2UuVN7ZnHcQAMolVaPvLlZPeZFmSygU\nymQym/lEVq+tVlVVRXVQlg7Vg0EQxNJdrrqfmLtHZXBHhyUtm+VZyEpJ7ZTMlVKFhrN7i0+E\n2PslBH9IYVQ6Wr58+axZs7y8vKgOBIG5c+e+9957YWFhVAeiDZ1OVzmnrNcKwr1799rAKWl9\nocQOQRCLRgAx79EmnFB6K//Q773R3gOoColaHz/amC9UqgPXwaH1l0FTqIpHL+Hh4eHh4VRH\nYQvi4+OTkpI0zszpOF3Xrl27du3aGTsuY6LRaOq/i14rCPv372+CuCyd3mvsDh06NGzYME9P\nTyaT6eXlNWzYsJSUFFNEhiAIAgAYYH9FbOjvGiEfaWPv/227TykMyXRKxLxSsWp9B0V7i08c\nepGuOMKiMfeHr+LQ2CYODbEsiYmJNnO+tSHyNidMJnPs2LFMJpPcD2vzv7iB9Jixk8lksbGx\nBw4ckI+Ul5enpaWlpaX9/fffe/bsQTuQEQQxhSCO7/ke27bmH/4y+wcZIfu1U4IjndP4zazN\nGd7N2MxV7RxapXf7TuMV8oUlcY83qwyuDZndxSnUdFHp+MaOPmspQaPRAgICnj17RnUgpkKn\n0+WbYUkaG8giivSYsdu+ffuBAwdYLNby5cuzs7P5fH5OTs6KFStYLNbevXt37NhhuigRBGnm\naBgtLnDCxcjtW8M+72MldX11hxPSpdk/Rt2KKxKVn+VlbHq+X/06UkI26X6CSjXmQe7dP281\n0VxhIpaFxWJJpVIbzuqQptEjsdu5cycAJCUlrV69uk2bNhwOJyQkZNWqVUlJSfJLEQRBTCfS\nuf0c/9FUR2Fk1XjdmzfmJD37VfZqP8TynB036x+pXG3js30Xq+4qjrgyHPd0XE7DTFu1SnFD\nItlzQv3UGOoeTgmVqSzbQ1YkptFoLBZr5syZLBaL3Dmh2PsEUafHO0JWVhYATJyo+u2QHLHw\nRsIIgiCWyYXh6MP2UByREPiHuRtqCL7i4Ps+Q/u5dlYc2db+ywC7FuYIUR6YRELuUhSLxb//\n/rtYLJbJZHQ6HfV+Nb/Q0FByGwGLxbpz5w7V4ZiERCIBAIIgJBJJcnKyRCIhz/hLJBJMAdVh\nWhyjfdVDDy6CIEjT/NJxWRDHV3GkUFyWKDikONKa0/Jcj21JoXPJEsexvm9P9Ikya5TGsGPH\njtmzZ6s3AEX0lZ2dDa+Snq5duzYh0Tl06NDs2bNt+0xufHz8okWLqI7C3PRI7Nq3bw8Ahw4d\nUhn/7bff5JciCIIg+nJlOO7rtJKB0RUHz+J3txekKo4wMPrioNizPX4Y5N59a9hn5o3xJY2n\nxnS/eXp6+o4dO+rq6kwXIaKjy5cv79ixo7S0lOpAGtRoW4RGmyMcPHhw3759ZgvYQuiR2H3w\nwQcAsHjx4tWrV3O5XKFQyOVyV69evWTJEgD48EMrqI2JIAhimfq5dlavMLzw8ea7tdnq1zzT\n/XsXhqO5QntNXmxC5dQYOmNjfqgLFNIQPRK7jz/+OCYmRiQSJSQkhISEkJsnEhISRCLRpEmT\nZs2aZbooEQRpJu7i3Cf8PKqjoEZ862mD3Xsojghl4smZK/lSIVUhqSAXdakM2ka/eQSxGXok\ndjQa7dChQ/v37x8yZIi7uzudTnd3dx86dOiBAwf279+v/mpHEATRS6W0dkndzm5Xp/9ceITq\nWChAw2h7OyV4s9wUB1kYgyepoSokdVKpVGV+CBUVQ4xIcZkg1jBqg7RwemdjkyZNSk9Pr6io\nwHG8oqIiLS1NfZ8sgiBIEywu+KlMVl0vFczKSnr71qcvxBVUR2RuLdmeezqtwODl51as79uX\neu7wt/OmNirEAqWmptJoNJT0IOrQNBuCIBbhl8K/j1Zfkv/zZMXD877JAAAgAElEQVTVPtdn\nimQSCkOixFsevT9rNdGd4bzJ/qNfO62wqF5h8fHxKJmwEGPGjLHJ5XSKywTROsKm0aOlGIIg\niIk8FRQufKLaLGtBQAyb1hwrka5vM2e6c3T9c4urCZKYmGjgEUaOHBkcHOzs7GyUeJozMrnh\ncDgCgWDs2LGpqakymYwgiJYtW+p4hCFDhnA4HF9f38avamF0X9Y5Z84cmy/jrE6/xO7KlSsb\nN268c+dOYWEhWTlQEUqiEQTRl4yQ7Sr6Z2nOtlpcqR5vlEfPha0mUBUVtVg0pi/TIwcsLrEj\nGdKfdPLkycYOp/liMBh8Ph/DMDc3NzJ9odPpRUVFOt58xIgRI0aMMGWAhqLT6eorOGk0mu7J\nxuLFi40dlBXQI7E7dOjQxIkTUfaGIIixZNQ8mvfo62vVqn1rPJguuzouky81QywHi8USiURU\nR4EAAPTo8XIP9a5du37++WcA8PHx0T2xs3xkXxPF3E6vrK7Z0mON3cqVKwmCiI6OzszMFIvF\n6Jw3giAGSi27oJ7VAcC29ov82F7mjwdpVDM8sWWxrl27Rv4glUpZLJaTk5MtZXUkMrcjf5Zn\ndWhNp3Z6JHZcLhcAduzY0bFjR9SCF0EQwy0NmqrSSgsA5viPjmkxhJJ4EO2aQ39Sa0Gn0xWz\nHIlEYnv9PMgyamRup5jVobqJ2umR2Pn5+QGAi4uLyYJBEKR5safbfdM2Tv5PZ7rDF/bjtrVv\ndr0drYXh/UkRY8FxnMFgAMDmzUq7jjgcDkURGZ9UKiWn68h9IYCyOt3okdjFxsYCwKlTp0wW\nDIIgzc5o7wHDPftigMX6vn2p3Q/v2w1ES+sQRBfkFsa4uDjFNVF8Pr/RG1oRef4KKKvTmR6b\nJ5YtW3bv3r158+bhOB4dHe3h4WG6sBAEaT62tPs0vvW0fq6dS0pKCsDWTifZEsPXUqenp3O5\n3EmTJjk6UtDrFlF0+fLlzMzMUaNGeXtbUAVsLbO/BEHIL9XxT/HgwYNSqXTKlCnGCc5K6DFj\nx2QyFy1aRKfTJ0+e7OnpiQpUIgjSqCvVmcWicu3XaWPv38+1s3niQai1Y8eO2bNnV1ZaaCUX\nC2fcdluHDh2aPXt208rWWIv4+PhFi5rd0g49Ertjx44NGDCgpKTEdNEgCGIzeJKauMeb+9+Y\nvSj7e6pjQRDEOmjpNoGqcOhIj8Ru2bJl5ElYVO4EQRAtZITs1+IT7S5N+C4vRUbI9hefOld5\ni+qgECNA/UmphdptIbrQI7F78uQJoHInCIJodaPmYZ8bM6dlri6XVMkH5z/6n4RA9c+snq32\nJ0UQW6JHYufj4wOo3AmCIA2okFTHPd7c+/pH16uzVC56UMf9Mf9PSqJCjEjenxQAxo4dS6fT\nybk63fuTIsZCTp0q/kxq0aIFtYEZyLjrCJsnPRK7GTNmACp3giCIGikh25J3KOTiOPLcq/oV\nIp3b93ENN39giNGR/UkBgOxPStYrtr2GB5aPIAiyfi+bzVacRi0tLaUuKMQi6FHuJD4+Pjc3\nF5U7QRBEBQZw8EVaNa6hUokb0ykh+MP5AePpmB5fIxGLZWB/0vDw8MrKSjs7O1PF15yMHj0a\nXlWzA4CWLVsWFxfrfq68bdu2Q4cOtbSzcIrxG37ev1+/fvLHp/nQI7GTr6ubPHmyxiugtRcI\n0jzRMNoPYV/0vP6h4nQdDaNN9on+X9sFXixXCmNDjEulPymbzdark9Xy5ctNE1dzdOzYMXj1\nyUuj0QoLC11dXaurq3W8+bx58+bNm2fC+CzAvn37qA6BAug7NIKYG05InwmKqY7CyLo7h33Y\n8j35P3u7dLrec+evnVagrM6WNIf+pFZELBaTHbcAQCqVAoCrK3q5IfokdqiuDIIYTiSTjLsb\n3+/GrKeCQu3X5AoK0yqu86VC8wRmuPWhc9yZzl4s150dvroUub27cxjVESFG1hz6k1oXlRZb\neXl5VEViROT2CBqNxmazqY7FKqEZOwQxnzqp4J3bnx0pu1AkKo/KWFCktSXDvuJTw27FuZ0b\nNuDmxyufJl+ovCOSWfRiEU+ma2rEhsd9Uz7we5eGVtTZqObQn9QqKPYBY7FY5A+EQtMta0cQ\nhFgslid5bdu2pToiq4HefBHK4ISU6hDMqlJSG5Wx4F/eTfKfuYKiqIwF1VDf0PXP8jIAQCyT\nXKi8s4q7c8DNj93PDYvKWLA+d8/V6kwzP3oSAt9bfIKARibm33Dr4sZ0Mk9ICNKclZSUyBNr\nkUhEDhIEoTKHZ40UK7mQCILIzs4mMzw6nb5lyxaqYrMKemyesDFSqbSwsJFzYYYQiUQSicQS\nJsbJRTDl5eVisZjaSCQSifwxqZcJ389fPdblzemub5k/EvljguNmqppbJq2KzV//UPRccTCr\nPvcnON6xqJ38C7eckBBfrrqnMsiXCtN5N9J5NwDAne58I+QnBkY3PDbykwDH8Yb+XC/y768o\n+eWpuIhXwRvt/Ibh99iQmpoaPp9P+auGXH5eWVlJlpOgRF1dnVAopPahIP8wKH86BAKBSCSi\nPAwejwcANTU1lEfC5/PLy8t9fX0xDKOw0yv55llQUCBf52csubm58p+Dg4NlMplKv42FCxeS\nO4JJL8qq6vnU/4XAq/nswsJCcsWC6QQEBGiZmm2+iR1BEPX1DU6WGE4ikchkMpPehY7Il59Q\nKDT6y6/BewTp/tp/xzm86UBTKmqA4zj5sEsJ2fyKrfeET+8Jnz6tL/jSZYKZz9yRLz+RSGSe\nJ6hIWvFh2dfPcdU+yz3YbWcJovl8vvqG/CuiLLHWVg0hDF8RXygyRnjk57fGV8QLKW9D1W+n\nBC9nGdeV7uuLtXekmWpBlVAoxHGc8leNmf88NBIKhVKplPKHAgCMG0NFRQWfz2/ZsqXub0ci\nkcgS3kvJL8YSiYTySHAcFwqFAECj0QwJpqqqqra2tkWLFupfLHVBJlt8Pt+k33/u378v/zk8\nPJzcIwKv/ixrRMxL+V5ZZQEyAgstrx0eWsSiK01YkvVfzFZAW/6YmO3TVqPmm9gxGIz27dub\n7vj19fWVlZUmvQsdicXi2tpaf39/sneIqd2oefjRgw336nLqnfGtYZ8rXiQQCCoqKtq3bz/v\n0dfnhXfJwV/r0mrtxfs6rbSnm6+0FY7jNTU1fn5+ZnjBP6p/PuPW0ny1rO5tzz6/d15//b+r\nbdq0sbe3V7n0SuFTBx6nXipo6LDv+r/ZPljbX1ctzndiqB5WIxzHc3NzmUym4p+rWCb53/OD\n63J3K8ZQJq36jXnxf20X6HLYJigpKSkoKKD8VfP48ePKykofH5+goCCqYqioqJBIJNQ+FM+f\nP5dKpcaNISYm5vDhw3l5eQEBATrepLq6ur6+nvK/iufPn5eVlXl4eISFUbwrSCgU+vr60ul0\nqVTasWNHBoPxxRdfrF+/Xt/jxMXFfffdd9euXYuIiGhCGMXFxRKJpG3btiZtMTpz5sxffvlF\n/fxyYHD7E/cg7QFIXq1JyeY5/VvYbuEwoCnMZA0fPlwoFBYXm6kKQUlJiVgsDg0NpXbbB1pj\nhxhNvVTw2ZMtfa5/dK8uBwC2Ffx5ueq++tU2P/9tW/4fiiN/lZ4flDGvRMwzU6BmdKc2e8DN\nj/OFqlldTIshqREbtOSyH/i9Wzno9H+RP60OmTnQrZsdTfUr9SC3btrveuTdLwP/GzX9wZpf\ni0+oB6DdqYpr4VemxOf8qJ5Zbs07/KCOq9fREAQxOnLuiiAIiUSSmJhoY+22GAwGudIuOTlZ\nMavDMIzNZv99h/gyBY7fe53VkTILIOW6uUO1QM13xg4xrtMV1+Y83JgreF2AXkbIZmYl3u69\nh0VT+j73hluED8vjhbhCcfB6dVaf6zOPd/0mzKGVmSI2C2eGvfoyuI/8RvzUfnGjnRiYGKO/\na0R/14jlwR8IZKIrVffPVt46w7t5vTqLTWP1cumo5bZCmfhK1X2hTLyn6PieouMA0Mbef7B7\nj0Fu3Qa5d2/Bcm/ohoWisgWPvvmz9JzGSxkYfX7guAA7625GiSCIJVPJTTEM8/X1la+JF0lg\nyWEQNLBi/HQm+LjAwOZdakmPGTub+SqAGFeFpHpa5uroWwsVszpSVn3ulrwUlcEezu2v9Py5\ng0NrlfFcQVHfGzPPVd4yYaxmF8zxO91tiwfzddOez1tN2tFhib79tTg09mD3HmtCZl2K3FE5\nKO1M9+9V0mUVl6vuCWVK73w5/IIdBakT76/wOf9OpyuTt+Yf1nhDnJCerLiq8aKBbt1u9/71\nm7ZxzgwHvYJHbBv50UDtoqJmqFnVlCXXFJLYTHivq7Yr778Cj2ytALx+9Ph08fLyAoDa2lqT\nBYNYnwMvTre//P6vxSfUL6JhtE8Cxs/xH61+URDH91LPHYPde6iMV0pqo28tPPQi3SSxUqSj\nY/CJbpvJ5W6rQ2Z+3fYTDAz6guRI5/R06aD9Ome15scP6rgVYs19h1rZ+SwNmqoy2JLteSB8\n9dkeP3RyDNYrVKT5kMlkFG4iRmwJQRB0Ol0+kUQQBI/Hkxe0c3JyGtAOvJ1fX19lxkkqg23/\nQmmNGSO2MHq8DseNGwcAp0+fNlkwiJURySQrnyaXiavUL+roGHwxcvt3YZ81tH7fleF4ous3\nU33fVhmnAeZv563xJtYr0rn90S6btoZ9vjz4A/Pc45lX1fIaMsi9e0MXLQqa0sben/yZiTG+\naDX5Ud9DE32ijBkfYkMIgmCz2RiG2eRckSVjMBgq6+psZuoUx3GyysnSpUsVvzAQBFFXV8eg\nY2O6AwA4smFcJMzv+8KeqVRDoE4E354GPsUFviijR2L39ddfjx07dvbs2cnJyYWFhTZQBREx\nEJvG/LnDUpX5JybGWBwUm9Frdx+XTtpvzqIx93Ra8W27hfIjYIAld4jv59rZVBFTZ6Bbt/kB\n48x2d39GJKV0XjfLf1RrjoZtv/Z0u94NPztsGvOHsC8AYKBbt1u992xqO1/H3bVIsyUUChWL\njSFmwGAw5LU/5DAMs7GP5vXr10ulUvIUs2LOGhkMU/rAxgkwvDN4OkjebZPHUE5nXlTDj2fM\nHa2F0GPzhIPDy4U1M2fO1HgF9Kpuhga4df3A792dhcfIf/Z1Df+5w1L19XNaxAVOcGM6z8xK\nFMsk60PnTPaNNk2kzUsLlvv4FoPHtxgMAFxB4VnerTO8m2crbxWLygGgn2tnttYlesM8ep3v\n8eObbl3MFC7SbKSkqC66RZqGzOowDLOzsxMIXu5eZzAY6kUxG7JlyxYLbOFQL4IT90Aggdi+\nAAAMBkPjdwYMYLDCghQ/p/pp/WHnBaXrPCiEdQdyJ/UxdcgWB+2KRQy1KfSTf8ou18sEiW0+\n/th/TBNKDU/1fTuA7f1P+eUlaqu7EMMFc/yC/fw+9HsPAB7WPzvLy/BlezZ6K5TVIeri4+OT\nkpI0fodHX+zNj0ajydM7cmTEiBF//PGH1htZLjEO6Vlw/C78OJ1OEMRUTX9R5HnnxYsXq1/U\nLxQKK+Gkcomt9CzwcYXB1NeTNSs9Ejv0ukU0cmM6pXReG8TxNaQKxiD37lpWfVk4KSFbzd35\nSeB4T6Yr1bE0or1DUHuHIKqjQKxVYmIi1SEgr7m6qr7hpKamUhKJgWQy+O8JHLkNVXzyn6pn\nkzEMCwwMbLR/2vhIKKmB20qNG+HAVfBxgQ5m6j1hEdAmJqQRKlUzNHrDrUuzrW0mlknev798\nNfeXt299VoNT3wAKQUyNRqO1atXK5ktsWL7KykqVEWtcYJdVBAmpsOfSy6xODsMwFotF/nXJ\nZDJduuJiGMwaAP7KZTplMvghHQpVHypbhhI7RJu/yy61vRTTUGEzMxPLdF07YjZ8qXDEnUW/\nl5wBgJs1D0fe+VIgM0r7VgSxUCwWSyqVUth7HpEjCIJGo5H95plMJo1GIwjCisrNPiqGNUfh\n6xOqWdeMZGJGMjH9Z9l3J/V+O2UzIS4KnJXbWQsksO0MWGHS20T6JXY1NTVLliwJDQ1lsVjy\nv56+fftiGKbYqRexASVi3tTM1e/d+SJfWDI7K6m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GIAjyHB+bzVb8RCgtLaUuKJOrFcKOc/Cg0APAIzLQjKAAACAASURBVLcAOodaSmLH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\n/JLS3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7SemgEPn/valK/V11/Ih6xB8h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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Plot of overall mobile web edit rate by user edit count\n", "\n", "p <- mobile_web_edit_counts_clean %>%\n", " filter(edit_type == 'mobile_web_edits', #look at all mobile web edits\n", " user_edit_count != 'undefined', #remove undefined user edit counts\n", ") %>% \n", " mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date, user_edit_count) %>%\n", " summarise(total_mobile_edits = sum(edit_count, na.rm = TRUE))%>%\n", " ggplot(aes(x=date, y = total_mobile_edits, color = user_edit_count, linetype = user_edit_count)) + \n", " geom_line(size = 1.5)+\n", " geom_text(aes(x=as.Date('2019-03-20'), y=200E3, label=\"AMC deployed on Arabic, Indonesian, and Spanish Wikipedias\"), size=3.5, vjust = -1.2, angle = 90, color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-06-17'), y=200E3, label=\"AMC deployed on Italian, Japanese, Persian, and Thai Wikipedias\"), size=3.5, vjust = -1.2, angle = 90, color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-08-07'), y=200E3, label=\"AMC deployed on all Wikipedias\"), size=3.5, vjust = -1.2, angle = 90, color = \"black\") +\n", " scale_y_continuous(\"Number of edits per month\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %Y\"), date_breaks = \"2 months\", limits = c()) +\n", " labs(title = \"Mobileweb edits by user experience on all Wikipedia project\") +\n", "geom_vline(xintercept = vertical_lines,\n", " linetype = \"dashed\", color = \"black\") +\n", " ggthemes::theme_tufte(base_size = 12, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_text(angle = 45, hjust = 1),\n", " plot.title = element_text(hjust = 0.5),\n", " panel.grid = element_line(\"gray70\"),\n", " legend.position=\"bottom\")\n", "\n", "ggsave(\"Figures/mobile_web_edits_byeditcount.png\",p, width = 18, height = 9, units = \"in\", dpi = 150)\n", "\n", "p" ] }, { "cell_type": "code", "execution_count": 1834, "metadata": {}, "outputs": [], "source": [ "##Calculate overall YOY increase for 100+ and 500+ editors across all wikis\n", "\n", "mobile_web_edit_under100 <- mobile_web_edit_counts_clean %>%\n", " filter(user_edit_count == 'under 100') %>%\n", " mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date) %>%\n", " summarise(total_mobile_edits = sum(edit_count, na.rm = TRUE)) %>%\n", " arrange(date) %>%\n", "mutate(yearOverYear= (total_mobile_edits/lag(total_mobile_edits,12) -1)*100)\n", "\n", "\n", "mobile_web_edit_100 <- mobile_web_edit_counts_clean %>%\n", " filter(user_edit_count == '100-499') %>%\n", " mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date) %>%\n", " summarise(total_mobile_edits = sum(edit_count, na.rm = TRUE)) %>%\n", " arrange(date) %>%\n", "mutate(yearOverYear= (total_mobile_edits/lag(total_mobile_edits,12) -1)*100)\n", "\n", "\n", "mobile_web_edit_500 <- mobile_web_edit_counts_clean %>%\n", " filter(user_edit_count == '500+') %>%\n", " mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date) %>%\n", " summarise(total_mobile_edits = sum(edit_count, na.rm = TRUE)) %>%\n", " arrange(date) %>%\n", "mutate(yearOverYear= (total_mobile_edits/lag(total_mobile_edits,12) -1)*100)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Overall year over year change in mobile web edits by editor experience**" ] }, { "cell_type": "code", "execution_count": 1835, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 3 × 4
datetotal_mobile_editsyearOverYearedit_count
<date><dbl><dbl><chr>
2019-09-0139735814.94700under 100
2019-09-0116943024.25016100+
2019-09-0159777644.12715500+
\n" ], "text/latex": [ "A tibble: 3 × 4\n", "\\begin{tabular}{r|llll}\n", " date & total\\_mobile\\_edits & yearOverYear & edit\\_count\\\\\n", " & & & \\\\\n", "\\hline\n", "\t 2019-09-01 & 397358 & 14.94700 & under 100\\\\\n", "\t 2019-09-01 & 169430 & 24.25016 & 100+ \\\\\n", "\t 2019-09-01 & 597776 & 44.12715 & 500+ \\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 3 × 4\n", "\n", "| date <date> | total_mobile_edits <dbl> | yearOverYear <dbl> | edit_count <chr> |\n", "|---|---|---|---|\n", "| 2019-09-01 | 397358 | 14.94700 | under 100 |\n", "| 2019-09-01 | 169430 | 24.25016 | 100+ |\n", "| 2019-09-01 | 597776 | 44.12715 | 500+ |\n", "\n" ], "text/plain": [ " date total_mobile_edits yearOverYear edit_count\n", "1 2019-09-01 397358 14.94700 under 100 \n", "2 2019-09-01 169430 24.25016 100+ \n", "3 2019-09-01 597776 44.12715 500+ " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# yoy table\n", "edit_count <- c('under 100', '100+', '500+')\n", "mobile_web_editcount_yoy <- rbind(mobile_web_edit_under100[16,], mobile_web_edit_100[16,], mobile_web_edit_500[16,])\n", "\n", "mobile_web_editcount_yoy$edit_count= edit_count\n", "\n", "mobile_web_editcount_yoy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In September 2019, there was a year over year increase in mobile web edits for all user edit count groups but the highest increase (44%) was seen for logged-in editors with over 500 cumulative edits on Wikipedia projects. This is an increase from the 37% year over year increase in June 2019 for the same editor group." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Proportion of mobile web edits tagged with AMC by experience" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Since August deployment Date through September 2019**" ] }, { "cell_type": "code", "execution_count": 1760, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 3 × 4
user_edit_countmobile_web_editsamc_editsprop
<chr><dbl><dbl><dbl>
100-499 165873 3095018.658853
500+ 56243414770826.262281
under 100379773 12951 3.410195
\n" ], "text/latex": [ "A tibble: 3 × 4\n", "\\begin{tabular}{r|llll}\n", " user\\_edit\\_count & mobile\\_web\\_edits & amc\\_edits & prop\\\\\n", " & & & \\\\\n", "\\hline\n", "\t 100-499 & 165873 & 30950 & 18.658853\\\\\n", "\t 500+ & 562434 & 147708 & 26.262281\\\\\n", "\t under 100 & 379773 & 12951 & 3.410195\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 3 × 4\n", "\n", "| user_edit_count <chr> | mobile_web_edits <dbl> | amc_edits <dbl> | prop <dbl> |\n", "|---|---|---|---|\n", "| 100-499 | 165873 | 30950 | 18.658853 |\n", "| 500+ | 562434 | 147708 | 26.262281 |\n", "| under 100 | 379773 | 12951 | 3.410195 |\n", "\n" ], "text/plain": [ " user_edit_count mobile_web_edits amc_edits prop \n", "1 100-499 165873 30950 18.658853\n", "2 500+ 562434 147708 26.262281\n", "3 under 100 379773 12951 3.410195" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "amc_edits_prop_overall_byeditcount <- mobile_web_edit_counts %>%\n", " filter(date >= \"2019-08-07\", #deployment date across all wikis\n", " user_edit_count != 'undefined') %>% \n", " group_by(user_edit_count) %>% \n", " summarise(mobile_web_edits = sum(mobile_web_edits, na.rm = TRUE),\n", " amc_edits = sum(amc_edits, na.rm = TRUE)) %>%\n", " mutate(prop = amc_edits/mobile_web_edits *100)\n", "\n", "amc_edits_prop_overall_byeditcount" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**In September 2019" ] }, { "cell_type": "code", "execution_count": 594, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 3 × 4
user_edit_countmobile_web_editsamc_editsprop
<chr><dbl><dbl><dbl>
100-499 84715 2364227.907690
500+ 29888811769539.377626
under 100198679 7760 3.905798
\n" ], "text/latex": [ "A tibble: 3 × 4\n", "\\begin{tabular}{r|llll}\n", " user\\_edit\\_count & mobile\\_web\\_edits & amc\\_edits & prop\\\\\n", " & & & \\\\\n", "\\hline\n", "\t 100-499 & 84715 & 23642 & 27.907690\\\\\n", "\t 500+ & 298888 & 117695 & 39.377626\\\\\n", "\t under 100 & 198679 & 7760 & 3.905798\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 3 × 4\n", "\n", "| user_edit_count <chr> | mobile_web_edits <dbl> | amc_edits <dbl> | prop <dbl> |\n", "|---|---|---|---|\n", "| 100-499 | 84715 | 23642 | 27.907690 |\n", "| 500+ | 298888 | 117695 | 39.377626 |\n", "| under 100 | 198679 | 7760 | 3.905798 |\n", "\n" ], "text/plain": [ " user_edit_count mobile_web_edits amc_edits prop \n", "1 100-499 84715 23642 27.907690\n", "2 500+ 298888 117695 39.377626\n", "3 under 100 198679 7760 3.905798" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "amc_edits_prop_overall_byeditcount_Sept <- mobile_web_edit_counts %>%\n", " filter(date >= \"2019-09-01\",\n", " date <= '2019-09-30', #deployment date across all wikis\n", " user_edit_count != 'undefined') %>% \n", " group_by(user_edit_count) %>% \n", " summarise(mobile_web_edits = sum(mobile_web_edits, na.rm = TRUE),\n", " amc_edits = sum(amc_edits, na.rm = TRUE)) %>%\n", " mutate(prop = amc_edits/mobile_web_edits *100)\n", "\n", "amc_edits_prop_overall_byeditcount_Sept" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are also seeing the highest proportion of AMC mobile web edits completed by high volume editors and the lowest proportion by low volume editors. From August 7, 2019 (deployment date on all wikis) to the end of September 2019, 39.43% of all logged-in mobile web edits by high volume editors (500+) were made while in AMC.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Mobile web edit rate for English Wikipedia ##" ] }, { "cell_type": "code", "execution_count": 2008, "metadata": {}, "outputs": [ { "data": { "image/png": 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AAA58nLo+xsUUSKflgi6tSJHWbnCb2xKOwAAADAeXbuZCMjRkhyosBAatdOFPGE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\nH+ASv9mrJg0UAAAAAElFTkSuQmCC", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "##Plot of mobile web edits for enwiki.\n", "\n", "p <- mobile_web_edit_counts_clean %>%\n", " filter(edit_type == 'mobile_web_edits',\n", " wiki == 'enwiki')%>%\n", " mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date, wiki)%>%\n", " summarise(monthly_edits = sum(edit_count)) %>%\n", " ggplot(aes(x=date, y = monthly_edits)) + \n", " geom_line(size = 1.5, color = \"blue\") +\n", " geom_vline(xintercept = as.numeric(as.Date(c(\"2019-08-07\"))),\n", " linetype = \"dashed\", color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-08-08'), y=4.6E5, label=\"AMC deployed on all Wikipedias\"), size=3.7, vjust = -1.2, angle = 90, color = \"black\") +\n", " scale_y_continuous(\"Number of edits per month\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %Y\"), date_breaks = \"2 months\", limits = c()) +\n", " labs(title = \"Mobile web edits on English Wikipedia\") +\n", " ggthemes::theme_tufte(base_size = 10, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_text(angle = 45, hjust = 1),\n", " plot.title = element_text(hjust = 0.5),\n", " panel.grid = element_line(\"gray70\"),\n", " legend.position= \"bottom\",\n", " legend.text=element_text(size = 12))\n", "\n", "p\n", "\n", "ggsave(\"Figures/mobile_web_edits_enwiki.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Proportion of mobile web edits tagged with AMC on English Wikipedia" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Since deployment through September 2019**" ] }, { "cell_type": "code", "execution_count": 596, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "
A data.frame: 1 × 3
mobile_web_editsamc_editsprop
<dbl><dbl><dbl>
4232246859416.20749
\n" ], "text/latex": [ "A data.frame: 1 × 3\n", "\\begin{tabular}{r|lll}\n", " mobile\\_web\\_edits & amc\\_edits & prop\\\\\n", " & & \\\\\n", "\\hline\n", "\t 423224 & 68594 & 16.20749\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A data.frame: 1 × 3\n", "\n", "| mobile_web_edits <dbl> | amc_edits <dbl> | prop <dbl> |\n", "|---|---|---|\n", "| 423224 | 68594 | 16.20749 |\n", "\n" ], "text/plain": [ " mobile_web_edits amc_edits prop \n", "1 423224 68594 16.20749" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Overall Proportion of mobile web edits tagged with AMC on English Wikipedia since deployment\n", "\n", "amc_edits_prop_enwiki <- mobile_web_edit_counts %>%\n", " filter(date >= \"2019-08-07\", #deployment date across all wikis\n", " wiki == 'enwiki',\n", " user_edit_count != 'undefined') %>% \n", " summarise(mobile_web_edits = sum(mobile_web_edits),\n", " amc_edits = sum(amc_edits)) %>%\n", " mutate(prop = amc_edits/mobile_web_edits *100)\n", "\n", "amc_edits_prop_enwiki" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Per month since deployment**" ] }, { "cell_type": "code", "execution_count": 1763, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\n", "
A tibble: 2 × 4
datemobile_web_editsamc_editsprop
<date><dbl><dbl><dbl>
2019-08-0124721611701 4.733108
2019-09-012218405689325.645961
\n" ], "text/latex": [ "A tibble: 2 × 4\n", "\\begin{tabular}{r|llll}\n", " date & mobile\\_web\\_edits & amc\\_edits & prop\\\\\n", " & & & \\\\\n", "\\hline\n", "\t 2019-08-01 & 247216 & 11701 & 4.733108\\\\\n", "\t 2019-09-01 & 221840 & 56893 & 25.645961\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 2 × 4\n", "\n", "| date <date> | mobile_web_edits <dbl> | amc_edits <dbl> | prop <dbl> |\n", "|---|---|---|---|\n", "| 2019-08-01 | 247216 | 11701 | 4.733108 |\n", "| 2019-09-01 | 221840 | 56893 | 25.645961 |\n", "\n" ], "text/plain": [ " date mobile_web_edits amc_edits prop \n", "1 2019-08-01 247216 11701 4.733108\n", "2 2019-09-01 221840 56893 25.645961" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "amc_edits_prop_enwiki_permonth <- mobile_web_edit_counts %>%\n", " filter(date >= \"2019-08-01\" ,#deployment date across all wikis\n", " wiki == 'enwiki',\n", " user_edit_count != 'undefined') %>% \n", " mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date) %>%\n", " summarise(mobile_web_edits = sum(mobile_web_edits, na.rm = TRUE),\n", " amc_edits = sum(amc_edits, na.rm = TRUE)) %>%\n", " mutate(prop = amc_edits/mobile_web_edits *100)\n", "\n", "amc_edits_prop_enwiki_permonth " ] }, { "cell_type": "code", "execution_count": 2009, "metadata": {}, "outputs": [ { "data": { "image/png": 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rQpiZ1Z0oTv7u7uvH+qcvbsWV9fXz8/P0cHUhs5OTlJiR3vn6rk5OS4uLjQP2bJ\nw10NGzb09fV1bDD247CLJ6QcTrqEQiY9lbu7S5cuQoj9+/cbt5GeyuN8xlq2bBkXF+fl5ZWU\nlLR06VJu6wQAAO4rDkvspFlLlixZcuTIkcLCwsLCwuTk5CVLlgghwsPDpTYDBw50cXFJTEzc\nuHGj1Gbjxo2JiYkuLi6PPPKI2dUGBQXFxsZ6eHjs27dv2bJld21zFHh6egYFBWn4nwMAAFBL\nOOxQbMeOHZ944on4+Pj33nvPuLxVq1bPPvus9LhJkybjxo374osv1q1bt27dOrnNuHHjmjRp\nUtWag4ODZ8+eHRsbm5CQ4O7uHh0dbadNsFCPHj0uXLjg2BgAAMD9wJEzDkyePLldu3YJCQkZ\nGRnl5eWNGzfu1avXyJEjPT095TaRkZEPPPDA9u3bMzIyhBCBgYFDhw6Vh/Sq0qlTp7feeuvd\nd9/dsWOHm5vbH//4R/tuCQAAQC3g4Kmk+vfvb3JjicrCw8OVM7mdO3dWLuzWrduWLVtqFBwA\nAMA9xWHn2AEAAMC2SOwAAAA0gsQOAABAI0jsAAAANILEzu4OHDig0+lmzJjh6EAAAIDGkdgB\nAABoBIkdAACARpDYAQAAaASJHQAAgEaQ2AEAAGiEg28pBlioJOYVR4dgEWchBglR+uN39li5\n+4Kl9lgtAEAzSOzsLiws7MKFCz4+Po4OBAAAaByJnd15eHgEBQU5OgoAAKB9nGMHAACgESR2\nAAAAGkFiBwAAoBEkdgAAABpBYgcAAKARJHZ2d+LEidDQ0I8//tjRgQAAAI0jsbO7goKClJSU\nrKwsRwcCAAA0jsQOAABAI0jsAAAANILEDgAAQCO4pRjuDR6DRzs6BMczODoAAEAtx4gdAACA\nRjBiZ3cdO3bcuHFj+/btHR0IAADQOBI7u/Pz8xs1apSjowAAANpHYgdoREnMK44OoXqthWgt\nhBCiZMs6m6/cfcFSm68TAO4tnGMHAACgEYzY1Rb3xHCLEKKn9OfH70rssHJGXAAAqAlG7AAA\nADSCxA4AAEAjSOzsLiMjY8aMGf/85z8dHQgAANA4Eju7y8zMXLBgwYEDBxwdCAAA0DgSOwAA\nAI0gsQMAANAIEjsAAACNILEDAADQCBI7AAAAjeDOE3bXsmXLmJiYfv36KTfzGDz67sRTmxkc\nHQA07F65uUsvIUTCNu7sAsA6JHZ2FxgYOH/+fEdHAQAAtI9DsQAAABpBYgcAAF+WYIgAACAA\nSURBVKARJHYAAAAaQWIHAACgESR2AAAAGkFiZ3c3btzYtGnTmTNnHB0IAADQOBI7u0tLS4uK\nilq/fr2jAwEAABrHPHYAAFTjXpngup0QQggmuL6fMWIHAACgESR2AAAAGkFiBwAAoBEkdgAA\nABpBYmd3devW7d69e/PmzR0dCAAA0DiuirW7kJCQ48ePOzoKAACgfYzYAQAAaASJHQAAgEaQ\n2AEAAGgEiR0AAIBGkNgBAABoBFfF2l1xcfGVK1d8fHx8fX0dHQsAmHdP3AvVR4hBQgghSg4k\n2Hzl3AsV2kBiZ3dHjhyJiIiIiYmZP3++o2MBAMD27ol/DMR//jEQP35XYoeV15L/DTgUCwAA\noBEkdgAAABpBYgcAAKARJHYAAAAaQWIHAACgESR2AAAAGsF0J3bXr18/g8Hg6CgAAID2MWIH\nAACgESR2AAAAGkFiBwAAoBEkdgAAABpBYgcAAKARJHYAAAAaQWJnd0ePHm3duvXChQsdHQgA\nANA4Eju7Kyoqunjx4s2bNx0dCAAA0DgSOwAAAI0gsQMAANAIEjsAAACNuN/vFavX67OysoxL\nbt68WVxcnJmZaauXuH79uhAiPz/fhuvUKrpImXL/NL5rcdRW9I8y+kcZ/aOM/qnWXfgJa9iw\noZeXl3IbEjv9lStXjEuKi4tLS0tNCmvi3//+txCisLDQhuvUKrpImXL/8MVK/yijf5TRP8ro\nn2rdhZ8wT09PErtquLm59ezZ07gkMzMzKyvLpLAmgoOD27ZtGxAQ0KZNG6V2iQdt9Yr3LqVu\np3+U+0eIkm1f37VIaif6Rxn9o4z+UUb/VMuGmUNN3O+J3V3QoEGDgQMHOjoKAACgfVw8AQAA\noBEkdgAAABpBYgcAAKARJHYAAAAaQWIHAACgESR2dpeWlhYVFbV+/XpHBwIAADSO6U7s7saN\nG5s2bQoKCnJ0IAAAQOMYsQMAANAIEjsAAACNILEDAADQCBI7AAAAjSCxAwAA0AiuirW7oKCg\n+fPnh4WFOToQAACgcSR2dufv7x8TE+PoKAAAgPZxKBYAAEAjSOwAAAA0gsQOAABAI0jsAAAA\nNIKLJwCN8Bg82tEhOJjB0QEAgMMxYmd3V69eXbFixZEjRxwdCAAA0DgSO7tLT0+fPHnytm3b\nHB0IAADQOBI7AAAAjSCxAwAA0AgSOwAAAI0gsQMAANAIEjsAAACNILGzOz8/v1GjRnXu3NnR\ngQAAAI1jgmK769ix48aNGx0dBQAA0D5G7AAAADSCxA4AAEAjSOwAAAA0gsQOAABAI0jsAAAA\nNILEzu4KCgpSUlKysrIcHQgAANA4Eju7O3HiRGho6Mcff+zoQAAAgMaR2AEAAGiE6sTuww8/\nrLbNnDlzrAoGAAAA1lOd2E2fPn3Dhg0KDd5888133nmnBiEBAADAGqoTO4PBMHbs2P3795ut\nfeONN+bNm+fq6lrjwAAAAKCO6sTulVdeKS0tHTZs2OnTp02q/vrXvy5atMjNzW3Tpk02Cg8A\nAACWUp3Y/e1vfxs1atStW7cGDx6cmZkpl0+bNu1vf/ubu7v7li1bIiMjbRrkvc3FxaVBgwae\nnp6ODgQAAGici9oFnJyc1q5de+PGjcTExMcff/zgwYM+Pj4vvfTSp59+6u7uvm3btsGDB9sj\n0HtX7969b9686egoAACA9qlO7IQQ7u7u27dvf/jhh8+cOfP000936NDh888/9/T03L59+6OP\nPmrzEAEAAGAJaxI7IUT9+vUTEhLCw8OTkpKSkpLq1Kmzc+fORx55xLbBAQAAwHLWT1DcrFmz\nhIQEX1/fOnXq7Nq1i6wOAADAsSwasdPpdMoNBgwYYFJiMBisjAgAAABW4ZZiAAAAGmHRiB3D\nbwAAALUfI3Z2d+DAAZ1ON2PGDEcHAgAANI7EDgAAQCOsTOxOnTo1duzYVq1aubm5GV9a0aVL\nF51Ol56ebqPwAAAAYClrErtVq1aFhoauXbs2MzOzrKzMuGrEiBFCiF27dtkmOgAAAFhMdWKX\nkpIyefLkioqKOXPmXL582aS2b9++QoiEhATbRAcAAACLqb7zxOLFi8vLy6dNmxYbG1u5tn37\n9kKI1NTUmkcGAAAAVVSP2B04cEAIMWnSJLO1vr6+QoicnJwahgUAAAC1VI/YZWdnCyECAwMV\n2jg7O1sfkeaEhYVduHDBx8fH0YEAAACNUz1i5+3tLYTIy8szW3vp0iUhROPGjWsYlpZ4eHgE\nBQVJY5kAAAD2ozqx69SpkxDi5MmTZmt3794thAgLC6thWAAAAFBLdWIXFRUlhFi0aJFerzep\nunLlyrx584QQ48aNs0lwAAAAsJzqxG7ixImdO3fev39/ZGRkUlKSVJiTk7N27drw8PDs7Owh\nQ4YMHjzY1nECAACgGqovnvDw8IiPj4+MjIyPj4+Pj5cK/fz8pAd9+/Zdv369LQMEAACAZay5\n84S/v39ycvLKlSsHDRrk5+fn4uLi6+s7YMCAVatW7du3j8s/AQAAHEL1iJ3Ezc0tOjo6Ojra\nttFo0unTp1977bXRo0dPmDDB0bEAAAAts2bEDqrk5ubu3bv3/Pnzjg4EAABonJWJ3alTp8aO\nHduqVSs3NzedTieXd+nSRafTpaen2yg8AAAAWMqaxG7VqlWhoaFr167NzMwsKyszrhoxYoQQ\nYteuXbaJDgAAABZTndilpKRMnjy5oqJizpw5ly9fNqnt27evECIhIcE20QEAAMBiqi+eWLx4\ncXl5+bRp02JjYyvXtm/fXgiRmppa88gAAACgiuoRuwMHDgghJk2aZLZWuiNqTk5ODcMCAACA\nWqpH7LKzs4UQgYGBCm2cnZ2tj0hzOnbsuHHjRmksEwAAwH5UJ3be3t55eXl5eXmenp6Vay9d\nuiSEaNy4sQ1C0wo/P79Ro0Y5OgoAAKB9qg/FdurUSQhx8uRJs7W7d+8WQoSFhdUwLAAAAKil\nOrGLiooSQixatEiv15tUXblyZd68eUKIcePG2SQ4AAAAWE51Yjdx4sTOnTvv378/MjIyKSlJ\nKszJyVm7dm14eHh2dvaQIUMGDx5s6zgBAABQDdXn2Hl4eMTHx0dGRsbHx8fHx0uFfn5+0oO+\nffuuX7/elgECAADAMtbcecLf3z85OXnlypWDBg3y8/NzcXHx9fUdMGDAqlWr9u3b5+PjY/Mo\nAQAAUC3VI3YSNze36Ojo6Oho20ajSRkZGcuXL+/Xrx9HqAEAgF1ZM2IHVTIzMxcsWCBN7AwA\nAGA/qhO7wMDA6OjodevWZWVl2SMgAAAAWEf1odjffvtt1apVq1atEkK0bdt2wIAB/fv3j4iI\nqOGkxB9++GFiYqIQYufOnSZVhw8f3rFjR0ZGhsFgCAoKGjp0aM+ePY0bPP3005UXXLNmzebN\nm3U63QsvvDBs2LCaxAYAAHBPUJ3YnThxYv/+/fv27fvxxx/PnTt37ty55cuXCyE6duwoJXn9\n+vVr2LChqnWeOnWqqiOVO3bs+OKLL+SnaWlpaWlpEyZMkJI5syoqKj755JPvv//e2dn55Zdf\nHjBggKpgAAAA7lGqE7tu3bp169btr3/9q16vT0lJ2bdv3/79+w8ePCilXH//+991Ol2XLl2q\nujVFZWVlZcuWLYuIiNi/f79J1bVr17766ishxPPPPz9kyBAhxO7du9etW7d69eqwsDCzY4Sl\npaWLFi06cuSIu7t7TExMaGio2g0EAAC4R1l/8YSzs3OPHj1mzJixZ8+e3Nzcr776qnXr1kII\ng8Fw6tQpy9ezadOmvLy8F154oXLV3r17y8vLIyIioqKivL29vb29o6KiIiIiysvL9+7dW7n9\nnTt35syZc+TIEW9v77i4OLI6AABwX7FyuhNJVlbWvv/IzMyUy5s1a2b5GrZs2TJu3LgGDRpU\nrj19+rQQon///saF/fv3T0xMPHPmjEnj3Nzc2NjYjIyMRo0azZ0719/fX93G2E3Tpk0nTZrU\no0cPRwcC3Nc8Bo92dAgOZnB0AADuAtWJ3Y0bN6Rz7Pbv35+eni6X+/n5RURE9O/ff8CAAcHB\nwRau7dNPP23WrNkTTzxhtvbKlStCiMDAQOPCgIAAIUTla3JjYmKuXbvWokWLuXPnynfCqA3a\ntWsnnYYIALhH8Y8B/xjcK1Qndo0bNzYY/n//+vj49O3bV7pmonPnzjqdTtWq9u3bd+bMmfff\nf9/Z2dlsg9u3bwsh6tata1xYr149ucrYtWvXXF1d33nnnUaNGim86KBBg3Jzc+Wnfn5+f/7z\nnys327Vrl2UbYTveZsYs7zdK3U7/VPu2vO+7iP5Rptw/g+5aHLUV7x9lvH+qdRcyhz/84Q/V\nHpBUfY6dlNW1aNFi2bJl2dnZO3bsmDZtWpcuXdRmdQUFBV9++WW/fv06deqkNgYhROWXa9So\nUVlZ2dKlS8vKyqxYIQAAwL1O9YidTqczGAy///771KlTZ86c2a9fP2nErlOnTqpyuy+//LK0\ntHT8+PEKbby8vPLz8wsKCozvP5ufny+EqFOnjknjuLi4N9988+TJkwsWLJg5c2ZVo4ALFiwo\nLy+Xnzo7O7dq1cq4QXZ2dk5OTseOHS3fFtv4+de7/Yq1j8kMhf+D/lHuH0EX0T/VqKZ/fvzu\nbgVSS/H+Ucb7p1rVdJEteHt7V9tGdWJ37do16Ry7ffv2nT9/fseOHTt27BBC+Pn59e/fXzrH\nrl27dtWu51//+pfBYBg3bpxJufFsw82aNcvPz8/IyOjWrZvc4LfffhNCNG/e3GTB5s2bx8XF\nzZw58+jRo4sXL54+fbqTk5nxyJCQEOXA7ty5c+vWLeXjufZxv39rCCEUu53+Ue4fQRfRP8qU\n+6fkrsVRW/H+Ucb7p1qOyBzMUH0o9oEHHhg9evTy5cvPnTuXmZm5evXqsWPH+vv737hxY+PG\njVOnTg0ODm7RokW165FP1FPQpUsXIYTJ/HbS086dO1du37Jly7i4OC8vr6SkpKVLl1ryEgAA\nAJpRo+lO/P39x40bN27cuNLS0vXr17/zzjvScJolt5GtfOuwyncGGzhw4NatWxMTE1u0aCFP\nUJyYmOji4vLII4+YXW1QUFBsbOysWbP27dvn5ub24osvWrtxNpObm5uSkhIQENCmTRtHxwIA\nALTM+gmK9Xr90aNH58+f/9hjjzVo0GD8+PFSVifdecImwTVp0kQ6Vrtu3boxY8aMGTNm3bp1\nQohx48Y1adKkqqWCg4Nnz57t5uaWkJBgfDsyRzl9+vSgQYNWrlzp6EAAAIDGqR6xO3nypDSJ\n3Q8//CBdxyDp0KGDdBVFRESE2nvFKoiMjHzggQe2b9+ekZEhhAgMDBw6dGh4eLjyUp06dXrr\nrbfefffdHTt2uLm5/fGPf7RVPAAAALWWNfeKlR+3adNGSub69+9v9s6tqlQ+OCsJDw9XzuTM\nLtitW7ctW7bUMCQAAIB7iOrELiAgoP9/WHKRBAAAAO4O1YmddEgUAAAAtU2NrooFAGgD90Jl\nfqya4P0jas1byPqrYmGhunXrdu/evfKMygAAALbFiJ3dhYSEHD9+3NFRAAAA7WPEDgAAQCNI\n7AAAADSCxA4AAEAjSOwAAAA0QnVi5+Li4uREOggAAFDrqE7RPDw8DAaDwVBLpmu5B5SXl+fm\n5hYVFTk6EAAAoHGqE7t27doJIS5fvmyHYLTp4MGDvr6+c+fOdXQgAABA41QndtHR0UKIpUuX\n2iEYAAAAWE/1BMUvvvji6dOnFy9enJWV9fLLL7dr165Ro0b2iAwAAACqqE7s5Csnvv3222+/\n/baqZpyEBwAAcJdxfSsAAIBGqB6xYygOAACgdmLEDgAAQCNUj9hBrd69e9+8edPDw8PRgQAA\nAI2zcsTu1KlTY8eObdWqlZubm06nk8u7dOmi0+nS09NtFJ4WuLi4NGjQwNPT09GBAAAAjbMm\nsVu1alVoaOjatWszMzPLysqMq0aMGCGE2LVrl22iAwAAgMVUJ3YpKSmTJ0+uqKiYM2dO5ftP\n9O3bVwiRkJBgm+gAAABgMdXn2C1evLi8vHzatGmxsbGVa9u3by+ESE1NrXlkAAAAUEX1iN2B\nAweEEJMmTTJb6+vrK4TIycmpYVgAAABQS3Vil52dLYQIDAxUaOPs7Gx9RAAAALCK6sTO29tb\nCJGXl2e29tKlS0KIxo0b1zAsLTl69Gjr1q0XLlzo6EAAAIDGqU7sOnXqJIQ4efKk2drdu3cL\nIcLCwmoYlpYUFRVdvHjx5s2bjg4EAABonOrELioqSgixaNEivV5vUnXlypV58+YJIcaNG2eT\n4AAAAGA51YndxIkTO3fuvH///sjIyKSkJKkwJydn7dq14eHh2dnZQ4YMGTx4sK3jBAAAQDVU\nT3fi4eERHx8fGRkZHx8fHx8vFfr5+UkP+vbtu379elsGCAAAAMtYc+cJf3//5OTklStXDho0\nyM/Pz8XFxdfXd8CAAatWrdq3b5+Pj4/NowQAAEC1VI/YSdzc3KKjo6Ojo20bDQAAAKxmZWIH\ny3Xp0uX7778PCAhwdCAAAEDjrDkUK4S4evVqbGxsz549fX19XV1dfX19w8PDY2Njr127Ztv4\nNKBBgwYDBw5s06aNowMBAAAaZ82I3ZYtW8aPH5+fny+X5ObmJicnJycnL1myZPXq1UOHDrVd\nhAAAALCI6hG7w4cPjx49Oj8/v0ePHlu3bs3IyCgqKsrIyNiyZctDDz1069atUaNGHTlyxB6x\nAgAAQIHqxG7u3Ll6vX7kyJHJycnDhg0LCAjw8PAICAgYPnx4cnLy8OHDy8vLY2Nj7RAqAAAA\nlKhO7A4dOiSEiIuL0+l0putycnr33XeFEIcPH7ZJcAAAALCc6sROupNYUFCQ2drWrVsLIcrL\ny2sYFgAAANRSndgFBwcLIS5evGi29sKFC0KI9u3b1zAsLUlPT588efLWrVsdHQgAANA4a+4V\nK4SYNWuWwWAwqaqoqHj77beFEJMnT7ZJcNpw9erVFStWHD161NGBAAAAjVOd2E2ZMmXq1Kmb\nN28ODw/ftm3bpUuXSkpKLl26tG3btp49e27dunXq1KkTJkywR6wAAABQoHoeOyen/88Fjxw5\nMnz48MoNli1btmzZMpPCysN7AAAAsC0r7zwBAACA2kb1iB1jbwAAALUTI3YAAAAaYc29YqFK\nUFDQ/Pnzw8LCHB0IAADQOBI7u/P394+JiXF0FAAAQPs4FAsAAKARJHYAAAAaQWIHAACgESR2\nAAAAGkFiBwAAoBEkdnZ39erVFStWHDlyxNGBAAAAjbNBYldRUbFw4cI2bdrUqVOnT58+p06d\nqvk6tSQ9PX3y5Mnbtm1zdCAAAEDjVCd2SUlJOp2ub9++csm8efNiYmIuXLhQVFR08ODBgQMH\nXr9+3aZBAgAAoHqqE7svvvhCCDFhwgTpaUlJyQcffCCE+Prrr7OzswcOHJiTk/PRRx/ZNkoA\nAABUy5oROyHEww8/LD09cOBAXl5eSEjIs88+6+fnN2fOHCHEP//5T9tGCQAAgGqpTuwuX74s\nhGjRooX09NChQ0KIiIgI6Wnnzp2FEBcuXLBVfAAAALCQ6sSuoqJCCFFcXCw9TU5OFkJ0795d\neurl5SWEuHPnjs0CBAAAgGVUJ3ZNmjQRQvzyyy9CiOLiYunIbI8ePaTamzdvCiEaNGhgyxjv\ncQ0aNBg4cGCbNm0cHQgAANA41YmddHbdnDlzsrOzP/zww9u3b7dt21bOWs6ePSuE6Nixo22j\nvKd16dLl+++/ly83AQAAsBMXtQu8/vrrmzdvTkhIaNy4sVQSExMj1x44cEAYnXIHAACAu0b1\niF3Xrl3j4+O7d+/u7u7eunXrpUuXRkdHy7WbNm0SQowcOdKWMQIAAMACqkfshBADBw48fvy4\n2arTp0/XLB4AAABYiXvFAgAAaITqxE6n0+l0upo0AAAAgD0wYmd3xcXFFy9elCaCAQAAsB8b\nJ3YFBQVCCHd3d9uu9p525MiR1q1bL1y40NGBAAAAjbNlYldQULBs2TIhRKtWrWy4WgAAAFjC\noqtiK58zp3wW3XPPPWd9RAAAALCKNdOdVMXT07NNmzbPPPPMG2+8YcPVAgAAwBIWJXYGg0F+\nLI3VGZcAAACgNuCqWAAAAI1QfSiWsTq1XFxcGjRo4Onp6ehAAACAxtnyHDuY1bt3byaxAwAA\nd4G6q2INBoOFd5VgYA8AAOAu4xw7AAAAjVB9VSxDcQAAALUTI3YAAAAacb9fPFFeXn7u3Dnj\nkvz8/Dt37vzyyy+OCul+Rrcro3+U0T/K6B9l9I8y+qdad6GLmjVrVr9+feU293tiZzAYysrK\njEv0en1FRYVJIe4Oul0Z/aOM/lFG/yijf5TRP9W6C11UUVFRbRsd58yZyMzMzMrKCg8Pt9UK\nDx48+NRTT02bNm3OnDkKzXSJB231ivcuQ0TvqqroH6HYP4Iuon+qQ/8oo3+U0T/VUu6iu0bd\ndCeWI1+UlZeX5+bmFhUVOToQAACgcVw8AQAAoBEWJXYGIxUVFS+++KIQokePHlu3bs3IyCgq\nKsrIyNiyZctDDz0khHjxxRcZrgMAALj7VF88sWLFik8//XTkyJEbN26UD9EGBAQEBAQMHTp0\n1KhRn376aUhISHR0tK1DBQAAgBLVh2JXrFghhIiLi6t84p2Tk9O7774rhPjss89sEhwAAAAs\npzqxO3v2rBAiKCjIbG3r1q3lNgAAALibVB+KdXZ2FkJkZGQEBwdXrr148aLcBpKQkJDjx483\nadLE0YEAAACNUz1i16tXLyHEnDlzKl8hYTAYZs+eLYSw4SRwGlC3bt3u3bs3b97c0YEAAACN\nU53YzZ4929nZecOGDX369Nm+ffulS5dKSkouXbq0ffv2Xr16bdq0ydnZWXkmXgAAANiD6kOx\nvXr1+vbbb6Ojow8dOjRs2DCT2vr163/55Zc9e/a0UXgAAACwlDX3ih05cmTv3r0/++yzhISE\nX3/9tbCw0NvbOzg4ePDgwVOmTOFkMgAAAIewJrETQjRt2nTu3Llz5861bTQAAACwGrcUAwAA\n0AgrE7tTp06NHTu2VatWbm5uxjMVd+nSRafTpaen2yg8LTh9+vSgQYNWrlzp6EAAAIDGWZPY\nrVq1KjQ0dO3atZmZmWVlZcZVI0aMEELs2rXLNtFpQm5u7t69e8+fP+/oQAAAgMapTuxSUlIm\nT55cUVExZ86cy5cvm9T27dtXCJGQkGCb6AAAAGAx1RdPLF68uLy8fNq0abGxsZVr27dvL4RI\nTU2teWQAAABQRfWI3YEDB4QQkyZNMlvr6+srhMjJyalhWAAAAFBLdWKXnZ0thAgMDFRow71i\nAQAA7j7ViZ23t7cQIi8vz2ztpUuXhBCNGzeuYVgAAABQS3Vi16lTJyHEyZMnzdbu3r1bCBEW\nFlbDsLSkXbt2y5cvr3z7NQAAANtSndhFRUUJIRYtWqTX602qrly5Mm/ePCHEuHHjbBKcNjRt\n2nTSpEkkuwAAwN5UJ3YTJ07s3Lnz/v37IyMjk5KSpMKcnJy1a9eGh4dnZ2cPGTJk8ODBto4T\nAAAA1VA93YmHh0d8fHxkZGR8fHx8fLxU6OfnJz3o27fv+vXrbRkgAAAALGPNnSf8/f2Tk5NX\nrlw5aNAgPz8/FxcXX1/fAQMGrFq1at++fT4+PjaPEgAAANVSPWIncXNzi46Ojo6Otm00AAAA\nsJo1I3YAAACohUjs7O7y5csLFixITEx0dCAAAEDjSOzs7uLFizNmzEhISHB0IAAAQONI7AAA\nADSCxA4AAEAjSOwAAAA0wqLETqfT6XQ6e4cCAACAmlA9YkeSBwAAUDtZlNg5OzsLIUpLS+0c\njDY1bdp00qRJPXr0cHQgAABA4yxK7Fq0aCGE2LVrl8FgsHM8GtSuXbvly5cPHz7c0YEAAACN\nsyixi4qKEkKMGDHCyen/2+uqY8eQAQAAYI5F94qNi4tzc3P75ptvLl26pNfr7R0TAAAArGDR\niJ27u/u777574cKF8vJyqcRQHXvGDAAAADOYxw4AAEAjLDoUa4zROAAAgNqJETu7y83N3bt3\n7/nz5x0dCAAA0DgrE7tbt24tXLiwT58+DRs2dHV1bdiw4cMPP7xw4cJbt27ZNj4NOH369KBB\ng1auXOnoQAAAgMapPhQrhDh+/PjQoUOzsrLkkps3byYlJSUlJf3973/fvn17SEiI7SIEAACA\nRVSP2GVnZw8ZMiQrK6tjx47ffPPNtWvXSktLr169+s0337Rv3/7y5ctDhgy5ceOGPWIFAACA\nAtWJ3QcffHDjxo2QkJCjR48+88wzjRs3dnV1bdKkyTPPPHPs2LGuXbtev3598eLF9ogVAAAA\nClQndrt27RJCzJ8/38vLy6TK29t7/vz5chsAAADcTaoTu99++00I0atXL7O1ffr0EUJkZGTU\nLCoAAACoZpfpTrhXrDFPT8+goCBfX19HBwIAADRO9VWxAQEBv/zyy6FDhwYNGlS59tChQ1Kb\nmkemGT169Lhw4YKjowAAANqnesTuiSeeEELMnDnzzp07JlVFRUVvvvmm3AYAAAB3k+rE7rXX\nXmvYsGFKSkqPHj02btyYnZ1dXl6enZ29adOmHj16HD9+3M/P77XXXrNHrAAAAFCg+lBskyZN\n4uPjhw0blpqaOnr0aJPa5s2bb9++/YEHHrBReAAAALCUNXeeCAsLS01NXb58+c6dO8+ePZuf\nn1+vXr0OHTo89dRTU6ZM8fHxsXmUAAAAqJY1iZ0QokGDBjNmzJgxY4ZtowEAAIDV7DLdCQAA\nAO4+Eju7O3DggE6nY3QTAADYG4kdAACARpDYAQAAaASJHQAAgEaQ2AEAAGgEiR0AAIBGqE7s\nXFxcnJxIBwEAAGod1RMUe3h43L5922Aw6HQ6ewSkPb17975586aHh4ejAwEAABqneuytXbt2\nQojLly/bIRhtcnFxadCggaenp6MDAQAAGqc6sYuOjhZCLF261A7BAAAAOzUx3gAAIABJREFU\nwHqqE7sXX3xx0qRJixcvfvbZZw8dOpSTk2OPsBzOxcVFp9NJh5sHDRqkM5KWlubo6AAAAMxQ\nfY6dfOXEt99+++2331bVzGAwWB9ULaDX68V/Nnbv3r3GVZ06daqoqHBMWAAAAFXj+lYlY8aM\nadGihfS4devW0gDevZ6zAgAArVKd2BksY49Y776//OUvV65ckR6fP3/+kUcecWw8AAAAChix\nUzJ16lQpSZXG6mbNmmXFSk6cOBEaGvrxxx/bODgAAID/RWKn5NixY9IDNzc3IcSrr75qxUoK\nCgpSUlKysrJsGRkAAEAlViZ2p06dGjt2bKtWrdzc3IxnKu7SpYtOp0tPT7dReA5jcjrdoUOH\nhBAnT550ZEwAAACKrEnsVq1aFRoaunbt2szMzLKyMuOqESNGCCF27dplm+gc5/jx4/Jjd3f3\nkJAQ8Z88z93d3WFhAQAAVE11YpeSkjJ58uSKioo5c+ZUvv9E3759hRAJCQm2ic5xQkJC5AtB\niouLpUKTpwAAALWK6nnsFi9eXF5ePm3atNjY2Mq17du3F0KkpqbWPDIAAACoojqxO3DggBBi\n0qRJZmt9fX2FENq4HYWTk1NV87ZoZj4XAACgJaoTu+zsbCFEYGCgQhtnZ2frI6odnJ2dbZW9\ndezYcePGjdJYJgAAgP2oPsfO29tbCJGXl2e29tKlS0KIxo0b1zAsh5NuGiZf8Ltw4UL5cUpK\niqpV+fn5jRo1qnPnzraNEAAAwITqxK5Tp06i6ok/du/eLYQICwurYVi1RO/evaUHr7/+ekVF\nhZTbhYaGOjQoAAAA81Qfio2KikpKSlq0aNGjjz5qcsj1ypUr8+bNE0KMGzeu2vVcvHjxhx9+\nOHXqVFZWll6vb9iwYUhIyMiRIxs1amTS8vDhwzt27MjIyDAYDEFBQUOHDu3Zs6dxg6effloI\nsXPnTuPCNWvWbN68WafTvfDCC8OGDVO7mZKPPvqoe/fuQoitW7cOHz78hRde+PLLLznBDgAA\n1E6qR+wmTpzYuXPn/fv3R0ZGJiUlSYU5OTlr164NDw/Pzs4eMmTI4MGDq13Pq6++unXr1gsX\nLhQXF5eVlV27dm337t2vvPLKb7/9Ztxsx44d8+bNS0tLKyoqKi4uTktLe//9901yOBMVFRUf\nf/zx5s2bnZ2dp02bZnVWJ4RYvXq19GD69OlCCJNJ+wAAAGoV1SN2Hh4e8fHxkZGR8fHx8fHx\nUqGfn5/0oG/fvuvXr7dkPUFBQREREV26dGnevLler09LS1u+fPn169c///zz9957T2pz7dq1\nr776Sgjx/PPPDxkyRAixe/fudevWrV69OiwszOyZfKWlpYsWLTpy5Ii7u3tMTEwND5t++umn\n0oOMjIxXXnll3bp1NVkbAACAXalO7IQQ/v7+ycnJa9eu3bBhw8mTJ3Nzc+vVq9e1a9fnn39+\n7NixFl4Su2TJEuOnoaGh9erVmz59+q+//ioX7t27t7y8PCIiIioqSiqJior6/fffExMT9+7d\n+9xzz5ms886dO3Fxcampqd7e3rNnz67Jhahubm6lpaV6vd7Z2Vmv1wshPv74Y6nK+BZqAAAA\ntYc1iZ0Qws3NLTo6Ojo62oahtGzZUgjh4eEhl5w+fVoI0b9/f+Nm/fv3T0xMPHPmjMniubm5\nsbGxGRkZjRo1mjt3rr+/f02CKSkpkR8bT2in0+kyMzNVrSo9PX3x4sWPPfbY8OHDaxISAACA\nMisTO3v48ccfxf9ec3rlyhVRac68gIAAIURWVpbJ4jExMdeuXWvRosXcuXPlQ8OVXb16VZrK\nROLk5FS/fn3jBqWlpRUVFXfu3JFLCgsLTVZiXFutjIyMFStWeHt7P/7445YvdX9S1bH3IfpH\nGf2jjP5RRv8oo3+qdRe6yM3NzcWlmsyttiR2mZmZX3zxhYeHx5gxY+TC27dvCyHq1q1r3LJe\nvXpylbFr1665urq+8847la+rNTZ27Njc3Fz5qZ+f35///OfKzfbt26d+I8z7+eefhRCZmZnV\nrNO7ga1e8d6l1EX0T7Vvy/u+i+gfZfSPMvpHGf1TLRtmDlX5wx/+UO0BSSsTu6tXry5fvjwh\nISE9Pb2goKBu3brBwcGPPfbYlClTmjRponZtmZmZs2bNunPnzksvvfTAAw9YskjlE90aNWqU\nk5OzdOnSWbNmubq6qo1BCPHUU08JIf7xj3/Ij6sitQEAAKhVrEnstmzZMn78+Pz8fLkkNzc3\nOTk5OTl5yZIlq1evHjp0qOVrO3v2bFxcXEFBwahRox599FHjKi8vr/z8/IKCAh8fH7lQet06\ndeqYrCcuLu7NN988efLkggULZs6cWdU1HGvWrFE+FNu+ffvr168rxzxgwAALtuz/SVlmy5Yt\nq1nq6E+Wr1OrlLqI/qn2jXffdxH9o4z+UUb/KKN/qqUqN7COm5tbtW1UJ3aHDx8ePXq0Xq/v\n0aPHjBkzunXr1qRJk2vXrp04cWL+/PnHjh0bNWpUUlKShTefOH78+IIFC0pKSp566qk//vGP\nJrXNmjXLz8/PyMjo1q2bXChNdNe8eXOTxs2bN4+Li5s5c+bRo0cXL148ffp0Jyczs/Q1bdq0\nqmCkKyQyMzONr5aoOelyEFdX18rJKEzQRcroH2X0jzL6Rxn9o4z+qVYt6SLVExTPnTtXr9eP\nHDkyOTl52LBhAQEBHh4eAQEBw4cPT05OHj58eHl5eWxsrCWr+te//vXee++VlJQ88cQTEydO\nrNygS5cuQoj9+/cbF0pPzd56tWXLlnFxcV5eXklJSUuXLuUWEQAA4L6iOrE7dOiQECIuLq7y\nWW5OTk7vvvuuEOLw4cPVrmfr1q0fffSRXq9/6qmnJk+ebLbNwIEDXVxcEhMTN27cWFhYWFhY\nuHHjxsTERBcXl0ceecTsIkFBQbGxsR4eHvv27Vu2bJm6bbOPli1bxsTE9OvXz9GBAAAAjVN9\nKFaarTcoKMhsbevWrYUQ5eXl1a5HvlvXP/7xD5NrEdatWydd+tqkSZNx48Z98cUX69atM77r\nw7hx4xQu0QgODp49e3ZsbGxCQoK7u7vlk+1ZPvOwqrHAwMDA+fPnW94eAADAOqpH7IKDg4UQ\nFy9eNFt74cIFIURNbvlgIjIycubMmR06dPDw8PDw8OjQocPMmTMjIyOVl+rUqdNbb73l6uq6\nY8eOtWvX2ioYAACA2kz1iN3EiRNffPHFWbNmbdy40WSIq6Ki4u233xZCVHVo1djOnTstfMXw\n8PDw8HC1q+rWrduWLVssfAmJfPFEVlbWsWPHpk2bJoTQ6XQvvPCCEGL16tVSg48++kjVagEA\nAO4O1SN2U6ZMmTp16ubNm8PDw7dt23bp0qWSkpJLly5t27atZ8+eW7dunTp16oQJE+wR690k\nZXUuLi4VFRWrVq1atWpVRUWFNN2zVAUAAFDbWDRiZ/bksyNHjpi9+emyZcuWLVumjStS58yZ\nY/J01qxZjgoGAABAmeoRu/vKO++8o/AUAACgVrFoxE4bw29WKCsrc3JymjRpkhBixYoV1vXD\njRs3EhMT27dvb3buPQAAAFthxM68tm3bSg8MBsPy5cuXL18uZ3VylYXS0tKioqLWr19v4xAB\nAAD+F4mdeenp6VFRUZXLo6Ki0tPT7348AAAA1VI93cn9Y8OGDRs2bHB0FAAAAJayZsQuKytr\n2rRpHTp0qFOnjq4KNg/07ps+fbrJFkkPfH19HR0aAACAGapH7FJTU/v27Xvz5k17RFN7vPLK\n/7V353FRle3jx+8zgCwiO6gZ7ntuuaKmYpYbFX71m7980pQ0t0pb1azHhUqL9EkzSzOXntJy\nX9LUtNySXFJzCQUNHRFFUJBV1jm/P07faYJhmGEGzjB83q9evWbuOdxcc3PNnMv7nHOfKUuW\nLCnWKEmSLMtpaWmqhAQAAGCaxTN2b775ZmpqapMmTbZv356SkiKXoiJirUz6qs7wUom6deuq\nFA4AAEDZLC7sjhw5IoRYs2bNU089FRAQUAEh2RFXV1fDSyWioqLK0Ymvr+9jjz3WtGlT28UF\nAABghMWHYpWzzTp27FgBwdidYkdjc3JyytFJu3bt9u3bZ6OIAAAASmXxjF2bNm2EENevX6+A\nYOzO/v37DZ9++OGHakUCAABQJosLu5dfflkI8emnn1ZAMHZn48aNhk/j4+PVigQAAKBMFh+K\nHTFixOnTpxcuXJifn//yyy83a9bMzc2tIiJTl3IBrCzLrq6uSkvNmjWVi0KcnVn8DwAA2KPy\nrGM3bty4Zs2arVixol27du7u7g65jp1Op1Me5OfnKw/0J9gVFBSoExMAAIBJFhd2v//+e5cu\nXarDbbXS09OLVajKNJ5a8QAAAJhmcWE3c+bMzMzMJk2a7Nixw4HXsRNCeHl56XQ6wzeln8az\nSG5ubnx8vMMv6QwAAFRncWEXHR0thFi9evWTTz7p2OvYjRo1quQh5lGjRlnaz/Hjx5s0aVK+\nNfAAAADMZ/F1AIWFhaIarGPXvHnzy5cvl2z/5ptvTp48eenSpcoPCQAAwDSLZ+xat24thEhI\nSKiAYOyIvqqTJCkiIiIiIkJ/vl1sbKx6cQEAAJTK4sJu0qRJQohPPvmkAoKxO87OzjqdbtWq\nVatWrdLpdCx0AgAA7JnFhV1ERMSUKVM+//zzcePGnT9/Pjc3tyLCshOzZ8828RQAAMCuWFzY\nSZKkTNetXLnSgdexU0RGRpp4CgAAYFfKs0BxdaBcxFpQUKDRaCZOnDhx4kSNRqMsTbx48WK1\nowMAADDC4pPGHGONujJNmzZNeSDL8vLlyw1fmjp16tSpU/VPyxyQPn36VJNBAwAA6mLGDgAA\nwEFwmadxzLEBAIAqhxk7AAAAB2HxjJ2ZV7wy4wUAAFDJmLH7m+FCLUbXcHGwxVwAAICDsbiw\nk40pKCj4448/RowYIYSYNWsW03UAAACVzzYzds7Ozq1bt163bt3jjz8eGRn5448/2qTbSqYU\nqYaPS2NRtydOnGjSpImyMB4AAEDFsfGh2H//+9+CJXz/6f79+/Hx8ampqWoHAgAAHJyNC7s2\nbdoIIY4fP27bbiufRlPqyJh4CQAAQEU2rlEKCwuFEJmZmbbttvLJsmy0gNNoNJxBCAAA7JON\nCzvl7LoHHnjAtt2qQpZlT09PwxaqOgAAYM9sVtglJSX997//VW6i+uSTT9qqW7XUqFFDCJGd\nnd2+fXulRV/VsdwJAACwT7ZfoLhJkybKJRRVWl5enrOzc1FR0blz595+++358+frqzqdTqd2\ndAAAAEbY7F6x7u7ujRs3Dg8Pf/PNN318fGzVrYoKCwuVWbp58+YpLeWr6jp27Pjbb7/VqVPH\n1gECAAD8g8WFXbU6yUyn0xkegS3fXF2tWrU6depk69AAAACKs9mMnQMwfZRZlmX9BtWqugUA\nAFUFS7IBAAA4CAq7vym3C9NqtdHR0Ta8pRgAAEDlMOtQbDkW+KD6AQAAqGTM2AEAADgIswo7\n08clFQUFBZ999llQUJCoskv4SpKkj1wyyaJuY2Jihg8fvnbt2goIGQAA4G+2mbH7/vvv27Zt\nO3ny5OTk5N69e584ccIm3TqGlJSUjRs3nj9/Xu1AAACAg7O2sDt9+vSjjz761FNPXbp0qUWL\nFlu3bj106FDnzp1tElwlM7wwgosnAABAlVP+wi4hIWHUqFGdO3c+cOBAYGDgkiVLLly4MGTI\nEBsGBwAAAPOVZ4HijIyM+fPnL1q0KDc3183NberUqTNnzvTy8rJ5cAAAADCfZYVdYWHh8uXL\n586dm5KSIknSv/71r/nz59evX7+CgqtkylURkiS1bt36woULaocDAABgGQsOxW7fvr1NmzYv\nvfRSSkpKnz59Tp48uXbtWoep6vRkWf7jjz+Uq181Gs2TTz6pdkQAAABmMauw++2330JDQ4cM\nGRIbG9uiRYtt27YdPHjQ8W5s7+npWWwpE1mWd+7cqS/ynn/++XJ027hx4w8++GDgwIE2ChMA\nAMA4swq7rl27Hjp0SH+FRHh4eEWHpYrMzEydTqfVajds2ODu7l6yyFu9enU51rELDg6ePn16\naGioLWMFAAAowdwFioUQKSkpL7/8souLi+nFe8tR+tibBx98MCcnR6fTybJ86NChGjVqqB0R\nAABA2cpzVWw1cfjw4f79++fn57NwHQAAqBLMKuyqT2WzZcuWZ555prCwsLS3LElShw4dKjkq\nAAAAczBj97fSjiBLktS7d++DBw9WbjgAAACWsc29Yh2PJEkDBw5UbiCm0+mo6gAAgP2jsCtV\nenq6TfpJSEj48MMPKQ0BAEBFo7AzTpblX3/9Vb+CXbdu3crdVXx8/IwZM/bs2WPD8AAAAEqi\nsPubLMunTp1yc3MruYLdiRMnbFLkAQAAVBwKu3/o2LFjbGzs0aNHlRuLeXh4GC3y1AoPAADA\nBAq7UrVu3To7O/u3334rOYcHAABgh1juxIjU1FRPT8+cnJzqs4AfAABwABR2f/Py8srKyjKx\nNPGQIUO2bNlSyVEBAACYicLub5mZmcVabLI0cWBg4NNPP922bVtrOgEAACgThV1xkiQ1a9Ys\nNjbWVh22bt16w4YNtuoNAACgNBR2f1MOwl6/fj0xMVHtWAAAACzGVbEAAAAOgsIOAADAQVDY\nAQAAOAgKOwAAAAdBYVfhMjMzT506xQUZAACgolHYVbjTp0937tx5yZIlagcCAAAcHIUdAACA\ng2Adu79JkmTmltxDFgAA2CFm7AAAABwEhd3fZFmWZVmr1UZHR8smqR0pAACAEdX9UGxBQcHF\nixcNW7KysrKzs8+dO2erX/Hnn38KIVJSUmzYp6NiiExjfExjfExjfExjfExjfMpUCUMUHBzs\n6+trepvqXthJkuTi4mLY4uTkpNFoijVaw9PTU/lL2LBPR8UQmcb4mMb4mMb4mMb4mMb4lKkS\nhkijKftAq8SBRT11L56QDh61eZ9Vjhzas7SXGB9hcnwEQ8T4lIXxMY3xMY3xKZPpIao0nGMH\nAADgICjs/sbFEwAAoEqjsAMAAHAQFHYAAAAOorpfFWuCRqMp7agrR2MBAIAdYsbOOCcnJ6o3\nAABQtVDYGafT6YTBAihRUVH6x6dOnbKoq0OHDkmSNGPGDNtGCAAAUAyFnSk9e/61Js2bb76p\n0+mU2q5z586qBgUAAGAchZ0pixcvVh5s2bJFCDFmzBjBCXYAAMBeUdiZsmbNGuXBG2+8IYQo\nKChQMxoAAACTKOxM+eyzz5QHV69enTJlyjfffKNuPAAAACZQ2BlXo0YNIURRUZGTk5PSsmTJ\nEuWB+beUBQAAqEysY2dcXl6e/rHhgnaSJF2/fl2loAAAAEyhsCubsvRJuXXr1u3PP//08fGx\nVTwAAABGUdhVODc3t8aNG6sdBQAAcHycYwcAAOAgKOwAAAAcBIUdAACAg6CwAwAAcBAUdgAA\nAA6Cwq7CnT59unPnzvr1jQEAACoIhV2pNBqNVAqL+snMzDx16lRiYmIFxQkAAKCgsDPO8G4T\nAAAAVQKFnXH6qq5Zs2bp6enyP6kbGwAAgFHcecKUdu3anT17Vu0oAAAAzMKMnSlPPPGE2iEA\nAACYi8LOOOUKiQ8++EDtQAAAAMxFYWfchQsXhBA6nc7Z2Xnt2rXWdNW6desNGzY8++yzNgoN\nAADAOAo74x566CHlQVFR0ciRI61Z7iQwMPDpp59u27ZtBYQJAADwNwo7AAAAB8FVscaxpgkA\nAKhymLEDAABwEBR2pdqzZ0+xu4ppNJrDhw+rHRcAAIBxFHbG7dmzZ9CgQcUOyMqy3KdPH2o7\nAABgnyjsjBs8eLDyQJKkJ5544oknntBfDBsaGmpRV1evXp0xY8bu3bttGyEAAEAxXDxhnDJX\nJ0mSTqfTN2o0mnLcK/b69esffvihEGLQoEG2DRIAAMAQM3amDBkyxPBpWFiYWpEAAACUicLO\nAi4uLmqHAAAAUCoKO1O2bdtm4ikAAIBd4Rw74yRJUk6n02g0ygHZbdu26U+8Uzs6AAAAI5ix\nM27Tpk3KA1mWt27dunXrVv01Ez/88IN6cQEAAJSKws64oUOHbt68udjknCRJu3fvHjhwoEVd\n1a1bd/z48V27drVpgAAAAMVxKLZUQ4cONVzrpNyaN2++fPly6/sBAAAwjRk7AAAAB0FhBwAA\n4CAo7AAAABwEhR0AAICDoLADAABwEBR2FS4lJWXjxo3nz59XOxAAAODgKOwqXExMzPDhw9eu\nXat2IAAAwMGxjt3fzL9XmP4uFAAAAPaDGTsAAAAHQWH3N1mWZVnWarXR0dGLFy9WGiVJioiI\niIiI0M/n6V8CAACwKxR2xk2dOlUI4ezsrNPpVq1atWrVKp1O5+zsrH8JAADA3lDYmTJ79mwT\nTwEAAOwKhZ0pkZGRJp6aqVatWp06dapXr56NggIAADCOq2JNKSgo0Gg048ePF0J88cUX5bsY\ntmPHjr/99putQwMAACiOws64Zs2aXb58WQghy/Ly5cuLvaRSUAAAAKZwKNa4uLi44cOHl2wf\nPnx4XFxc5ccDAABQJmbsSrV+/fr169erHQUAAIC5mLEr1RtvvCEZEEIoD/z8/NQODQAAwAhm\n7IybMmXKkiVLijVKkiTLclpamiohAQAAmMaMnXH6qs7wUom6deuWo6vCwsK0tLT79+/bJjIA\nAIBSUNiZ4urqanipRFRUVDk6OXr0qJ+f39y5c20XFwAAgBEUdqYUOxqbk5OjViQAAABlorAz\nZf/+/YZPP/zwQ7UiAQAAKBOFnSkbN240fBofH69WJAAAAGWisDNOWd9ElmVXV1elpWbNmsot\nxZyduZQYAADYIwo743Q6nfIgPz9feaA/wa6goECdmAAAAEyisCtVenq6Mm+np6xjp1Y8AAAA\npnFU0TgXF5eCggL9vJ01+vTpQzkIAAAqATN2xhUWFkqSpNFoMjIy1I4FAADALBR2psiy7O3t\nrdFoDh8+rHYsAAAAZaCwM27z5s36E+xkWe7Tp49Go1mxYoW6UQEAAJhAYWfc0KFDdTpdsfJu\n/PjxGo1m4sSJ6sYGAABgFIWdKUp598033xiWd8uXL5ckKSgoSN3YAAAAiqGwK1tMTEzJxpSU\nFEmSevXqVfnxAAAAGEVhZ8pHH32k0WjmzZunX69EkiQ3Nzf9Br/88kuZnZw4caJJkyZRUVEV\nFSUAAIAQgsKuNCtWrNBoNNOmTTMs6RISEnQ63f3792VZbtGihZld3b9/Pz4+PjU1tcKCBQAA\nEIIFikszfvx4/WNJku7du+fl5WW4waVLl4rdlwIAAEBdDlLY/frrr9u3b7969aosy40bNx4y\nZEhISIj13Wo0mqKiotJe5X4SAADArjhCYbd9+/aVK1fqn8bExMTExIwbN+6pp54qd5/Ozs4F\nBQW2iA4AAKCSVPlz7JKSkr766ishxMiRI9etW7du3bqRI0cKIdasWXP79u1yd1tQULBnzx6N\nRiMZ4BYUAADAnlX5wm7//v2FhYWhoaHDhw/39PT09PQcPnx4aGhoYWHh/v37y93tnj17Bg0a\nVOxgq3ILCmo7AABgn6r8odhz584JIfr27WvY2Ldv34MHD54/f77c3Q4ePFh5IElSWFiYEGLX\nrl1KnRcaGqrT6czvql27dvv27WvYsGG5gwEAADBHlS/sbt68KYRo1KiRYaNSRSUmJpbc/vTp\n04WFhfqnTk5ODRo0MNwgKyuroKBAqeEkSUpOTta/FBQUJMuyLMt37tyxKMgOHToIISz9qWqI\nITKN8TGN8TGN8TGN8TGN8SlTJQyRp6en4WK6RlX5wi47O1sIUatWLcNGZWkS5aVipk+fnpaW\npn8aGBj44osvltZ5SEjIsWPH9E+7dOly4sQJIYRho814+tq+z6rG1MAyPmUmXrUfIsbHNMbH\nNMbHNManTBVSG/xT+/btg4ODTW9T5Qs7E2y+zpyTk5NtOzT0fVZa2RtVY4xPmRgi0xgf0xgf\n0xgf0xgf+1HlC7uaNWtmZGRkZmb6+PjoGzMyMoQQHh4eJbfft2+f6Q6vX7+uP4Z77NixJ554\nQv+Sfv0Uw8bq5tChQ5mZma1bt27cuLHasdijnJycn3/+OSwsjPWrjYqJiYmPjw8KCuratava\nsdipAwcOtGnTJjAwUO1A7NHt27dPnjyp0Wj0p0GjmPPnzzs7O7dq1UrtQOyRTqf74YcfhBA9\nevTw8/NTO5yKUuWvin3ggQeEEFevXjVsvHbtmhCiXr165e5W2SvLsqzRaIYOHTp06FCNRqM/\n8c6agAEAACpIlS/s2rVrJ4Q4cOCAYaPytG3btuXudtOmTcoDWZa3bt26detW/dInSr0PAABg\nb6p8YffYY485OzsfPHhww4YNWVlZWVlZGzZsOHjwoLOzc79+/crd7dChQzdv3lxsck6SpN27\ndw8cONCirmJiYoYPH7527dpyBwMAAGCOKn+OXZ06dUaPHr1y5cpvvvnmm2++0bePHj26Tp06\n1vQ8dOhQi9arK01KSsrGjRs5Iw0AAFS0Kl/YCSHCw8ODgoK2bdumnGnXqFGjIUOGdO/eXe24\nAAAAKpUjFHZCiO7du1tfyZl/VUSxW40BAADYgyp/jh0AAAAUFHZ/U24XptVqo6OjZZPUjhQA\nAMAICjsAAAAHQWFXqlGjRkkljBo1ytJ+Gjdu/MEHH1i6SAoAAIClHOTiCZtr3rz55cuXS7Z/\n8803J0+evHTpkvldBQcHT58+3XahAQAAGEdhZ5y+qpMkacyYMUKINWvWKGfXxcbGqhgYAABA\naSjsTHF2di4oKFAer1q1ysXFpbCwUN2QAAAASsM5dqbMnj3bxFMAAAC7QmFnSmRkpImnAAAA\ndoXCzrioqCghREFBgUajmThx4sSJEzUajXJYdvHixWpHBwAAYASFnXHTpk1THsiyvHz58uXL\nl+vXJZ46darhAihldnXr1q0vvvji+PHjFRguAAAAhV0liIuLmzDvp3mnAAAgAElEQVRhwtat\nW9UOBAAAODiuijWO+4YBAIAqhxk7AAAAB0FhV6o33nij2Ll0ygM/Pz+1QwMAADCCQ7HGTZky\nZcmSJcUaJUmSZTktLU2VkAAAAExjxs44fVXXrFkzfWPdunVVCgcAAKBsFHbFubu7e3t7K49d\nXV3j4uL0LymL21nK19f3sccea9q0qW3iU1tqaurdu3ezsrLUDsROOTk5BQQEmLMOTvWUkZFx\n9+7de/fuqR2I/fL19a1Ro4baUdip+/fv37179+7du2oHYr88PT1r1qypdhR2SqfTKfmTl5en\ndiwViEOxxQUGBgYGBiqPix2NzcnJKUeH7dq127dvnw0isw/r16+/cuXKa6+91q5dO7VjsUeu\nrq4hISFqR2G/oqOj161b98gjj/Tv31/tWOxUhw4d1A7BfiUkJCxZsqRGjRqjRo1SOxY71ahR\nI7VDsF86nU7Zrbdv396BD8FR2BlnuNyJ/vELL7zwwgsvqBQRAABAGTgUCwAA4CAo7AAAABwE\nhR0AAICD4Bw7WOapp566e/du69at1Q4EVVKXLl1cXFwaNmyodiCokoKDg0ePHu3k5KR2IKiS\nnJycRo8eLYQICgpSO5YKJHFTVAAAAMfAoVgAAAAHQWEHAADgICjsAAAAHASFHQAAgIOgsAMA\nAHAQFHYAAAAOgnXsYK6srKwDBw4kJCT4+Pj06NGDpchgEfIH1iB/YKXqk0KsYweznD59esGC\nBVlZWcpTSZL69OkzceJEDw8PdQNDlUD+wBrkD6xUrVKIwg5lO3/+/KxZs4qKijp27BgWFlZU\nVPTdd9/Fx8c/8MADc+fOrV27ttoBwq6RP7AG+QMrVbcUorBDGYqKiiZMmJCcnDxgwIDJkydL\nkiSEyMzMnDx5cnp6up+fX1RUlGPfngXWIH9gDfIHVqqGKcTFEyhDTExMcnKyl5fX+PHjlY+E\nEKJWrVotW7Z0d3dPTU2NjIwsKChQN0jYLfIH1iB/YKVqmEIUdihDSkqKEKJRo0YuLi76RlmW\ntVrtwIEDAwICrl+/vnnzZvUChF0jf2AN8gdWqoYpRGGHMtSpU0cIcfXqVf1pp0KIDRs2JCUl\n+fv7jx07Vgixa9euoqIi1UKEHSN/YA3yB1aqhinEcicoQ6tWrRo1anT16tW5c+eOHj26Ro0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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p <- mobile_web_edit_counts_clean %>%\n", " filter(date >= '2019-08-07',\n", " date <= '2019-09-28', #remove last week due to incomplete data\n", " edit_type != 'mobile_web_edits',\n", " wiki == 'enwiki',\n", " user_edit_count != 'undefined') %>%\n", " mutate(date = floor_date(date, \"week\")) %>%\n", " filter(date != '2019-08-04') %>% #remove incomplete week\n", " group_by(date, edit_type) %>%\n", " summarise(total_mobile_edits = sum(edit_count, na.rm = TRUE)) %>%\n", " ggplot(aes(x= date, y= total_mobile_edits, fill = edit_type)) +\n", " geom_col() + \n", " geom_vline(xintercept = as.Date('2019-08-07'),\n", " linetype = \"dashed\", color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-08-07'), y=6E3, label=\"AMC deployed on all Wikipedias\"), size=4, vjust = -1.2, angle = 90, color = \"black\") +\n", " scale_y_continuous(\"Number of edits per week\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %d %Y\"), date_breaks = \"2 weeks\") +\n", " labs(title = \"Mobile web edits on English Wikipedia by edit mode\") +\n", " ggthemes::theme_tufte(base_size = 14, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_text(angle = 45, hjust = 1),\n", " panel.grid = element_line(\"gray70\"),\n", " legend.position=\"bottom\",\n", " legend.title=element_blank(),\n", " legend.text=element_text(size=14))\n", "\n", "p\n", "ggsave(\"Figures/mobile_web_edits_enwiki_amc_prop.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "AMC edits account for about 16.2% of all mobile web edits made on English Wikipedia by logged-in users since deployment on August 8, 2019. The proportion of mobile web edits made while in AMC mode increased from about 4.7% the first month of deployment to 25.6% of mobile web edits from logged-in users in September.\n" ] }, { "cell_type": "code", "execution_count": 2011, "metadata": {}, "outputs": [ { "data": { "image/png": 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LC8BZ4Hu6/v7tuOiBZGT13Tdi6PeFwHZR3cYwcAAADwjwChz6EeGw+Vnpve/HGu\nY6kP9NgBAAAA/E+4W1AjzeoIiR0AAABwqFol4ToEl4LEDgAAALihZFTd/3x++MWXr9ZkcR2L\ni0BiBwAAANzYlrc/W5Z3tPx8j7Tp026szJbl2Xb+s2bNYhhm1qxZtp0tEVWpxDafp00gsQMA\nAAAOyDTy97K/Yf/WMJrEgkPd/pxWo5JyG5UldhQkx6Y+eaH6FteBGIHEDgAAADjwWc6efHmp\nbsmsyLG+Qi+u4rHQ1gdJ026uLFNWjbr06k1xNtfh6OMxDMN1DNxQqVRXr1616/wrKipCQ0Pt\n14SFKisrZTJZYGCgh4cHt5Go1ery8nJnWCdVVVVSqdQZ1klJSUlQUJBAIOAwBoZhCgsLBQJB\nWFgYh2EQUW1tLftb5TaMmpoasVjs7+/v5cXZfzAKhUIsFgcFBXEVABEVFhYSUbNmzTiMgYiU\nSmV1dXVwcDC3YUil0qqqKh8fH19fX24jqays9PDw4PzYVVxcrFarmzVrxuPVc5g3KSMfX7W8\nXFOjLfHiuScFLA/iWbeGpVKpUqn09/evXxjW2i0/9ZHkZ4b+yZ2C+L5f+b7aShBGRCUlJSqV\nKjw8nM+3b69Z9+7dzTTRdMex4/P5zZs3t9/85XK5WCy2axMWUigUMpksKCgoICCA80iqq6ud\nYZ2oVCo2seM8h6ioqAgLCzP/EkN7U6vVbGLH+aapqqoqKyvjPIz8/Hw2sePwJKSmpkapVHK7\nKoqLizUaDeebQyqVymQyzsMoKSlhEzvOI5HL5YGBgZwfz8vLy9nErt7npeuLd+lmdUQ0O3Rs\np7BHrJ1PaWmpVCp1zHZJr7237s4ebVZHROWamldkX/4a815zUUhFRQWb2IlEIruGYT6ZbtKJ\nXUREhP3mL5FI7t+/b9cmLFRcXFxWVhYYGMj5mbdMJrt7964zrJPS0lIiCggI4DyYzMzMsLAw\nDnuGiEilUhGRQCDgfG3w+XyJRMJ5GNXV1UTk5+fHYSRubm4VFRXcrgr2mgbnm6OqqqqwsJDz\nMBQKBRH5+PhwHklhYaEzHM9v3bpFRPVOYsqUVV9lHNQtCRD6LO3wYqDI6g5R9gjmmO0SQRGf\nCl/7v4x1uoW5iuJnclediv9CKBQSUXh4OLfn6rjHDgAAABxqzd1EveHrFsZMrUdW53hzW07c\n+MgreoVZ0twRFxfUkIyTkPQgsQMAAADHKZCXbn7wi25JqFvA/7V40h5t7d69O11grcEAACAA\nSURBVDY2dvfu3Tac5ytRk9+OmaZXeF18Z6HqGxkpbNhQ/SCxAwAAAMepUUv7+HfULXm39Qw7\nPQxbXV2dnZ3N3l9hQ++3eWleS/1M9BaTu1t4xrYN1QMSOwAAAHCcdl5Rf/T87HT8lwMDuxFR\nlEf47MjxXAdltU/avzYrcqxuSV9e+2fUA7mKR6vpPjwBAAAAXBkQ0PVkr837S04TkTvfvo+R\n2gOPeF/GLaxUifcU/UFEk5sNm1U2uLaW+9vskNgBAAAAB3jEGxc6iOso6k/A4+/svEKmlgeK\nfL/puCT15GmuIyJCYgcAAABQPyKe8JeuH7jxhTyq50DNNofEDgAAAKCenO06MhI7AAAAcE2j\nR49OSUmJi4vjOhDHQWIHAAAArikyMjIyMpLrKBwKw50AAAAAuAgkdgAAAGBHBfJSDaPhOoqm\nAokdAAAA2AtDzPirCzufe+7noj8YYrgOx/UhsQMAAAB7+aXo+F9V6emSu5OuvdPvrxePlp/n\nOiIXh8QOAAAA7ELNaJbd2ab9mFZ1c+SlV+7I8jgMyeUhsQMAAAC7+KHgcLrkrm7JM82Gx3o6\n7jHV1NTUOXPmpKamOqxFziGxAwAAANtTMqqV2V/rlgh5gndjZjgyhoyMjK1bt2ZkZDiyUW4h\nsQMAAADb++rBvuyHr7rOiHziEe8oruJpIpDYAQAAgI3VahQf3Ptet8SD77YkZjpH4TQhSOwA\nAADAxj7N+flBbbFuyUst/93SI5yreJoOJHYAAABgS2K1bN39HbolPgLPhdFTuYqnSUFiBwAA\nALYk1yjGhz0q4v3vffQLoiaHuwVxGFLTgcQOAAAAbClY5L8lbmHWgJ9ntxgv4PEDhD6vt5rC\nSSS9e/des2ZN7969OWmdE8K6qwAAAABYqZVHsy1xC+e3fCpLmhso8uUkhi5dunTp0oWTprmC\nxA4AAADspZNP604+rbmOognBpVgAAAAAF4HEDgAAAMBFILEDAAAAcBFI7AAAAABcBBI7AAAA\ncE0ZGRlbt27NyMjgOhDHQWIHAAAADZJTW1StknAdhRGpqalz5sxJTU3lOhDHQWIHAAAADTI7\n/YPWqRPX3kuUaeRcx9LUIbEDAACA+kutvJpcllamrFqUtTn69IS19xLlGiXXQTVdSOwAAACg\n/hbf/lL7d7GiYlHW5rSqmxzG08QhsQMAAIB6OlR67nTFFd2S4cG9BwV24yoeQGIHAAAA9cEQ\nszx7m17hytgXOQkGWEjsAAAAoD5+LTn5V1W6bsn4sEF9/TtxFY+hyMjIYcOGRUZGch2I4wi5\nDgAAAAAaHw0xK+5+rVvC5/GXt57FVTxGjR49evTo0VxH4VDosQMAAACrHedfvyW9p1sypdmI\nrr5tOQoH/oHEDgAAAKyjIvVPwodG/RXxhMtjnau7rmlCYgcAAADWYYjGqHuEiAK0JS9E/ivW\nswndyua0kNgBAACAdUQkmKDum9V315q2cwOEPh58tyUx07kOCojw8AQAAADUj7fAc2H01FmR\nY89V3mjpEc51OECEHjsAAABoiGCR/79CE7iOwrjS0tKLFy+WlpZyHYjjILEDAAAA44oVFT8U\nHE4uS+M6kHpKSkrq1atXUlIS14E4Di7FAgAAwP+oGc2Vmr+Plp8/UJJ6ruqGhtGMCek/MrgP\n13GBRZDYAQAAABUpypPL0g6WpB4tP1+hrNGddLz8okwj9+S7cxUbWA6JHQAAQFM36do7Pxf9\nYWqqTCM/XXFlBDrtGgPcYwcAANDUtfFqYb5C473NrqlBYgcAANDUjQruZ2ZqpHuon9DbYcFA\nQ+BSLAAAgGtiiLlaczu57M/TFVeTuq0V8gSmavYL6OQv9KlSibUl7nzRgICuI4P7jgzp08Wn\njUPitT13d/fAwEB39yZ0dyASOwAAAJdSpqz6o/zi0fLzv5eefVBbzBb+WXVjQEBXU18R8YRD\ngnr+WnyytWfksOD4YUHxI4P7uEAv3dSpU6dOncp1FA6FxA4AAKDRUzOa89Xph0v/PFz254Xq\nW2pGo1fhcOmfZhI7IloVO/vDtvPqvNkOnBwSOwAAgEbvSFnamMuvmalwuOzP99rMMVOho09r\nWwcFHMDDEwAAAI3e4KAe5seZu1zzd7GiwmHxAFeQ2AEAADR6nnz3gYHdjE7i8/jxfnHvxEx3\nbETADVyKBQAAcGp/VaUnFhwaH/bo0KBeZqqNCu57RGe0uXC3oJHBfUaF9BseHB8iCrB/mOAU\nkNgBAAA4ozx5yZ6iP77J/+1qTRYRlSgrzSd2I0P6CLL43XzbDQuK/1doQn//znwerss1OUjs\nAAAAnEiNSvpL8fHvCw6drLis0Xm4dV/xKd1x5gx18I6pGJziK/Syf4yNRmJi4oIFCzZt2tR0\nBj1BYgcAAOAUjpdf3J5/4Nfik1J1reHUWo1id9GxXhRlZg7I6vTI5fKKigq5XM51II6DTloA\nAACn8FPR0R0FyUazOtYPBYcdGQ80RkjsAAAAnMLUiFGmJvF5/KFBvWZGjnVkPNAY4VIsAACA\nU0gI6BLrGXlHlqdb2N671eTwYc83HxPj2ZyILhde5ig6aByQ2AEAANgdQ8zpiquxXpGR7qGm\n6vCI91zEqBXZ24ko1C3gmWYjpkaM6uUX58AwodFDYgcAAGBHWdLcxILDiQWH7skKlrWeuTx2\nlpnKU5uPvim5Oy1i9KiQviIe/o8Gq+FHAwAAYHuVKvH+ktOJ+YeOlV9giGELvy84tCx2Jo94\npr4V6xn5c5fVjorR9U2ePHnIkCGhoSZ7SV0PEjsAAACbUTOa4xUXv88/9EvxccPnW+/K8s9W\nXk8I6MJJbE2Qr6+vr68v11E4lKMTuzt37hw5cuTkyZNSqXT//v16U0tKSrZt23b16lWGYbp1\n6/biiy+GhIRYMnXs2LF6c7t///7y5csnTJgwdiyeIQIAAAcZd+Wt30rPmKnwfcEhJHZgP44e\n7mTDhg0BAQEfffSR4aTa2tp33nknNjZ227Zt27dvj42NXbJkiXZQQfNT9dy6dWvp0qWzZs1C\nVgcAAI40LmygmalCnsDMMHUADefoHrvPP//c1KTk5OT27dtPmjSJ/Thp0qQHDx4cOXLkiSee\nqHOqrgsXLmzevHnRokVxcXiSCAAAHGpS+NAFGRtlGv1+hw7eMdOaj57e/PFwtyBOAoMmwokG\nKP7rr78ee+wx3ZLHHnssLS3NkqlaJ06c2L59+6pVq5DVAQCAzakZjYpRm6ngL/R5InSA9mOk\ne+hb0c/d6LfjZv+dC6OnIqsDe3OihydycnJiYmJ0S6Kjo3Nzcy2Zytq/f//Jkyc/+OCDgIAA\nw/lrNJqCggLtRx6PZ7SarchkMo1GI5VK7deEhVQqFRHJ5XLOg6mtrWUYhvMwyJnWCcMwMpmM\n2xjUajUbCedrQy6Xq9VqzsNQKpVEpFAoOIzEGVYFwzBExPnmqK2tdYZjqUKhyOWX/l5x7ffU\n86tavTgxZLCZypOChuwvOT0mqN8zocNHBPYW8gRkuzWpVqud5NhFRDKZjN1fOKRQKFQqFecr\nhIg0Gg0RyWQy9qBqP15e5t4IzGO3jeMZPu4wYcKEPXv2CAQCbYlarX7qqaf27t1b59SxY8cu\nWrTol19+Wb16tYeHh9EWq6urhwwZov0YGBi4YMEC2y4UAAC4nnxe+Qbh/kz+Py+EiNe0Xaqc\nZKa+mjRKntqDETkkOjDn4sWLSUlJ48eP79mzJ9ex2Mzo0aN10yE9TtRj10CdO3feu3fvxYsX\nExISjFYQCAS612d9fX39/f3tF49Go5FIJM7wlLVMJlMoFN7e3kIhx5vb2daJl5eXSMTxkbem\npsbb25vP5/KmCIZhqqur+Xw+55tGqVQqlUrzJ6MOUFtbK5fLPT093dzcuIpBpVLJ5XJvb2+u\nAiCi6upqIvLz8+MwBiJSq9UymczHx4erAOSkXC3fmsOUaEsu8e9o/ASBPG5CkkqlIpHIGY5d\nGo3Gz8+PxzM5Jp9jKBQKtVrt6elpdKpUKr1y5cqIESPs+j8+SywWq9VqX19fex/Sza9zJ0rs\nfHx8ampqdC+PVldXa/+nMT+ViHx9fZctW7Zs2TKlUjl48GDD+Xt7eycmJtoregMSieTChQsD\nB5p7PMoxrl69mpubGxcX16xZM24jkclkaWlpzrBOrl+/fv/+/fbt2zdv3pzbSE6cOBEfH89t\nKqNSqQ4fPuzu7s75pikqKnrw4AHnJ9aZmZlZWVmxsbHR0dFcxVBWVnb79u0+ffpwFQARHT58\nWK1Wc/6rqKqqunHjhqkzdgd4K+uznHsluiVq0tyNrh4bNZqTeC5fvhwREcH58fyPP/6QSqX9\n+vXjPMXMzc2trKzs3Lmz0amZmZlE1LZtWwf8kk+cOCEWi/v27evu7m7vtsxwoocnoqKi7t69\nq1ty7969li1bWjKV5evru2LFiqSkpKNHj9o7WgAAcHl/VaVvuP+jYflPhfhfBpyUEyV28fHx\nx48f1y05fvy49oTV/FQtX1/fVatWHThw4Pfff7drtAAA4NrkGuULN99TMxrdwni/uC/jFv7e\nfQNXUQGY50SJ3ciRI2/durV7926xWCwWi3fv3p2RkTF8+HBLpupic7vDhw8nJSU5dgkAAMB1\nrMzeni556EpRrKj5qfgv57QYHyji/l5hAKMcfY+d7qsgtH+zj8d6enquXr1627ZtM2fOJKKu\nXbu+99572kdczU/V4+fn9957773zzjsKhUI7pjEAAICFrtRkfXRvh24Jj3grA6d78Dl7pAbA\nEo5O7AzfD6srLCxs8eLF9ZhqOFs/P79PP/20HhECAAA0dw95utnwxIJD2pLxqj493NtyGBLU\nw4ABA7Zs2TJgwIC6q7oKJ3oqFgAAwEmEuQV+32nppPChc26tyZeXxoginlM8ynVQYLX27du3\nb9+e6ygcCokdAACAcf8KTbgW8MOCzI3jBH3d7qi4Dgegbk708AQAAICzCRb5/9BpeW8vvH8c\nGgckdgAAAAAuAokdAAAAgItAYgcAAADgIpDYAQAAgGu6du3a2rVrr127xnUgjoPEDgAAmjrN\nw+8NA5fx119/LVq06K+//uI6EMdBYgcAAE2ahtEMuThvUdZmuUbJdSwADYXEDgAAmrQNOT+e\nrLi89l5iz7Tp56tvcR0OQIMgsQMAgKYrS5q79PZX7N83xdn9/3px8e0vGGK4jQqg3pDYAQBA\nE6VhNDPT35dp5NoSFaMulJfziMdhVAANgcQOAACaqE9zfz5dcUW3JMI9ZH27l7mKB6DhkNgB\nAEBTdFeWv+T2Fr3Cze3fDBT5chIP2EP79u1nz57dvn17rgNxHCHXAQAAADgaQ8zs9DVitUy3\n8LmIUePDBnEVEtjDgAEDBgwYwHUUDoUeOwAAaHK+yN17tPy8bkmoW8CGdgu4igfAVpDYAQBA\n01KiqFx0e7Ne4ZdxC0PdAjiJB8CGkNgBAEDTEuoW8GPnlZHuodqSyc2G/TtsMHcRAdgMEjsA\nAGhyHg9JuNF/5+wW44koRBTwySOvcR0RgG3g4QkAAGiKAoQ+W+IWjg0doGY0YW6BXIcDYBtI\n7AAAoOl6PCSB6xDAjvLy8m7duhUXFxcZGcl1LA6CS7EAAADgmg4dOjR8+PBDhw5xHYjjILED\nAAAAcBFI7AAAAABcBBI7AAAAABdhXWJ36NChUaNGhYSECAQCngE7hQgAAFBvFcoauUbJdRQA\nDmLFU7E//vjjlClT7BcKAACAzc1Kfz9Dcv/rju/08e/IdSwAdmdFj92qVauIaMiQIdeuXZPL\n5YwBuwUJAABQHz8VpuwtPpEuudv//Ow5t9ZK1DKuIwKH8vPza926tZ+fH9eBOI4VPXZ37twh\nom3btsXExNgtHgAAANsoUVS+nLmB/VvDaLY+SDpZcelEr83N3IK5DQwcZtKkSZMmTeI6Coey\noscuIiKCiIKCguwWDAAAgM38X8ZHJYpK3ZJI97BwN/wvBq7MisRu5syZRJSSkmK3YAAAAGxj\nf8npn4v+0C3xFnh+1WERj/CoH7gyKy7FLl68+N69e3PnzlUqlSNHjkTXHQAAOKcyZdXs9DV6\nhevazW/t2VTeK9XY8fl89t59hmEEAoFGo9FO6tu377lz57gLzdnVkdgZHcTE1LOxeH4CAACc\nwcsZG4oU5bolgwN7zGkxnqt4wFpsRsHn8zdt2qSb1RFRWloaR0E1DhigGAAAXMrBkjM7C4/o\nlngJPL7q8DYuwjY6EyZMeO2119i/RSIR29mEXiTz6kjsDMc0McMxEQMAAJixInu7XskHbV5q\n49WCk2CgIX7//XdtdqFQKEJDQ62dg1wur6iokMvltg7NeaHHDgAAXMrRnp/MbjFe2z/Xz7/T\nvJZPchsS1E9tbS2b2LF9dZ6entbOITExMSgoKDEx0fbBOSsrEjsz7w3DK8UAAMBJ+At9tsQt\nPNRjY5RHuJfA47tOS/k89GI0Struuk6dOhFRTk4Op+E0DvitAwCACxoZ3Od6vx1JXde29WrJ\ndSxgtc6dO2v/5vF4165do//meehIMs+K4U5MkUqlROTu7t7wWQEAANiKn9B7eHBvrqOA+mAz\nOT24m98SDe2xq62t3bFjBxFFRmJwIAAAAAAu1d1jp9fnaaoLdPx4jA8EAOAiNIzmFu8Bw9OM\nYFQing2u7QBYS29cYl3oujOjoburUCiMiIiYMGHCqlWrbBIQAABwS6aRD7s4/yz/OvFp3ekD\nM5r/68UW41p5NOM6LmhCtG+eAGvVndhp1ywGBgQAaArW3P3+bOV19u8Ceenqu9+uuff96JB+\ncyInjA7pJ8ATpmB/2mTDzc1NoVAQkbu7OzscXfPmzS2fz9SpUydOnOjl5WWPIJ2TFfsnRiEG\nAHB5UnXt5ty9eoVqRnOw5MwTV95Ylf01J1GZIlHL0qpuch0F2ItAINCOLfzTTz8JBAIiys/P\nt3wO7u7ugYGBTer5Tpx4AQDA/3xfcKhUWWl0Eo94z0aMdHA85i2+/WXC+dmv//2JVF3LdSxg\ne7q370+ZMmXIkCEcBtNYILEDAIB/aBjNxzk/mZo6NKiXU40Jd7riyme5e9SMZsP9H7v9Oe10\nxRWuIwIb+/XXX7V/19bWHj16lMNgGgvrErtDhw6NGjUqJCREIBDwDNgpRAAAcIwiRbmfwFu3\nxF/oo/17TgsnGv1AppHPTH9fw/zz1GSWNHfwxf/7vfQst1GBrbBJBftUrPYWf9wPZgkrErsf\nf/xxzJgxycnJZWVlpp5ABgCAxivCPeSvPl+f7PXFuNBBPOIJSXC93w8ne33xTLPh0Z4R48IG\nmf/6hvs/fpa7p0oldkCoS25vyZLm6pZ08m49LCjeAU2DA2g0Gm0mt3HjRt1J9XhjbJNiRWLH\nDmgyZMiQa9euyeVyxoDdggQAAMcZFNgtqdvar9T/N081pqVH+KDAbjs7r8zsv8v8gHYyjfy9\nu9/Mz1gfeWrsrPT3L1Tfsl+E56pubMrZpVsi5Am+6bjEjS+yX6PAlQULFugmG+z7rsAUKxK7\nO3fuENG2bds6d+7s5uZmt5AAAIB7kRQ8TNNV+7HOnGlX4dEKZQ0RSdSy7XkH4tNm9Ep7YeuD\nJLFaZtvA5BrlrJvvq5mHLhwtjJ7aw+8R2zYELiApKalXr15JSUlcB+I4ViR2ERERRBQUFGS3\nYAAAoLHa8kD//86L1Rlzbq2NPPXEnFtrr9Zk2aqhpXe2pkvu6pa09261pPULtpo/cEX3fn3D\n+/jrd09/aWnpxYsXS0tL7ROyM7IisZs5cyYRpaSk2C0YAABolK7WZP1ZdcPopGqVZOuDpG5/\nTjtWfqHhDZ2vvrXh/o+6JQIe/7uOSz34uI4EQGTVK8UWL1587969uXPnKpXKkSNHousOAABY\nYW6Bb8dM+zrvYJGi3GiFCPeQQYHdGt7QkbI0vYuwr7V6prd/h4bPGTine7M+btyvNysSO6Hw\nn8pTpkwxWgGbAQCgaYpwD3m/zUvLW8/aV3J664OkY+UXGHrof4SZkU+Yf/bCQu/ETB8Y0G1m\n+urb0gdE9Ih31IrYFxs+WwCXgQGKAQDANtz4oqfCh6T0/CQzYdfC6KkhogC2nM/jz2z+hK1a\nGRTY7WrfxIXRU4U8wbYOiz35TehtUQB1svpdsWbYL0oAAGhE2nq1XNN2bu6gfd91WtrPv9OY\nkH7RnhHmv/LG358eLDmjd5nVFC+Bx5q2czMTdg0I6Fp3bWgkzD8wYerhCamCXy3HMDf/Y4OO\ncQAAaLzmZ6wfFhz/RMgAPs/G13A8+G7TIkZPixgt08jN17xak7X+/s7193dGeYS/GDluZuQT\nEe4hdc6/tWekjSKFRkmhph1nKTUrkmEorYxeeow8DR6hGT16dEpKSlxcHBcBcgOXYgEAmq6z\nldc/y90z/srCdmcmbcrZJbH1mHOsOq+Wfvngn1eC5tQWvXtna8vT44ZffPlASarejXrg2nSv\nAbZt25Yt5PF4np6enp6e2o46dlK5hNb+Rqf/JvZ64Y0HtOUEGV47jIyMHDZsWGRkEzoHsDqx\n27Vr14gRI0JCQkQiUWho6IgRI3bv3m2PyAAAHO+uLH9m8bppbptm56/Pk5dwHY7dbcz5if3j\njizvlcyPo0//u0xZ5eAYalTSHYXJuiVqRnO0/PzYK28+cmbyp4V7qkji4JCAc1lZWUTE4/E0\nGo1UKpVKpRqNhs3t2EniWsqreOgr13Lp4FUuYnUyViR2Go3m2Wefffrpp1NSUsrKylQqVWlp\naUpKyuTJk6dNm4Z77ACgsStWVDx6Ye6Z2hsVPHGK5MK4K2+pGDXXQdnRXVn+r8UndEt6+D0S\nLPJ3cBg7C4/UqIy/JCpLmvtuzraJstXsOy2gqWHfjGD0Y1QwTR+gXz/pEt144IC4nJoVid2W\nLVt27tzp5ub27rvvZmVlSaXS27dvL1261M3NLTExcevWrfaLEgDA3tSM5pnrS3Nri7QlF6sz\nPs/dw2FI9rYpZ7fhmHCOD6On3yPPNBvubvqVZd35sYEiX0eGBE6isLDQzMe+sdQ16qH6DENf\nnaSKpt3Da0Vit337diJas2bNypUr27Rp4+npGRsbu2LFijVr1minAgA0Uotvf/GHwasR3r2z\n1VUvyFarJN/kH9Qt6eTTekRwb8dH0ssvbmfnlYWP/r4lbmEH7xjDCuOF/RwfFTgDjUbD5/N9\nfX19fX35fL5Go//Q9KxBFOip0i2pqaXPj5HKoqerXZMViV16ejoRPfOM/vkcW3Lz5k0bhgUA\n4Eh7i098dG+HYXmNSvrG3586Ph4H2PIgqVr1UM/Ga62e4ZEVb+G0rQChz+wW46/3+yG5x8cT\nwh4V8gRseQu30H6CJvRII7AEgn9+AAzDiMVisVisveNLO4mIvN1pUtcyIf+hm8GyS2j3Xw6L\n1OnY7KlYq17KCwDgPP6W5sy4udroA5htvVpOb/6440OyNyWj+jT3Z92SMLfAZ5qN4CoeLT6P\nPyK4z96ua3IH7VvTdm60Z8S00FF87tJN4IpKpXJzM/L+Xzc3N5XqoS665n6KwVH5etWO3qSz\nt4mIUlNT58yZk5qaardInY4ViR07DMyuXbv0yn/66SftVACARqdKJfEWeOgVevLdV7f5z41+\nO0YG9+EkKrvaXXhM925CIprf8ikPvpH/R7nSzC14YfTU2wl75kc8yXUswA25XF5Ty1RJH3oV\nglxuZEzEzmHlCW31CxPPUkElZWRkbN26NSMjwxEROwcrErsZM2YQ0cKFC1euXJmdnV1bW5ud\nnb1y5cpFixYR0cyZM+0VIwCAPcX7xV3q+92jgd3Zj958j7Hq3keiPloc87yb6Tv6G7WPcx46\nRfcSePyn5QSugjFDwOPjjWFNVmBQsK8Hz9/rf2+bYP/QvRSrNS2BooIfKpEr6dOjpHTl59qN\nsyKxe+mllyZNmiSXy5ctWxYbG8s+PLFs2TK5XD5lypTZs2fbL0oAALsKdws62vPThdFTecR7\nL2jGi6rhLUShXAdlRz91WfVy1CRvgSf78fmIMdr3ugI4Ax/fgMqKcr1CNr0zfISCiEQCmjtE\n/80ThVV0NstuITorK14pxufzd+3aNW7cuK+//vry5ctVVVX+/v49evSYMWOG4RMVzk+lUrGP\ng9hv/rW1tdeuXbNfExYqLy8novv37xcXF3MbiVqtlsvlzrNOcnJySktLuY1ELpdnZGQIhVy+\n3I+9JVmpVHK+aWQymUQi4TCMKTSgZ1CrZmK/KqrKy8urrq7mKpLa2tqamhq7roqZNHRicJ/d\nkpO7ZSdHyboZtqVWq4mI81+FQqGQSqWchyEWi4mouLhYoVBwG0llZaVCoeD8eM6uh5s3b/L5\nNn6FFcPwzuY1k4j/GShbIBBof4p8Pt/wZykWixUKBVsyvJXfgaxo3btl75YSET148MABPyH2\nMnF6errRPkUb6tSpk5nVbvV/J1OmTJkyZUrDQnIKfD4/NNSOZ+RyubyiosKuTVhIIpFIJBI/\nP7+AAI7PyBUKRVlZmTOsE5lMJhaL/fz8AgMDuY2kuLg4KCjI3Z3Li01qtTo3N9fee4Qlqqqq\nVCoVt2GEUmh+fn5VVZWvry+HkdTU1NTW1to7gFAKfYdiFjHTBMbeEpuXl6fRaDj/VUil0pqa\nGs7DIKLy8nIvLy/OI2GPXZwfz4uKilQqVUhIiG2TmBq5YOelgJyKf3re+Hz+tC2qb2bxiEjg\nHdGlS5fLly8Tke5W4PF4UqmULQkNpQq15HS2t95slYIAB2y44uJipVIZHBwsEtn3Fg7zj6ty\n2U/ALT6frzektW1JJJL79+/btQkLFRcXl5WVBQYGNmvWjNtIZDLZ3bt3nWGdsB11AQEBnAeT\nmZkZFhbm5eXFYQzsI2YCgYDztcHn8yUSCedhsB11fn5+HEbi5uZWUVHB7aq4evUqGQz973hV\nVVWFhYWch8F2UPn4+HAeSWFhoTMcz2/dukVE4eHhNkxisoroi3NUpfMWUszroAAAIABJREFU\nEv8WHbV/d2gdqn0eVncrsIXakufDqVhKmQ+NZEwXHvj4BEb46j8iZWOZmZlEFB4ezu25uo17\nUAEAAACsdTKDPvr9oayOiCSFmd7/zZF4PLLkBio+n14aQgH/PVkOatm18+iF7mFdvzxOmqbx\n6lPrErtz585NmDAhJibGzc2NZ8BOIQIAAICrUqhp20n67oyR10Uolcpl4/730ehjE4b8PGnO\nY8TehBYSHd9r4pqQ6Phb+XTMjvfVOxErErtdu3YlJCQkJSXdu3dPqVTaLyYAADvJlOSUKxv0\nSMRvpWdMjWYMANYql9Da3/4ZTFgX21vEMEx4wD/38AkEAvZJL0s6kh5pRhN7PlTSJ5YGtbNF\nxE7PisRu+fLlDMOMHDnyxo0bCoWCMWC/KKGxO1VxRaHByQBwrFIl/teV13ulvXC55u96fD2n\ntmjC1YX/uvzGN/kHfyxMsXl4AE1NRgGt3Ed3Dd7GzOfTwSv/dM5pe+kM/zBvVBfqGf3P3J6M\npzmDyd01R6XUZ0Vil52dTURbt27t2LGjvZ/4AJdxrPzCoxdeevTCS9/k/8Z1LNCkMcRMu7Hi\ntvTBXVl+wl+zv7XmB8kQs/ZeYoezzyQVn2JLXs/8pEoltk+kAK6PITp4ldYdomqZ/iR/L1o4\nhsZ0ocuXL+t1zvF4PMt7kXhEMwZSXHNa/C8a08UmUTcOViR2kZGRROTv72+3YMClHC77M+H8\n7GEX55+quEJEa+59r2RUdX4LwE5WZ397oOSf90XKNPIXbr4399ZHFn6XR7wL1RkS9f/+CypU\nlL17e6vto7Sb3NoimcbIu5gAHK9WSZuP0d4LRp5maBtOy8ZR23Aiom7dumk0Gt0Lgxb21Wl5\nutGbo6k190PlOJQVid3UqVOJKDk52W7BgIs4Wn6+71+zRl969WzldW3hPVnBjqIjHEYFTdnR\n8vPLs7fpFYa5WTGK4cZ2C3z++54G1uYHv9Tvki4nZqV/EHVq/KKszXlyg+teAA5UWEXv7aeL\n94xMerQ9vTnmfw+0enh4GD6m6eFh5zFLGj8rErslS5aMHz/+//7v/3bu3FlWVma/mKCRYojZ\nV3KqV9oLwy++nFZ107DCRw92qsm68y2AhrsnK3j62rtq5qHf3qjgvktbz7B8Ji08wpbFPvRG\nbDWjeenWhxqmEfykb4izU8r+KlVWrr2XGJs6cVb6+3dkeVwHBU3RtVxauY/yK/XL3QQ0cxA9\nn0DC/2YlQqGQfZGDHrlcbtWrejIyMrZu3ZqRkVHPiBshKxI7kUj05ptvCgSCZ599NiQkBMOd\ngJ6P7+8af2XhxWqT+08bj8hqkpqaCmAPtRrFk9cWlymrdAtjPJvv6LyCb+x1C2YsiJrcyae1\nbkla1c1tefttEKWdbcz5UfsYr1yj3J53oEiu/xZOAAcI8iHDe+SCvGnh45TQ9qFC9tVhRMTj\n8Tw9PT09PbVphnaSJVJTU+fMmZOamlrvmBsdK45rBw4cePTRR4uKiuwXDTRq05qP9hUaf4PC\nsKD4P3tv29dpbSD5ODgqaOLmZazTO9nw4Lv93GV1kMjP2lmJeMIv4t7i0UMnsW/f/qJEYdD/\n4EyKFRU7Cx66CyLeL65/QGeu4oGmrEUgTR/wUEn7CFo6jmJM3AbH4/E0Go1UKpVKpRqNBl1I\nlrDuUqxKpcJwJ2BKsMj/pRb/1i3hEW982KCLfb5N6flJH/+Opr6oZFRTb6w4UpZm/xihadmW\nt3973gG9wi/i3urp175+MxwQ0HVa89G6JeXK6oVZn9czPof4LHdPreah99a/Gf0cV8EA9Iml\n4R2JiHhEY7rSG6PJz9NkZb0XuNn8fW7XH9AJl7tIa0Vi9/fffxOGOwGzXm81xUvgQUR8Hv/J\n8CGX+373a9e1PfweMfMVJaOafG3JDwWHx19ZeLT8vKMihSahr3+ntl4tdUvmtBg/vfnjDZnn\nh23nBYp8tR9FPGGIm7/Tjlcs08i/yN2rWxLj2fzfYYM5CgeAiGhyb+oaRXOH0pO9iG+2D66w\nsNDMx4ZgGNp3iT4+QjvOUZZrXYm0IrFjXzmM4U7AjDC3wLktJj7dbPjVvok/d1nd1bet+foK\njfKpq+/8WnySiGQa+bgrbx0vv+iQSKFJ6OTT+nyfr8eFDmI/9vbvsOmR1xo4zzC3wPfbvMT+\nPTCw26W+333Ydp7e9Vnn8X3+oVLlQ1eKF0RNElh5cyGAbfH5tGD4P6MHm9KqVSsi0mg0fD7f\n19fX19eXz+ezw520bVvH/yx1Esvp4yO07zIxDKk19PkxqnSh27+t2L1feOEFwnAnTZVCo9zy\nIKnj2SlFijruuf6o3bwfO6/Uu8fclKevv7uv5JT2o1Rd+8SVN09WXG5QrAA6/IU+v3Zbs7rN\nf5q5Be/p8r473wZXG2ZHjns8JOHbju+e7LXZwp86JzSMZmPOj7olAUKfGc2f4CoeAMvdv3+f\n/YNhGLFYLBaLtXd8ZWVlNfDBzU1H6PqD/32sltHWE2TlGHnOy4rEbvHixdOnT8dwJ01NrUbx\nee6eNmee+s+ttemSu+vv77ThzJ+NGCnkCXRLJGrZ45dfP11xxYatQBPHI97imOczE3a19Ai3\nyQz5PP7B7uuebz7GaTvqWL+XnsuU5OiWvNhinKknnABsJauIqpymAywyMnLYsGHsGxa0Jvcm\nwcPpT0YB7XWVy0XWDXfy7bfflpaWYriTJkKmkW/K2RWbOnFexvrc2n/uQfgid6/elZ2GmBj2\n2M7OKw1zuzGXXztTec1WrQAQkZ/Qm+sQHK1KJQ53C9J+FPGE81s+xWE80BSczKCPfqfPjpGq\nYR1ghg9ommJ+PqNHj05JSRk9+qFnntqE06Te+jUPXTM+bHKjgzstwAiJWrYpZ1eb1Cdfyfw4\nX16qO0mslm28/5MN23oqfMiPBrmdWC0beemVU+i3A2iAZyNG5gxM+q7TUvZ68aRmQ23VZwlg\nSKmmb07Td2dIpaE7xbTLucc5GN6R+rV5qIQh+uY0FVdzFJDtWJHYNTBrhsbi67yDMan/Nkzp\ntL7K2yfXKG3Y4pPhQ77rtFTvhm6JWjb2yps27B0EaILc+KJpEaOv9fvhUI+Ni2Oe5zoccFnl\nElrzG53WecfesfSHPjqhaf2pecBDJVIFfXaMFI38rebosQMjTA246s4XzW4x/nLf721yB7qu\nKc1G7Oi0Qje34xHv/Tb/CREFmPkWAFiCR7xRwX07eMdwHQi4ppt5tPxXumvwFuKf/iSJkbeC\nmaR7W5fh7V42v/XLXUQvDSH3h99P9qCcdpyzyew5g8QO9E1tPirGs7leobfA8/VWU+4PTNoS\ntzDS3cQY4Q0zudmw7R3eYd/yxOfxv+rw9tyWE+3RELik3UXH8Hp7AAdjiH6/RhuTSWyQwPl6\n0Pzh5O3ORVgWiwyk6QP1C0//7ex9jeYhsQN9Ip7w7Zhp2o++Qq9F0dPuDti7rt183Rux7eH5\n5mO+intbyBNs77B4ZiQGZQBLna648tz15T3/nH6i4hLXsVCpsnJTzi6uowCwOxUj3HpSsOc8\naQxuxWoTTismUHsr3xOhe1uXw2796tOahnTQL/zhLN0zfi9SI4DEDox4PmJMlEe4v9BnSesX\n7g7Y+0Hbl0LdHHRJdEbkvzISdjXw3QDQpBTISydff1fJqIoU5cMvvrz+/k6u3gOhYTRf5e1r\nf+bpVzI/ZofdBnBV1UqvE+UJl+4bySIebU9vjaGAho2rw+ebzE/MTDJUU1OTnZ1dU1Njps4z\nfajtw48VKdX0+TEj3ZCNAhK7JqdYUfFN/kHzddz4oj1dP7g7YO+q2NnBIke/ayTWM7LuSgBE\nRKRkVJOuLSn474M+Kkb9xt+fzs9Y7/hILtf8nXB+zuz0NWXKKiJ6JXOjRC1zfBgA9qDWUHE1\n3cyjkxm05zx98Qcdyo+vVvnqVRMJaOYgej6BhA1OLhiGMZrA8fl8q3rsdu3aFRsbu2uXuU50\nAZ9mDyYfj4cKy8T09SlnfVegWcK6q4CrKJCXfnR/x5YHSTK1vJtvu+6+7cxUjveLc1hgAPX2\nxt+fplZe1S0R8YRTmo10fCTL7nz1Z9UN7cec2qKV2V+vbft/jo8EwIYkclqeRBUSw+utAr3P\nwT40bxi1CrZZ02xup9F5I4S1WZ3lgn1ozmDakEy6s7+SQ4eu0piu9mjQjtBj1yRU8iSrCxNj\nU5/ceP8nqbqWIea97G+4DgqgoX4qTPkkZ7de4YZHFvQP6Oz4YD5t/7qX4KFT/g33f7wmvu34\nSAAsoVBRXgVdyaEysblqXu5UIzNyF52ejpG0bLwtszq2u063306b1dnphQgdI2lcd/3CvRcp\no8AerdmRFT127KrEeHWNiEQtO1Fx6evqpANu55Qlat1JvxafvC6+09knlqvYGuLDez88ETog\nzjua60CASzfE2bPSP9ArfDZi5LyWT3ISTyuPZouipy6985W2RMWoX87YcLzX5w5781ha1c3t\neQdebfU09g7QJZFTSY3Ov2oqqaFS8T+9U88n0KPtTX6XRxTsSwWmRxTlEQ3tSE/3JmvufKub\nWq1mMzmGYQQCgfaZCR6Pp7HbW12f6EZ3ih96jayGoS+P07LxFNh4XsVnRWIXGhpaUlJSU1Pj\n66t/WR2c0Pt3v1uRvV1hYiRhhphV2V/v7rL6/9m777im7vUP4J9zMtiIDAVUFBDFiQO0WieK\nrW3dFiutbW/r+Hnbanu7rHVv7m1rvb21AzucVdzW1k2ptlrFUUdBBUFkKMiQFcg65/dHbAwh\nJDmQkADP+4++km/OOXlM0vDkO55vA0dVfx+mfbkqY+PazO2/hH8e6tLe1uEQ2yhRlU+8PE9v\nEltP145fd5lnq5AAvNdh2pa7R27KHm3P+mvxpS13D0/zG23kLAv6KHPbrryEDTkHRnsPeLv9\n1EjP8IZ53ibv+l0c+cs7vWBoYqmD+w1IxRCzcHGAiIWDBC5STI4wdrpCDaUKDmKI9UcvLUw3\ngSv4+0ZhOdRGE6H7xtYVAIBP7YmdkxSvDEbfDnWL1wSO4zS5nTaTs2pWB4BhMGMYlu6r1otZ\nWokvE/DeU/rby9otAYnd5MmTv/jii6NHj06aRNXFGoEAx9a1ZXUA2jq2GtqyRqez3ZuXuj72\n9mYA9xSFIy68/kv4552cA2wdFLGBOdc/SZVl6bZ4iF13h63WGwxtYA6s5H+hb4+6OFe38d2b\n/xvjM9hD7GrtZ8+ozN2bnwiAB/9zwemfC07/s92kz0PfsfbzNmEyBU6n4pfrmrTGBQAqUVRj\nSYyLg4nE7o80fP/bw9vOUohFcBA/zPMe3ZVAzD68KxXDUQIxCycpJCI4SkzUDdlyBml5uF+G\nSkVd/pnmJHZaYhG8XeHjBkVpjgP/4IUnO3u7W3Gyvja3g/WzOg1XB/wzEqt/gkpnlMvLFWqu\nKSZ2H330UX5+/qxZs4qLi0ePHu3n5ydoyTFpYCO9IhgwNes+tHf0fT9w2iv+Yyy+e4S1vXvz\nfx9lbtXezZUXRJ5/PTF8fUfntjaMitjE0uAZ1yrSL5be0NxlwGzqvtjinwSeh9DJPFFe/aJb\nj4jPO6FtyVMUfZj2ZQMkWOvuxKv5an/2xvrUKL1KzJNxH4nXcTbdrN2lpKb+kOpeRCY893J1\nwH9fMHZAXgnuFAq+rJbJxO6xYHTwho8bfNzg4fJwYkFCwg2ZTNbCydgiPKGMT57jeV57gFVn\nhQX6YGp/bD4NAGIWz/U3UOjOnglI7FxcXDQ3ZsyYYfAAmn7XANQ8l1SafKzw3LGipE3dFnVw\nqvV3nK/Uq4drsO7c7UAn//mBL73oN1ra2FI6jZYS/TkAOfL7wy+8lhi+niqkNDcdnPx+j/j6\nnyn/0dTumR/40hifQZZ9ijsPHOMu4PUR8BNYw/GTznMPFZ4pU8m0LX+UXJNzSqv+lHqgKv82\n90fdlu6uQaO8+lnvGZskuQpnbyHxurDitA6m/pDK67f3qMnE0bt+06PKq0wcENwKwa3q9RQ2\nNH369OnTpws9a3gXpOXj5j3MjkSQVfZasiIqd9I4pFfmHCtMOlZ4LqH4fLHy4c+rY0XnZrQZ\nZ+SsUV79r5SnuTCO3dUBL7Z/ekbniRKmEb/j8wNfUvNq3cnpALKr8iPPv5YYvr7mNmikaXNk\npd92+7B/i24/Ffy+LNjwr8264XikVHS6cdGX4/FVIhaMETY1qo2Dz9KgGf+6uQ6Au9hlafCM\n19tNFjPWnV0Vl71fN5UE8FbA1AZbtNEE5BQj8TpOp9VlNFNQj10dOJj6ReBjXmInYuHlCm9X\n+LjDxxU+7g8HVV1tOX+hGrvqHnrxcShVdvTimE/An3m7esWbA5m66kjh2WOF544Wnr1VmVPz\ngGOFJhK7mW3HjWs12DmTy83KCfcIb9RZncbCoFfUPLc0/RvdxjtVecPPv5YYvt5I/yVpqma1\nHT+r7XgLXrCoAtuvBWSVO2nu3ilEfBJiHhN2kTcCnt149+cuLh0+7jTH38HbguEZpORVn2Xt\n1G1pLfV83s8GxfwaqQu38fkJE8ewDFpL84Jbi9w9vKuUUHGoVECphkJlOq+qb4+dqR8FNQNw\nd6qRwLnD09nCC1ebNs08yMaocUbdPBQoSyZeNrbE70TReTXPiZha/08NcW4X4tzucubl2g5o\njJYET1eD06vDl1l1L/LC6+f6f+MtaaCtz0hTdacQ2SVOui0n/kI3f4QJWaUjZkS/RXzlKnIy\nfagl7MxLyKrK0215rd2kRjeJ1oa6tYGjBFW1LDZr4YwhndHRNSfz5qWO7TqGhgrO1CO7oGc7\nyJVQcZDJoeSgUEGuhFKNSiWUKijVqFI+/K9CBaUalQqouIchmeyxa+eJkd0ezoHzdoOPq+lT\nSBNGiZ39CnBs3dkl4EbFndoOKFKWXii93q9Fo5rVaQnLg2eqefXqjE26jWN8BjX87mcWdKPi\nTieXdjR2ZnO9AtDbr/ji3ZbaFh749hSWThC292WDZXUAPsn8QfeuE+swu93EBnv2JsBRgseC\nkXi9WiMDdPHHsFD0bg8Ri8zMune7tXJHK/c6nqtQmS4O7NtCcKeyfdItl2tyIUUDxdQICeuW\nLS0tnTdvXkhIiFQq1b7oAwcOZBjm6tWrVgivKStSlt6p/iO7plGe/Q22ixnRII+wpcEzfB0s\nV+e7UVnVcfZ7HR6tE3ur/XOfdn7TPrMiJa/KMvVG36nKG5A0/cmLb+UpihomqmaOB3JrL7g6\nPPB+C3GpbktZFeJ+hX3+KTn94OqF0mopyYv+o6nrWqjhOnsoujjgie5YORnvjEZ4oI2LXGhK\nnxBiPgEf2JKSkgEDBsTGxqalpSmVj/qsX375ZQBbtmyxeHBNj5rnLpRej729OerCHN9fn/4w\n7Uvjx4/0qlYcKcipzcy24+N7rrw/7PCpiC8XBb0S4NjamvHatdiQ1z4IfBHAv9pP/aTTXDvM\n6tJk2UtubQj+bfLz15YYOYzjuZeuLStWlh0tPNvjzPM/F5xuqACbqQo5PjuG5QdqrbkqZvl+\nLS5KRNXyuJRc/HylIcITaoBH92N9//uMz+Oa/wUYMHMDptg6KDvCA8lmvHftPB+u/Zw+FJ9M\nxZT+8G3EAwCNlXZ7Ce3t2tg2To1b+Xb6Y0/AUOyKFSuSk5MjIiJ27NgRFBSkbR82bBiAw4cP\nx8bGWjy+puF6ReaxonNHC88mFl0s16mVf6zwHA/eSEYyvGXf1lLPIS17RXn1i/LsR4sD9Kzq\nOHtgi57P+Dxu60CqkXPKvfmJcTkHfim6oKkjmFWVl1yR0dUl0ODxq7I2JRZf1Ny+r3jwzKV3\n3m4fs7LjrEZalcay1Dw398YncwKiLVWJOv0+vkh4WFZ+fQIWjjW8pNFNXP5kp6IfU6r1iO+9\niFA/u6v7wIAZ6Rkx0jPiUtnNTzJ/kKmraD8xjXI5fr+JxOvIKwXLoH8QvIxWiX7nSZqa1gRt\n3rx57ty569atmzZtmqWuyfPYfwk//omxvQ1sL2tzAhK7PXv2AFi3bl1gYLW/TwEBAQDS0miv\nawMWpH216e6h2kbi8hRFV8rSwtxCajvdTex8d+hBO+yLsh92ldWlVNzekHNgU+6hAqV+X9CG\nnAOfdJpb85QrXMa/s7fqtvDgP8rc+mvxxR96Lqf6fItvxX2etXvz3cMbuy0a32pIPa/263Vs\nPQPV30V8c4qx9Qz+UUsR397+ZfkKr7O3HrVwHL5IwNIJcHGoZyBW0dut0+bui2vWJG+Gbhfg\n1xs4k/aozgjH4+QNTOhr7CzK6pokuVxeXFwsl8stdcFyOeISH+4ne+ASgnzQw85q5AsYis3K\nygLQq1cvVJ/VqFAoAKhU9VvP3UTdVz4wPr/qWNE541egrK5RuFh6Y8j52V1PT/0k84eaWR2A\nTbmHqjgDBbICWd+nPQfWbE8qTenzx0tb7x6xfKyNx4H7p1ZlbARQqqqYeHne/LQv9HZWMJ9M\ngf8dx8bfH2V1Gqdu4o9btZwDTBsI7+p9PEUVD+vR19PvD6w1rNucvzGqlEi8jsV7sWw/fr2u\nXz3u5E0TW6YSe8AwDMMwLMtKpVJbx2JATjGW7H2Y1QHgecT9Wm1jWXsgILHT7Dwhk8n02jV9\ndf7+VB7WgChPozsIAmceXGuYSIhVtZC4Gv9TXcnJ/yy7WbPdDU4/hC5d3+VdJ1a/F6hUVfHC\ntSUv/7W8krPYb81GJFWW9eK1Zdr+Jx786oxNKzO+r8OlMguxbD8uZhp4qKs/utb+1eUsxexI\n/bnz59JxysA7aa40WfaTF98clDTrcOEfdb8Kqe7uA+xKwrs7sOl3ZNWyAKlEhkuGPgPEDvE8\nr1QqtUmem1v99tawnJYu+uXKy6uwPqHaxrI2JyCxCw8PB5CYmIjqPXZffvklgCFD6jtK0iSN\n8IyoWWfOgZVEeoavDpl9vv93O3uutElgzcfB+78b7EKzrGCnNpEtDQ/z9HIL+Tz0ndwhPz7W\nonttp89uO/Fs/28MTsK7JctpApWlhapQV066/EGJqtoP4U7OAXMDooVe6kQyVv6I/FL9dpbF\n5HC8PRruRsuSBPoYmEOz7UytCy+MqOIUS25t6HHm+SOFZwG8nvKRwU5cYj6lGqfTsPJHfLgb\nP19BRe2/gFgWfTuYmGNH7AHLsnqFTnieLy8v1yZ5PXv2tFVsAJyl+GekfsnojPvYbmLsrUEJ\n+IMxZ86c48ePv/XWW61bt9a87unp6V988UVcXJxIJJo718D8IdJS4hbu3uVsyV8AursGadZA\nDG3Z21nUCLcpaYS23j3y0l/LergGH+/7mbWr3M1oO+54UZL2rpvY+bnWUTPajotw72LkLK0e\nrsFJ/b996+a6r7P3aRtbSty29lhq7d2o7NDM5DVXy6sNkbqInHaHrW4hFvCXuVKJ708hKcPA\nQy2dMWs4OvmadZ2nw5Cci+t3H7XIVXXZauz/UmI35v6svXurMmdNxqYlwYJ3sWwYtwuQ9KCH\nQs3mnYKLFM4OcJbCxQG+LdDB6ltpmHavBL9ex2+pxpI5jZYuGNoZQzoLK0NIbEWtftj3tW/f\nvkmTJumtgeV5/urVqwzD2HBhbIAXnh+I705Va0xIRke7WVYlILEbM2bMBx98sHr16sGDH042\nDg4OBsAwzNq1a/v06WOVABu/dzs8X66qjPLq1wA7CxFdm+8e+sdfK9Q892dZatSFOcf7fuYp\nqWOR0FJVxZXytEEeYUaOGe8zpJW0Zb6iOMK9y4y246b6jhJaotZZ5PhVl/ejPCNmJK9+oCoH\nENf1g2ZY0eazrJ3b7h3Va4zr+kF31yCDxxt0pxDrEwx01AHo1gYzh8HN7N9WDIMZw7B4b7W9\n0uuw1di8Di/+cO+YgntUKyr29uYX/J7s6GxnU6+B63ex9giU6jYAcqqPOw/qhFdqWW6icfIG\niirg4gBn6cNc0NkBLlI4Sy2wOkHN4VImEq8jJdfEIhGGQfc2GBaKsACwzXfaYSM2fvx4bZK3\nbt26t956y06qnAAY3AlpefpTMjb+hif8XMSw/YQ7YUM8q1atGj58+Oeff37mzJmioiIPD48B\nAwa88847NA5rxKRWw20dQnP0fe5Pryav4v6ea3+p7Oaoi3OP9flvS4mwuRpnS/6Ky9m/495x\nESPKHfKjka5WKSv5qsu8Dk5+vWpf5myOya0jI1p0jbm6qIdrcDP88FxWpb994796jXMDpkz1\njTL/IonX8cMfUNaY9cIyGNcHz4TBaE17A1o645XB+OxYtWRC6FZjoS7t324/VXfHlCpO8fr1\njw73+VRYNFaWV4rPTxh49TRcTM1oP52Gm/cMPyRiqyd80r9zPodHLa3cax0wVaoxf5fpiepu\njhjcCUNDTW/hSuycWCzmOK6e+dz48eN79+7dvn17S0Wl8fxAZBbiTuGjFrkKv+Z1G+pRWPtJ\nDUTw3J2oqKioKAHfsITYRELRBa76CsoLpdefuDj3aN//epgxnPdAVb7l7uG47P1Xyh/V8YnP\nO/Gy/9NGzqp/PQ6N9o6+v4Z/oeLtaTpuQ/m4YpeSr7aacZBH2H86vW7m6XIlNv5ueKGruxNm\nDEW3uhaQ6RWAyK44kfyohQe+OYVlQrYaWxD4jx/uHbtd+WhY90jh2V15CZNbRwoK5lLZzd5u\nnQSdYqZKJf533Nj4pslSL0bOVXMorURpZa0HAIjqhqm19INKROjgbSyx6+CNoZ0xIER/ChRp\nRIwncwzD+Pn55eTkmH9Bb29vb2/LD5dJRXhjJJbuQ7nOB75E4ZxU0utJiz+ZQDbdKoUQq/mu\n24IX/PT//0oqTRlx4fViZZmREy+UXp+VEtv25Ng3rn+sm9UBiMvZb/lAayFmRI6sPa72t7b/\nuv9zpM5a8tZSzx09V5i5fCS7GEv3G87quvhj2YS6Z3Ua0f3QzrNaS7nArcacRY6fdn5Tr/Gt\nm+t065abdK08ve8fL/f648Wvs/dZdvkFx2H9CeQUGzvGydSnsrLQXo5sAAAgAElEQVR+ETkb\nTRyHG5qw6iTFiK5YPhGLxmFoKGV1jZtardbL6hiGadWqlWayHcdxgrI6q/JyxStD9MsL3ZX7\n/nLdxh9BYYkdz/Pbtm2Liory9vaWSCTe3t5RUVE//PCD6TMJaVgihv2u24IpviP12i+W3nj6\n0r/KOQN/RzMqc7uenhp+9h9fZ++rMPSH9vSDq9fK060Sbp1svntoV16CraOwMA/G9VCfte+0\nf54BI2HEu8JWmTk59dRNrNiPeyX67QyDcb3x9pMmVr+aQyLC/w3X36nCQQy5kCKe43yGjPEZ\npNuSXZW/5NYG86+w9s4PPPjLZamzUmI7/jY59vbmOpf307PtLP6q8Uezsy8CfdDaHa6OYFkz\neuzql9gZH+rt4l9tp68O3nh5ED6ZiucHoE3Lej0vsTdisVibzOXlmdhu21Z6BWB0janXP18V\nVyoNHd1QBAzFKhSK6Ojo/fsfdVoUFhYeP378+PHjO3bsiI+Pt89ygqTZEjOiLd2XqHlOL/s5\nU3Ltn9L/zsdEvePbObbWq6+hx0fqcasyW9AUfutJqbj9fyn/lqmrZrYd/2nnN2uWwWu8xIzo\nP51e79+ia4GyxPiCFa0zafqL1DTcnTBzmLFKdUL5eSDmMXz/GwCIRYiOwIhugisC/7fzv04U\nnZepH63F+Cp77/zAl8xZ3JOnKNItW50jv78v/+T7HSywV1JCMhKS9Rs7udx6/+lg3Rbj3ZM8\nj3aeqJBDJodMUetEPSOM99gxwNBQ7L2A/kEYFopAH8HXJ42FSqXS1N9gGMbd3f3BA6tXraqb\niX2Qnv9o1by7uOxfTzg4SWyZDglI7NasWbN//35HR8f58+fHxMT4+/vn5uZu3bp11apV+/fv\nj42NXbhwofUCJaQOxIxoe4/lLzCi7feO6bY7M4416wuKGdE//J+pWQKXATPQo8eLfqOn+Y+2\nk/xJziljri7SZAZfZ+87WXxpe4/lRvama4wETTuLCMLxZGTcr9bY2Rezhlu+yMWQzvgrB9nF\nmDUMAV6mj6+pg5Pf/MCXFqR9pbk73LPv56HvmLlk+39Zu+Rctd6At9tPrUsQ1f2Vg21n9Rv9\nHfN7uN0AqiV2xtedMAzmP/PorkL9MMPTpHoVCsgUkMlRIYdM8Xe74uFDciVgxuKMoZ0xuBO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Tz6edfHfBDj4eMPW9ERAQMGnSpICAgAYI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\nsmWLi4vLwYMHExIS/P39nfASm9ngpeH6mpeXV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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot of overall mobile web edit rate by user edit count\n", "\n", "p <- mobile_web_edit_counts_clean %>%\n", " filter(edit_type == 'mobile_web_edits',\n", " wiki == 'enwiki',\n", " user_edit_count != 'undefined') %>% ### remove undefined user edit counts\n", " mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date, user_edit_count) %>%\n", " summarise(total_mobile_edits = sum(edit_count, na.rm = TRUE))%>%\n", " ggplot(aes(x=date, y = total_mobile_edits, color = user_edit_count, linetype = user_edit_count)) + \n", " geom_line(size = 1.5)+\n", " scale_y_continuous(\"Number of edits per month\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %Y\"), date_breaks = \"2 months\", limits = c()) +\n", " labs(title = \"Mobile web edits by user edit count on English Wikipedia\") +\n", "geom_vline(xintercept = as.numeric(as.Date(c(\"2019-08-08\"))),\n", " linetype = \"dashed\", color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-08-08'), y=7E4, label=\"AMC deployed on all Wikipedias\"), size=3.7, vjust = -1.2, angle = 90, color = \"black\") +\n", " ggthemes::theme_tufte(base_size = 12, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_text(angle = 45, hjust = 1),\n", " plot.title = element_text(hjust = 0.5),\n", " panel.grid = element_line(\"gray70\"),\n", " legend.position=\"bottom\")\n", "\n", "ggsave(\"Figures/mobile_web_edits_enwiki_byeditcount.png\", p , width = 18, height = 9, units = \"in\", dpi = 150)\n", "\n", "p" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Proportion of mobile web edits tagged with AMC on English Wikipedia by editor experience" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Since deployment through September 2019**" ] }, { "cell_type": "code", "execution_count": 1782, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 3 × 4
user_edit_countmobile_web_editsamc_editsprop
<chr><dbl><dbl><dbl>
100-499 631261187618.813167
500+ 2090135207524.914718
under 100151085 4643 3.073105
\n" ], "text/latex": [ "A tibble: 3 × 4\n", "\\begin{tabular}{r|llll}\n", " user\\_edit\\_count & mobile\\_web\\_edits & amc\\_edits & prop\\\\\n", " & & & \\\\\n", "\\hline\n", "\t 100-499 & 63126 & 11876 & 18.813167\\\\\n", "\t 500+ & 209013 & 52075 & 24.914718\\\\\n", "\t under 100 & 151085 & 4643 & 3.073105\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 3 × 4\n", "\n", "| user_edit_count <chr> | mobile_web_edits <dbl> | amc_edits <dbl> | prop <dbl> |\n", "|---|---|---|---|\n", "| 100-499 | 63126 | 11876 | 18.813167 |\n", "| 500+ | 209013 | 52075 | 24.914718 |\n", "| under 100 | 151085 | 4643 | 3.073105 |\n", "\n" ], "text/plain": [ " user_edit_count mobile_web_edits amc_edits prop \n", "1 100-499 63126 11876 18.813167\n", "2 500+ 209013 52075 24.914718\n", "3 under 100 151085 4643 3.073105" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "amc_edits_prop_enwiki_byeditcount <- mobile_web_edit_counts %>%\n", " filter(date >= \"2019-08-07\", #deployment date across all wikis\n", " wiki == 'enwiki',\n", " user_edit_count != 'undefined') %>% \n", " group_by(user_edit_count) %>% \n", " summarise(mobile_web_edits = sum(mobile_web_edits),\n", " amc_edits = sum(amc_edits)) %>%\n", " mutate(prop = amc_edits/mobile_web_edits *100)\n", "\n", "amc_edits_prop_enwiki_byeditcount" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similar to the trends seen across all Wikipedia projects, the highest proportion of AMC edits are made by high volume editors on English Wikipedia. From August 7, 2019 (deployment date on all wikis) to the end of September 2019, 24.9% of all logged-in mobile web edits by high volume editors (500+) were made while in AMC. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mobile web edit rate on target wikis " ] }, { "cell_type": "code", "execution_count": 2013, "metadata": {}, "outputs": [ { "data": { "image/png": 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cP7/R27xQ/K6PrArpieFyuur2ooO2RzxsbK4417B4QmPJzQf4VvN4qCwg4A4LMI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jQ+xY8hPp/aPRaOx2+1SFXU1N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\nqfduLvDFF1+sXr3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S5NhEsT7lZzeJzEJqUKZWShzByUlQ1j4vz/LmaRrDDq6sKo\nq+9e+GSPrams792yvoMNxmMCnuRP4UJCeURbeUQbACDVGr3YmLrEmJ45FAssFlJdgasrAABA\nJkPJaRdqbFP9itgSixk31OK6GtzaNPZ+a1wUSrQgj8lfhHLyJvBDGJ1dvbbmXntLr72513bh\n/1HxcX8r8yYHERjl0sU5wuLt+nhXRHxkUWLehtiCDZALvjxyu/G5NtzeQtpa8PlzYHr9qBUK\nlJphjYgaTs1IKV4SaBPnFjAphfveTv6Fp7167uPz5/in93D3PjA7zgwyZMEtjaS5Cbc0jpcF\nFUhEkQxZwJDFozs2vfDyoN3Z/dB9X+2DEFSpJScf0Ix0+GmAVgtVGqBWQ0LI4ACurcS1VVPI\nkVAoUG4BU1iEFuSFvO3tBRQKpmQ5U7KcWIdxVQWuKsPn2yd6OjyPpe86pYopKELFS1FGlue7\n97rrruvv985wIIT09PQkJCT4r+327Nnz+OOPf3jgwMYVV4xUbMRm/WrZbgN2O7HbxupRBIDv\nbxyOY7+2kVl/9dzpKF5YWDjp5An/gdGx3HcfEk99Lrz39thQO+nudP/592kpGYb8xQG53LSh\nwm5qMAKONnHRZGopt24k2FiXjXXxSOAVyBbG2bWMTU3sStEtZ9wyYGecVmC18SYrb+Kx0y06\nLO6+afQcUXP6WFlKOK/RW7mYfhg+zIbz6hiHLtKtZbB/Xi6ZHKVnoqwclJkNE5JmnhMar86+\nPv2R69MfcYn2moEjksgzOifsEQAAAOCcpv+cpv9AymmNoMg3JS0ZTC82pqsFOXC7cUsjkCK2\nEMK4+PEitqS7E9fXivU144758gXUR6CFBSivEGVkeeXy23jThUCqvVX612NrDJ4TVy0qYhy6\nGIcuyR6RaI+McegS7BFyPOIz2ymCqg/dys+YRcVoyXKUmh7YHF5it5H2VtzWQtpbcGfH9Lr3\nQY0WpmeitAyUkQXjEgBC9q4uISSFe7MOjIzmHtzF733Wq1yGDPTxT+/hvvUATAhK+2Jit5HW\nZtzciFsaSZ9heicJ+8Nfx9ZXyuVyy8Pfmal9GBPrMLAOT/CZXAaA+6C/54MqNcovRAVFKGuB\nnwmvsw/UaJnV65jV64hxEFeWiZVlPnK2RuKwi6UnxdKTUBeGipYwi0tAZLRnAqnUrA6MaBzd\n29t74UBBuKDV7DZgk7TTohSVAAAgAElEQVSa/cLyxfXip0cAAMI/X3KfOByoJ4jyF7Fbb7pk\nkmXHBULmitUX+qHUVnlvxTihvTmyr4fk502pLCawzNHPwJyFmP0dFD0SGWZlblbvVgMAgBUA\nHzldWsDEwXC99A/oI0FMuEPLOTSMUw0dxO4Qhh3CkJU3SQsW++C5rpaEqNT02IVRihS9oA3v\ndoW3D5KW5vHaQk4Ey6HUdJSVAzOzUXJqkLIE5IxqaezWpbFbCcEtltNlfQfL+g62Wconr7dg\nL9RbMATlDMVLgdpEewQA0r1q91cRW10YTMtIcrp1ouA+cnAKfwqp8cHCApRXCBMSBezudbT1\nDn7Ya2/utTX32JoN9pY+R/ukHsdpo2R1Uiw1QZ2ToFkgLSuhGjfUieWncGfdRBlFDof45efi\nl5/DyChUvIxZsmwmabzEYiZtzbitFbe1kL7e6Y3RhBGRKC0TZmSitEwYHTNtYy4BoEYr++5D\n/MsvejX3IsND7uf+wN35bZTle7LilHG7cFsLbm7ELU1TupO5AEIOfaRRrkyOiQE2q/L+h3ym\n57tcLvXvn7b98HuBsXlmQK0O5S9ChYtRRtYcyW3yBxgRyVy1iblqE+npFitP46ryiT2pZMgi\nHvtYPPYxioz2DP8Qyks9Kk12w63SmBD3r35KbDa/Kvr9rDjxDxgVzW67eS73dQs4UBfG3Xkv\nrqsW9u8bm1iMOQ6Gh1LgUmE3NYjDAbW6yQeDTgNRJIMDIxP5ZQDIAAgDAGp1UK8H4REwPAaG\n58KICLtG9oWjqmBIG9VlwS01Uvnh1NwpDIOSU2FmDsrMRqlps+k5hxBlhS/PCl9+W87/Drn7\nK/reP933bmX/hw5hkr+qCHFDWFdDWNe/Mk5EO3WFppTiwbRCc4onlEyGLKS6Qpot79fPGsuK\nWenmnNj+JHkfNBjsn3R0/aXzbH2/49xMWjRPDAO5KGWyVNOQpFmYrM2PVWXEqNJ91qiigkWo\nYBGx23BVOS4vxefbJzgzGRwQD1+ss1uynFlU7GcmO+k3SKUPuK1lmtE6CGFsHErPQmkZMD1r\nZAc+CpDLuXu+y+/7J644PWq908nvfYa79Q4w7V9EQcDn23BzE2lpnKShjE8kh3dmDsrKQelZ\ndfX1BoMhY/NmAIB434OeXaTJ3Z7Z86IoMkuWEZuNWIeBzUpsVjC77XChPkJKXwu4i3qWgfEJ\nbPw2cO1WfK4NV5bh6vJJOioPXgjCchzH//v/PKs9cyZmI9TuBSdjr9rErLtqzjpKgwrKXyTL\nzBbef0f88oTnVopAeK5oWXhIOzddji/GTEApabL/+jkQeGIyEbORmE3EbAJG44Vli3nK361+\nQIaHyPAQOH/Os4YDQOp2OrWLIQQTklBmNsrMQekZcyFvXSeLXp901/qku3jsqh/8tKzvYHnf\nwV77mNTUMfQrhi7UW4hcoTm52JhWNJh2wSc6DjbWZVBaDApLn85uiAX9amsv6DG6eoAZgOCM\nsoQQ6VBsmr4gTp2dqFkQr85JUOdEK1MRnNpnHqrUzMq1zMq1pL9PrCjF5aUTfYNfrLMT3n4D\nLSy4MKzMC4xJT9eFUtb21rF59H7BMCgxGaZloIwslJoxz2ZFzDIMw912p6DViZ8dHbVeFPlX\n/g43bQE6v+/vMcadHaSlEbc04vbWaYgqGBUtiTmYmT1xiw0IIR4Rf0cISdqOve3OUfu53cRm\nJcPDwG4lNhuwWS9qPhuwWQFiAtJXB0ZFo4LFTGHRNArS5zQQorQMlJYBtt2MG8/gyjKxrnoK\nfTRnGYaBKjVWKM1uN5ucGrn1RqkxwuWLQsneeCsqXiq88W8p7aE3NdOmD3EtMBV204LlYHSM\njxgTIWRoiJgGgaTzTCZiNhGTkZiMIfugQghj41FmtnRTHtRmBDOBQ/Ki6E1F0Zu+lf+HLuuZ\nsr53y/veazAem3RAlovhT0e2no5shVkgzRa92JhWPJge5dL2K4Z6lWaDwmJQmnsVQwaV2cqO\nbiwS0BeEgVy0KjVOlRmnyopTS/9n6WB8Y0Pz0qVLA3UVGB3DbtoCNl6H21pw+SmxphI4x++W\nIlzIwoZqDcpfFOYW5b3d4vlW3N6C21v97ebqBSdDKWkwPROlZ6KUtNC37ZhHQMhuuQGGhXu3\nLyYEfvhu/IJ8UFIyrl6Reso0S91JWiZukOb74mFhKHMBlHJn/f4l9iqZVCqVdp+15DIZlEWM\nl1wF//gcwET+xO+J1QpsVmK1ErsVWK3EbgPDw8RmlSQgsQ377Lri57CvSwGEUO5ClLuQ5Xlc\nXyNWluGz9T49BV4TwwIzQIzjoEoNVGqoUl9oZKNSQ5VKqmK+UOyiUkvFajab7fTHH+fm5kZd\n5qruIigtQ/bwY8LHH+HK0+ez80Kuq0JuwKUFhDAsDIaFAZDhvcluJ2YTMRuJyXhB7ZlNwGwK\nSlRXGmWdmY2ycmBG1tyceTIBiZrcRE3utowf2Xhz1cChsr6DFX3vD7kn6XZLIGjT9Ldp+t9K\nKQ2qeRySx6oy49VZsarMOHVWnCozTp0VrUxloPenyTHF9mD+AiHKyEIZWez2HbiuWiwvxU1n\nJhpWZrOiU58vBwBUfjmdFlgqFUrNQOmZMD0TJSbP7+EQoYZZcyXU6vjX/uFVnR11to5/5WXu\n1v8Y+eclg/1Yqmb11Z1kUqBaDTOyUVYOysyZXqajc/Rtg3OCu4hJYTkYrgfh+olcbaJIbFYp\n3/9sWWlOVjZKTZ/5cIj5B8ehoiWoaAlw2MWaKlx5Grc2g4vZdVI6nfK3f/Yqnhh34IRc/lUN\nsuqCSkP9Q+DzUnbzNtmmTUClgmr1XCkinr+wLLtxM7hqk/jZZyHXVSE34LJBpYIqlY8iOIH3\n6LyLUV0TMRunEdWF+giUmQ0zc1BmzqWR5KTmwlfF37oq/lZCcNtQRfXA4dOGd86aPg/2lFsP\nHJJHKBJHJsPFqjKmEUsNFhyHFpegxSVkeAhXlollp0jP5OXG/gDDwmB6FkrLQOlZMHYKnW4o\nk4KKlnAaDf/3F7y8rbjyNG8bZrfvwB3niNRtbhqFUHI5Ss+6IObiE6b9wqnVapvNhjFGCHnl\n2Gk0/g5IkDh79qy/uzIM1IUBXRgEYKDHkDcPh1AFGKWKWb6SWb6SWCy4upwvL9Xr9UajEQBA\nCBk5XgwAEBUVxV5z/UgBd6FloK87scc3XPv43r/NzpMILVZrULqHjsvcuO+lwi7UsByMioFR\nE0R1JT/fxaiu2TgyiAa1OijlzGVmz6mRJoEFQpQRVpIRVnJD5mODzs7yvvfK+w5WDxx2iVNu\njTseWllkrCozXpUVq86MV2XFqbNiVZnh8thAnT+oQK2OWfs1Zu3XSE+3WH4KV5yehicYRseg\ntEwpzHpp9Iufs6DMHNl3H+b3PuP1MuGms+7f/XzKpwtCVbvtYhY/IcSr6YnVah3pHAr9eLHL\nABgWxqz9mnvpiiMlK6/efoPJZPJqUBwVFdXX1xdCCylzCirs5ipfRXXH4LBbOztrvjiZlF+Q\nvKRk1i0LMZGKpI0p39mY8h0eOxuMx6sHDp/q3d9t89srIHX7uzhrS/qXrM3Xy+ODZ/OsAeMT\n2C03gM3bcNNZsaIU11ZP1EkYIRiXgCQll54570L28xqYkMg9uIt/8WnSP63fY4RQciqUcmdT\n0+dOP1hKUBEUysHBwcn3o1zeUGE3D1GqcGzcoD4y7pJvBTkhHFIsitqwKGrDHbm/MthbTxve\nKet7t27wU5F8lUosabjkEYHUeHW2kg38CPC5BUJoQR5akAdcLrGmEpef8uToAJZFSSkXqh9S\nM0IzbYkCAAAA6iO4Bx4R/vbcxF1sRhwAYVyC1DwcZWRPMFF05lA/HIUyf6HCjnIpEKvK2JL+\n8Jb0h6288ZWjT2vUmrWLr41RpXMo9C1dQolcziy9gll6ha27q/7QB7FZ2SkrVlLvztwBqtXc\nd77v/PuLsHHc6aswKubCJJjMnJBMmKWElnGrIsZA5ThFggo7yiWFhotIRVeEycISNbmhtmUu\nERZuiIrVxyVQVTfn4GTk63eZ/7FX39rkWQfD9RcKobJyYFh4SOxSqVQjy7oJIZLCQAj5HEpB\noVDmCFTYUSgUSkhBqLNkZcy6r+FzbTAiEmVkh7zHh1KpHNvcROq1gac1MpgybTx+OIfDUVdX\nF8C+mJRLlXkzX49CoVAuYVBeAXvtVmb5qpCrOjCiZR0zon0Dmla97YYNG0pKLrsarznOnj17\nMjMzjx8/HmpDgk5BQcF11103CxcyC66PzV2/76w8CaY1yCegUI8dhUKhUHyAEBIEwZPjpdFo\nLBbveeeT0tHRMTAwMPl+FP9QKBSuMWNj5HL5lNpHm0ym1tbWYHVQn0u0t7dP74ZkUkyCq85m\nLLP2lQ33lw33N9iNkmf1azDsShDi1mNU2FEoFArFB169iGlufshZsWKFzwRHl8vFsqwgTGey\nDMVPut22suH+suG+Mmt/vc3Y6vTdK7QJzmBAS4Cgwo5CoVAoPvByAnm6FlNChUfVQQi9JoLQ\nipaAM1LJnRoy9PF+OTi7gMtKQvxaUGFHoVAoFB94TZenZRNzBAjhyNcCIUSdqTNHIPis3Sx5\n4+rsxs8tvUZhOr43AkAzcGwKuH1TgQo7CoVCoYzCM2zeUzzBMMwkw+Yps4VSqfR6aLcHbLji\n5YMTi9W2gQrrQPlwf4W1v8Y26MQz9bQpEZsqcuJsTTMfDyrsKBQKhTIKjLEk4DyeobELlFDh\nFSKfUtnE5cywyFdZB+rtxjqbsczaf3q4zzVjJadluEWaqBJNdL46YqEqYpk25vNPP5PDEDfG\np8KOQqFQKN7s2bNn165dXsPmp6HqXnrpJa+QLmXaqNVqm82GMUYIeeXYeVW6TMw3v/nNdevW\nLVmyJFiGzg0sgvsXr/ytjTjuOnO4bLj/jN2EZ+xLC2NlBerIEk10iTamRBOdp9YjMOd82FTY\nUSgUCsWbnTt37ty5c+bnWbVq1cxPQpHw1K8QQryanlit1pFR8omz7jIzMzMzM4NhYWjpdtuk\nDLmvWpBoAQAAGHxXsPpDvEyVr45cqNJLSm6hOmLO6bgxUGFHoVAoFAplCjgBtmDeJFwQlwLB\nw6K3X3ZYcAuj9aWbiLYxu5kFNxntSHNi0YFHtW4hAJgF7+59dlGQYqk99r6u1qZal8Xgnmmu\nIQQgQxm2RBNdrIlaooku1kbHcMrJD5tjUGFHoVAoFOD/fAhagxkqSktLZ2GkmAMLJsFl4l09\nblu3224SnCbe1eO2d7tt0vpul9WsdYOeDtBzNNjG+Mt08wwZCFPl2oXqCCm6ulIXF8UpAmpZ\nCKDCjkKhUCiUy4LJRZvbNtY3dinBQpSjDC/RRpdoo0s0McWaKDXDhdqoAEOFHYVCoVBAWVmZ\nwWDYvHkzAECr1VqtVuCrEe6UkvQpAUelUo0cBUYIkVLrEEJmt7PPbe/jHQO8c4B3GNyOft7R\nzzsGeGcfb+9zO/p5x8w7esw71AxXpI4s1kQv0UYXa6IK1JEcDMqQsbkDFXYUCoVCGYVH1Y1t\nhCttosw+g4Jr7dq1Xs1NNte8IzUdxBjrjv81VLbNKcJZuSdDbokmOkcZzlxmzRepsKNQKBSK\nDwLSCPfhhx8eHh7eu3dv4Oy6xHFisd051OocanMOtTqG2qRlx9CQ6AYeVccwQBQBAB8YzwOE\nwFTniR0tB59VgDuvBZmJgTY/ADAQ6hiZ10otI2NH6zMOIQ3DAQAcDkeSSrc0PF4ScxkKnWef\nO++8MzY29ne/+90smD13oMKOQqFQKD4ISCPcDz74YGBgIEAWXVIQALpdNkm3tTosbRfFXLfL\nNklxCkLgyB/Ald+/8FCjARbL1K7d3gM+qQDXr550RxlkojhFtEwZyymjOWUUp4yWKcIwYzjT\nnJ2ckpCQ4NkznJXD0R3dFIhRMqM0BgQgnPVu3qtCrBwxU7N/NDU1NcnJyeHh4WM3vfXWWxkZ\nGTM5+XyECjsKhUKh+MBnI1zKNBgS3SN9b5KAa3MOTXPygVea43RfFw6hGLk6mlPGylTRnDKK\nU0RxijiZKopVRsuUUZwillOFsd6eMwCAzWb7uLYrVx6ZpU+e3qUpQYUKOwqFQqGMgmEYURSB\nr0a4numxlLHwBHe4rK0OS7fb3uO2tTq+8sYFUhR7uU4vdi0eiRwxEaxczyr0nDxBpo6XqfSs\n/OKy+p8J7c+C998t2LJpRWin1VOCAhV2FAqFQhmFIAhyudztdnutl8lkXjrvssUkuFodQ61O\nS6tzyCPgzrusAgn6LF3I83EyVQ8AAIAd0VmvYyypxtcWXhMvU0sCLl6mnqBe4BCnBADAuTcL\nixIQqLCjUCgUijdUwEm4AB4gjv7B9rbRBQ3WMRMUAo4KselKXYZCl67QZSh1SUi5A0JCCCHE\nsObb0j5vFF4nhcghhDuis4JtEmVeQIUdhUKhUCgX6Hbbyob76+3GOpuxbLj/DGfELgBq64J6\nUT0rz1DqMhRhGQpdhlKXodBlKMPSFNqRA+YdDsepU6eWLVsGAPC0oRm7QKFQYUehUCiUYPGj\nH/1oGk1SZg2z4Kq1GS/IOGt/lXUgqK44PSuPl6kT5OqvBJwiLE+tVyF/f4v37Nmza9eukYUs\nXu0G/WHjxo1qtTo7O3tKR81Hfvazn/mslr20ocKOQqFQLncwIC3Y0YocGXZzikKj9FtnTMp9\n990XqFPNHDcRG2ymGttgjc1YbRuosQ12uXxUHswcOWJS5doMpS5d8VUsNV2hG9vsY6rs3Llz\n586dMzzJ2rVr165dO8OTzAt27doVahNCABV2FAqFcpnS6hw6bOo4bOo8au4c5J1AAf6z9J8A\nAAViEmTqDGVYhkIXL1NJHqZ4mTpNoZ1fgzW73bZ6m7HObvREVwM+U8tnFDVVrr3cph1Q5g5U\n2FEoFMplRB/v+NTcddjUech0vt057HMfJxZbnUOtzqGxmyQdEy9TJ8jUFxdUGcqwFLmGDfUI\nzmGRb7Sb6+zGsuG+erup2jrQxzsmP8w/5IhJvCh2PVHUHFW4NshKF/otEGmjQYoEFXYUCoVy\niTMkuj81dx82dRwxd9bZjGN3UAmoyKiNcHMWTjDKebNMMMkEB+vDuWUSXGXD/QD0e61nIUqQ\nqZMVmhS5JkmuSZJrUuXaJLkmSa6OlamC8aREQpodFimiWmMzVlsHAtguLopTFGmiCtWRzDnD\nQqV+69KV0Zxy8sMolDkAFXYUCoVyCSIQXGUdPGzuOGzq/Mzc7SbeKi3FqljZH7aiP2xFf1iR\nUcthb8+Qk8EmmWCW8yYZb5QLJplglrtNnGCSC2YZb1TwnmWTXHAhfN41fN41fGKMJTLIRHLy\nBLlailfGy1UJMnWGIixerpq43ZoXJsFVN6LQodI6YAtQoQMHUbYyPF8dsVClL9HGFMLwNKQh\nbgzsuMxQqlArowYZoBKBBgE02wFWjx/O4XDExMRYrVYAAITQayKIxmscBeUyhgo7CoVCuUTA\ngFRaB46YOo+YO4+Zu+1YGLmVJXCRUbPaoF9i1K4xhKVZvV1Q8v/Ll+or+XsaAAAKEcU7ZPGO\nC0OluJfyAAAIIdc3ffT+GKkCTbKvBJ+JE8xyt0kmmOR8naznhKxjQM67mQtVnGqGS5Vrk+Tq\nJLkmRaFNlmuS5JpkucYJsAuLdXZjjW2wxjpYbRussQ32uv2trlUKjN7NhrtZhYiUIqN3sQqR\nUYow3CVTiFCJmVRBGQ9V0VAZy8vC3axSZKCbEJsIBALsTkB6PX+4xSAaACDub73wmINAxUA1\nA9QIqBigZqAKATUDVAy8uAaoEFQzQMeCQIemPapuZBksQogQIm2iUAAVdhQKhTLfaXZYjpg7\nj3hqIEYQ75Ct6Atb2R9+Rb9uyaBOIU6kNSS5MF5SF4SQEDJeZw0vFejhtbb3naLrrqwbRq4c\n5kSTnDdzvEkuSJrPJONNsr5T8u5DsgsrHe+8LBOR3s0pBaQXmOt5vVqIVAmsVmC0PKvikUpE\nYW5OKSKVwOjdrEJgVAIK46f6o0YA4AHg/Y3h8gRYBGL5SjGPeyACQC1JQAao0FfLagTVzAUJ\nKC2rGcBOwRGoVCq9Hk61oczp06fLy8u3bNmSmJg4pQPnHXv37tXpdLfcckuoDZlVqLCjUCiX\nHwIh/397dx4nRXXuj/+prq7ee7pnn2FgYAaGRREUkJ2EzQjR4BbjBhj1q+H+RBKMS16GqCxR\ncSWKxOCSq3FBbsi9bgQHZBsWZVOWAQYDDNv0rMzaa3XV+f1RQ9P09KzMdPV0f94vX766q6tr\nnn6ornr61KlzynyGw/6eJxMEq5dle7hkLSV0p+NhhejeXHNuQ/XZ9dVnTgbd5aBl3FXnLco1\n1jHl9j4NhvZuWaMJX/xpNBplAtl2eXbf61Xe6pDCziryVpHPpnbH1p3IRPUSq7+YsZZqR72m\nsZ3PzJOZ58yNrYBkudAiaOZJ01hNei6dKzbkaVt8/vnnixcvzs/Pj/nCbt68ebm5uSjsACAm\neGVySswpk1Piz7t7nkwwaRgzerk0HQlxNhCDU2KlPlbio1Ifc3jJ4WMVIskskSiR0uj7Wolq\niYh0HJcsUJLApQiUJHDJWkoRuGSBErWR71kVVr0kbqk5pzTOHXJWBQqFFK8wqrGSs42oTDD7\n+cv5K2azOexyo9GI631dxSuTV2bVjaVb2BIwcPOtLMsajSakjx0RyX8vJYEjg4b0GhI4Mmo4\nnYYEjkwaEjSNF5EFjnRcizUmdHso7Notv/oMY6yH3pyuM6XhPimIMLfMnBI1SOSUqEFiLpmc\nFx4rD5xy4wP/xYO3lmgwpdH3kvTPk8QR2bVcuo5L1VG60Pj/NB0ZVB6ronMwYlXixQKu1MdK\nvFTXtnYmH2MOHzl8oWc9DUeJWi5JS6k6LklLyQKXLDT+X9flBZ+PSd/WlSnd5r6rK1PmmNcw\n7opa85hy+5gK2+hyW/+6y7jt1K7l+hq5fsZj0mn6OxGR2Wzm/5BNTpm5GvcocknMKVnXWRsL\nuwSenDJJqA4ijed5pdGUMRYymS/P83JBTRu3I39fSUTSm+f8+cc5LUdGDQWVgJzAkYknpQQ0\n8aTlOL2GDJqLVaPoF3waDv/+0QqFXbs9enxb8HgBgSliMnWmHjqzcsNXps6cqNX3Nlgt3Wow\nT1AHI3JKTKnVnBK55MBjppxWLz6W6PInhGRE1X5W7WdHL+2Xk8BzaTpK03GN1Z6OSxXIcllt\nP13Oz5ijsR2usSYr9ZGvsyfNlBlViaxKpB/doeeyBJ5LEi6WeikCJWu5pE7IW2Do4Pzq07V+\nHxHZRO3kisTRFbbR5bZRlQkJvo4evTUcl63n+hmVeo6SG49Rrn3FyoOKigquv4mIQorW8v+v\nXHmgXZZHROSVL/60cEnMKZPrwn4b+L3hkjv9BoIO4jkyaMio4QSO9Boy8aTjSOA4E096Dek4\nMmjIoCGdhtNryKQhgSOdhsz8tu+2WY2WoXlXKd/EwM8nckmsQSJX0E8pT5fP1uqZfcj80VCf\nzxeyXKfTOe/Z3/7NyVQVpnNhqwWbnmgK5dKXfr/hGJkCt49oOJPSd1ATtPDCrSQmDemiZFeI\nfSjs2q3s0juzqv3ear/3sCvM0FBElCwYMnSmTJ05U2dK15mydOY0nTFLZ0nTGbP05gQ+tKMx\nxA5GXJ1kqNawH92XVGbOoCY354XTYTSok1idm/5zae1i5rk0gdJ0F/6v49IEsql03GiQmMPH\nSrxU6mMOHzm8rFJU+aJSncTqJCr2hEah13ApSsF3oYVPucJr14aWSxcwouPu2k0155R7ICpE\nNxH1rzPdVJE8ttw+utw2qNakYR1tILTyShnH9TNyfQwtn2Kb60gXetuEXkN6DZfc+Ky5yLh/\n6aiS177Znzkby6DgkkhpC6QLhWBjRRiWmSeB45Q2JJ2GdBwZNZxBQ4JGqdhIx5FOw12o2MjE\nk17D6RrruQ5fTPcaJJ1F5rINLX9MIiKZUUOgmfPCLzTXha+58vEDpbC/gztuRwq4ruORySOz\nC2e/Vj6Slmu8iThw77Cp8baS4Oqw8aZjI6rAjkNh1z4+JoXcdNayKtFTJXrCjghKREaNNlNn\nytSb0wVjlt6SJhiz9OY0wZR14TpvtE1K45UlZQCFWr9PJuaTJafkJ6If/HV+T+0Qi0nHRXcD\nT1eQGDvvpyqRqkRWKTY27VSJ7Lxf62cDySTRKbVDvAxOiZ2U6OSlhYteE6jzKE3glLa9JKHF\nk147ycSqRFLa4Up9rMTLHD5q6PwKWNIy3t8F3zKvzM556Zw35FQn8VRj9VckSA6r76zVe8rk\nOWFy/mh0HjU21Gz5jojMfn5EZcID5enK8HLJ3o42+WuI66FXKjnqa+TS2/QbUrnvlTGm1+tD\nrvTpdDqlL1fbJ0K4hFHDGTWBfmKtbMIp7dry3bVXDSeDhrtQsXXkj0aYhqMEnku4eAxs6WMG\ndYFtrG6D2+aV4k+pAqPkh9/l8ys3FF9c0FIhyNHFEWRMPJmbbw408bgoHAKFXfuU+Zpci7kM\nbtnf3Lw9RMRzXJpgzNCZe+hNjdWeYOqhN6cLRqvIfBxzyf5qv5cRq/H7iMgt+ZVpEKv9HiLy\nyrJLFuliESY7ZZGI6vw+iTE/k+slkYgaJFFkssTkOkkkIpckepnEGNX4vUqEF7bpDRvkRYcP\n8hzXx5DQ32gfYLIPMNr7m+z9jfae+lgZNtPHWJVIlSKrEun8hRquUqQaf7foiSzzTCN1UgXj\nldkZL525tGrRco113sX/67iUtt124JNZqY8cPubwMceFBrmONmk0S0NcskCZei5TR5k6LlNf\nIld8/+OBcSPG2CWLUotTpcjOi1QlypUi1wX/srxEyTXa5BrtQNITWQPLGUelBl+NXsyrNWk7\n3Cxn4rm+Bq6vketr5HKNHWjzyMjIcDgcROTz+TQajVarHTBgQFFRkd/vD/TQv/LKK9u1zWnT\nptXXh5+4rFlm3mju5eEAACAASURBVGuVuF769r2re1HaO5Man7X0T6501XBJ3vPuU4dP9O/V\nj3llEhm5JfIxEhm5JCYyEmVyySQy8snklpnIyCuTJ3xXyCvseb/sMy3dkNz0pWihfGqnRCQG\nFjRnIAnMXC6l1VCKwKXqKEXgUgVKFbgk4ZZbbklPT49MyNGDw+xybVdQUGC5ZuDIff9U+i9D\nW5h5ob/R3ljtmez9jfb+JnuXXoNev369zWYbOXJkB9/vkliV/2LzW6VI50VWJba1A36EmXjO\ncmE0BPOFcVMvjpjFk4XnzBon82wq2Hxl74F9LD2pzMfKfaxcpDIfq/B17efiOS5ZCNyiUZUo\n7zJUH3Q57BVcb58tuUKTVMklVmpstZ1/m54oUHmS35HsL0v2lyVLpUn+smS/n7/kzzQ0NJw/\nf16fkujlqUESGySxzu+r8fsaJNHHJEHmejoN2U5DtlPfp96Y7TL0ajD0dhp6NRj0cnQ0IHHE\nZei4vkZSOsz10F9Oo+m+ffvKyspmzJjh9/ubW0cQhKYdvLpCQUHBhAkTIvCHWrVhwwar1Tpq\n1Ci1AyG3211YWDhixIj2vU0mpQRkIiOXREElIPPJ5JYpUAKKjHkk8jLyM3IpVaPMAsVid6Qh\nShS4VIFLEShV4FJ0lCJ0dWeSTZs26fX6sWPHdt2faBVa7NrnGkuq7yf/Ve5zlYvuc15nmegq\n8TpLfa5Sn8vhc5X6XCU+Z2fNchMlLH4+2SukeHQpHiHZKyR5hWRv44NUjy7Fo03yCsk+wcOz\nBq3k1PobBKlW8NfppAat5BSkesFfoxMbtO5ioeGQcKpW8NcJktGozUiw9Eiw9ky0KQVfjiEh\n0jOI1/obW2iqLlw/VR671T6EBY9rar5kICvO0jio6cUV2ngid3JEJBmJyzFQjuGSN7llVuGj\nMrHx/+U+Vu7rtGZIibFyH5X7GDmJKJHoeqLrKa0zNn2JcqPviM15zOY6anMetbmKEpynzZ5L\nWr4kovJw7xSIasO3J4kadtLqPmkNM4t8pluX3WDIdhqznYbsBkO209CnwdCrwdD+0XHbT6/h\ncg2Ntz70NZK5kzs/iKKYlpZWWVkZ8puf47iMjIySkpLO/XPQ5TREZp7MyqHikiv77fsV4JZJ\nZMwrk0d217v2f7uvT1p2ekIquRpvmmm8aqz0m1QeqH7ftEzKsT00DoG72LDX2Lyn41KEmOnY\nFzuFndfr7cDgme0iy7IywLeVyMoZ+xqMZAi+nNLIKYklortcdDlEV5noLhPdDp+r3O9x+FwV\nfk+5GOY8oYrArDuJPiHTpc906RNFbaJXa/cJiV5tok+b6db3cOrb2Dhh9FOiV0vUgasnHg9f\n4tCddhlkn5FpdbxOp9WZBatVZ9QLJHDMqOHMGmbUkI5jWo5MjfesMVP4wBhjkiQFhmLnXDJV\n+rlKP1fl52olqpO4Sj+ViVxo96euJ3Bk45mNZ0YNM2k4k4aZNIFPx5TPZdIwK9/ajYSMyE/k\npzbvSm63m4hEUQw/Qn0KUQpPZCS6MHyPn1GNpKnyN6bOIWpKRTovkaz2kZrIz7EzFs8Ji/uI\n3Vlod560ugvtDaXGSDQjBTiMPofR911qaCcKo5/PcOtyG4w59cbcBmOmS5/p0uU2GHs3GDp+\n3wMRS+BZP72co2fZOtZbFzRLgZfaN+NAS5Tjp8vlKi4ubm6d9s5w0GGBg63qQo4nKvJ4PCpH\noiXSEpnJZZSq0tz2vn5b7xavvfgY55bJJZNL5lwy55aZU+bcMomMExm7sJCcMrlkrl6KXJ8W\nkbESL5WEngOYSUMpWpaipQSe2XiWrGUpWpahbVcXT2V2lgj8M/E8r9eHP+HGzqXYY8eOtbsn\nRztVVlampKRc5kb8xM7LYiWJlbKviokVzHeeiRXMV838ZbK3mvy+y77Om+jVJnt1yV5tileX\n7BGUFrUUj5DsvaTVremc390L05CsI0knywJJApMFkvRM1lGD6NT5BYtXr2vQCPVcxPrVMo5E\nCxOtzGuVRSvzJchek1Qt1VvSrH49k1Ud98bv91dUVFit1suZKZyTSFev0ddyutqg/9druK78\nPVUvSMcSnEU21xGb85jddTTB+R+rOzDTaHdhZ0K/emM/lzHHaerTYOjZYMh06jLqdUkugQ/3\nNZS1zJ0quzJkZ4bkypRFYyR24pqaGo/Hk5GREYG/1apOOdh2ivLycq1Wm5SU1PqqXUySpLq6\nusTERLUD6ZzjSQhOIt7L8T6O9xDv5bQ+TuPleA9pfRzv5TQXHvAe4kUN3+65Ni4nMvJZmM8q\niwnMmyD7EpgvgfkSZNEc/ltZUVGh0WiSk7u8/6Ldbu/bt2/Yl2Knxa5///5d/ScKCgqGDx/e\n1X+lSvSU+lwOn9Phc5X5XCU+Z5nPfc7XUO5zl/icHp9f6eiT5dKneHQpXiHFIyR5hcaKzSck\newT+MtoGuhFOJt5DvCf0t1QS2br2DwvcxfFpky+Zn0C49EYBt9vdUFh41YhhXRtPGzidzk2b\nNmVlZfXr16+ztlnic66vLdlZXXaspEIq9fapN/arM+bWG/vVmfrWG1uek7TZbZq8RTZnkc19\nxNZQZHMdS3CeMbd2104EJfA6Cy9YeMGqFexavfXCUxuvs2kbH1t4ITHopQStzq7VN/uFZEQ1\nfs+5hnMHinNsvaheomSB62vQ9jboeK6L9+NQSh+7CBzi2iIyB9u2UPrYRUMwSh+7aIikK44n\n7Q8icPFXOn34ZAqfaHRqWYWPKkRWKXbmrVeMdPWcrp6nkG4IAselXLiGmxq4qqvb9O0WvV6v\n7j9T7BR2MSNZMCQLhiu1duYSqVps7Miv9ACrFKmue9yDGQuMGi5JaCzalP8na7lk9UZxUxsj\nOuqq3lbr2FZbsq3WcfFubo4okyjz4pocoyy3Ibfe0LfO1K/OlNtg6Fdnym0wBo+p69ew0wme\n44mekzbP8UT3iUTvCZu7QXex9c/CC2mahMvsjmfhBaH5IXg8Hk9DQ0PPxORko6WxJhOCajJe\nsGn11gvlml3bBTdpckSJWmbQV3v8fUeof4viz3/+87asFjPXeboLnueVQQR3797d9FVlAJqO\nzeTbjSn9jEkgojqJ2XqZzXZ740uMqMbPKkWq8DGlzqsQWUXndR1WiOEnqhmtTz82XeWZ9+L0\nFBVFnNKFbvuXduTvgiG7OgFHZOE5C0+WC335LTxZ+TNVJampqQamI4+s3GDFXBJ5ZPIy8sjk\nlphbJuUW/ejjMZMnkfMkaliSlk/VaZIFTYqQnG7lLfh2kJ/J+xuqttWVbK8t3VxzrqJtPUQZ\nR2dNnrMmz9b0xjmOcg0J42yZ1/E9xnmTE6q8LpOYPSy3P891eTN7i86cObN///6xV4+Nhgtt\nsaqwsNDv9w8dOlTtQLoxpaprbgRBZfTB0OGjW1RSUuJwOPLy8hISEjonxKjCESVquUQt5Rl/\n+P57fZ7+iiuuICLys8YiT6n5KkWqFFmF2OyY2B0ieDV+g8p9RXDqipRaf9Dotf6L92B2/Sw0\nbaLhLlZsFp4z82TlyXrhsbJQeTWc6h/OJPU1a6xNbiQJITNyy8wlN9Z/XplcstPlrap3Vza4\n6hrcPqcouv1+j2QSebtPa/XzFp/W4uet4uXe+idzzGH0nbK4T1k8p82e0xbvabPnlNl9yuJ2\naS/9J/AQnSU6SwYNn6jVGzVag0abKOgvPOYTtfpErd7IK48NiVq9UcMbNNpErT5R0Bs12sSu\naNqJIKckft9Qub3Osa3WUVBbosxn1V5aTjPUkjwuIXO8LXOiPSs1aFblc+fO+b1+4uOiw0A3\nxXHcq6+++rvf/e7yN3XrrbdWVlZWVVVd/qbinEYTvntDB9rq3nrrrcWLF+fn51933XWdEVr0\nmjBhQm5u7oEDB4iItByXoaOMJhM8u6Sggk9kFb7G62MdaolgGvI10/0uYlDYdSqZUbX/Ygtc\nVVALnFqNVcosLoGKzXpplWa+sNAUkRkjNNyF9vOLLGS1EPUOWiIy+aSnrshVs9VVfcxddcxd\nU+Sq8TT4LH6tWeQtft7u01pF3iLyZr82wcfbRK3FrzzlE72CVdS6tNJps+eU1VNscZ82e06b\nvWdNnvb2uPfIksPXkTubBE6jdLQycrzOJ/U6VK7UfEpFmKjVJ2oNdq0uUdArdaFBo/50HaU+\n1/ZaR0GtY1tdyf6Gqo6N1GjhhTEJGeNtmRNsPUYlpJs0OLx0M0rbDxExxubPnz9//nye51sY\n1g4iyWw2h11uNBobGlS+9te9mXgum6fsS8eBCns9t1Kk6lamMfSa/UztqTBw5O0QPwsa/Cyo\n+a3aH7HxIJiGZAunTdApF0M5C08WbXCrW+NCQ/cbmEfgNMqYxr9I7hNY6JWl/7hrD7vOn/DU\nFTrPH3adP+aqqo/KIQNFJiszCCtPv68KP7NIwIVWQEOg+LvYNHih+Gv8T9D30IU/uHdAic+5\nvdaxofrstlrHEdf5ju246TrTtda08bbMcQmZIxPS4nFOuRjy1VdfTZ8+Xa/Xi6KoVHiSJHEc\nx3GcwWCIhiE/4llzhZ3VakVh1/mCrudeUvAp13MrL23eC7qe67ao340KhV37sONuafm5iN7B\noOMudt5X5hFPFpwG75b926+48oqcnJxIxaEyvYa/0px0pfmSvlBnvA3HXDVKk16Ru/qYq+aU\nt17qbj27labBNrYOBqrA4Da/QNl3SYugVm/mLxlkRSK2p758W61jW51jW62jrEPtkUTU32gf\nZ8ucYMscb8vMM9pbfwN0K4FZYgN99hljylCIoKKKioqwy8vLww69DV2jueu5ykjvFeK5ooOq\nxBUMhV07mXiq7ZoLEwLH2bWUqmuc5M6uJeVpSpi51eU6keHmWKJeeksvvWVKYs/AEq8sfbzx\na79Znz0gr07y1fp9TllskMR6v1jj9zplvzJzVLXf45QaH9e0Og1uNGlXFajjeKXas2mEBlPd\nyZKzrnMd+TWp5TRXW1LG2zLHJ2SOt2Wm60wd2Ah0L8uWLcPdr1GluY507bptArqKUcNlGyjb\nUF3n1XdkoP7OhMKufbjky86YmedSBbJpObuWUgUuVdc4BE5nTw0Un/QavicTbLx1ZFJ229/l\nlv0eWXLL/mrRW+33emS/W5aq/d5qv8cjS27Jr1xabVzH760WG1+qk3zR3EDoY1KZz9XYMse3\nOI12EyaN9hpr6viETKVxrksG+4CopNVqQ2oI5VKsWvGA0veRMTZu3LhAe6pCp9Mp9Xdz98xC\nHEJh1046DVl5qm9Ds4dSwCmlW6CMS9fFzGx0scSo0Ro12kRqdw82RlTj9yotfw2SWOv31l94\nXCf5zntcJ8odQpJNqQurRW+N31vt94qXPblIF0kVjEoZNy4hc5g1VYjw7L2gthtuuCGkle7y\nb55ISEjA7ReXKSMjw+FwEJHP59NoNFqtdsCAAUVFRX6/P/DvdeWVV7Z9gwaDITExURBUnQ8n\nIux2e2wO6dIiFHbtxiULLFDY8RxZeC7x0rY3m5ZLFdo1uxx0UxyR0q0t7Ktut7uwtnDEoBGh\nyy82+wX+81z6tLFR8Lzf65W7titups403tZjnC1jfEKPYdZU/OqPZ4EqoROHOwk7pi60S0lJ\niSAISn3MGBNF8dChQ8ErCIJw8GA7unY99dRTTz31VCdHGZXOnj2rdggqQGHXbpobk8nHKFng\nUgSya5t2gANomVGjNeq0bWwdbHsVqFwsbnWDPMcNMCaOt2WOs2X+xNajj6G10Qch/gSGO2nu\n1QjHA6IopqWlVVZWhiSf47iMjIySkpLm3ghxCIVdu3HDcCKEyOmUKrDc3fCfc2fyktJu7HPF\nOFtmAq/r6rABoHOdOnWqsLBwxIjQKwAAIVDYAcSO5qpAp9O56bhrYEJev6TeYd8IQERr166d\nPn262lEAwGVBPzAAAACAGIEWOwAAaJ3FYnG5XMq4G2rHEl/aOJQJ/l1AgcIOAABaEpiCAgCi\nHy7FAgBAGFarVaPRcBwXXNW1dyDcAQMGJCcnd3ZocYrjuNdee401o+3befrppzmOW79+fdeF\nGiUsFsuQIUPUjiLSUNgBAMAleJ7nOK6hoSG4XNBqtYwxNN1FXqCYVoah4ThOq8XVNmgWCjsA\nACAiuuuuu5o20fF842yHoiiqFFe8k2WZMabT6QIVniRJHMdpNBqTCRM3QygUdgAAQERUW1sb\nPPmEzWZjjGFCsChRU1Oza9cuxphG03jiZoy53W51o4IohMIOAADC8Pl8aocAoZYtW4a7X6Fl\nuE4PAABERElJSdXV1UrdoLQGcRzX3rsloItYrVZJumTOQI7jDAaDWvFA1EKLHQAAEBF9+OGH\nSneuQL86ChodTRAEleKKd0rHx+Cqjud55UYWl8ulYmAQnVDYAQDAJfx+P2MsISEhuLnO7/cr\nHfbbtakNGzbs3bu3swOML8EdH5XhTi6z4+P8+fOPHz8+fvz4zoguqh08eHDt2rVqRxFpKOwA\nACCM2tpapQEvuJhrbwevXr169enTp5Mji1eB4U7Cavt2EhMTc3NzjUZj14UaJXJycnr27Kl2\nFJGGwg4AAFoiSRJjzGw2o78dQPRDYQcAAK1raGhQGvDUDiTuKBNLuFyu3bt3NzftBP5dIACF\nHQAAAECMQGEHAADQXVksFuW2WbUDgWiBcewAAAC6H57nMXUvNIUWOwAA6Cr33XffrbfeqnYU\nMcVqtTad0rddLXb//d//fd111+3bt68Loosuv/jFLx566CG1o4g0tNgBAEBX2bFjR2VlpdpR\nxIhRo0Y1baLTarWiKLZrOydOnNiwYUNVVVXnhRalNm3alJubq3YUkYYWOwAAgOhlt9s1Go3J\nZAqu6gKzg7S3qoOYh8IOAAAgetXW1gZPPmGz2S5/8gmIYSjsAAAAug2fz6d2CBDVUNgBAABE\nr6SkpMC9EYwxt9vdgUl7IX5gzwAAAIheVVVVsiy7XK5AvzoKmrRXEASV4oIohbti2yEvL0/t\nEBrV19fv2LHDarXm5OSoHQsRUa9evQwGg9pRNNq9e3daWtrIkSPVDoQEQejdu7faURAROZ3O\nHTt26PX6fv36qR0L2e12SZLUjoKIqKSkZMeOHYMGDUpKSlIxjCjZTwoLC//zn/9Mnz69cze7\naNEij8fT3ndFz8F2165dqampo0aNUjsQEgTB4XCkpqbabLb6+vpAYef3+zmOCxn9pGUzZszo\n2bPnFVdc0bFIoup4QkRZWVlGozHsS6+//npCQkIkg9m9e7fFYhk7dmwk/2gIFHbtkJGRoXYI\njZxOZ35+/lVXXaV2II2Sk5PVDuGirVu39u/fX+0oiIi0Wm1qaqraURAReb3e/Pz8KDkKm81m\ntUNoVFZWlp+ff/vtt6sbRpTsJ0eOHCkoKFi4cGHnbvaOO+7owLui52BbUFAQJVVmYD+pra1V\nlgQPUNyuuWJHjBgxYsSIDkcSVccTImrhh9n9998fyUiIaOfOnap/nVHYAQAAdD9R0vIN0QZ9\n7AAAAABiBP/ss8+qHQO0G2OM5/kRI0ZEzwWL6OHz+QYPHjxgwAC1A4kuHMeNGDGiR48eagcS\nRSRJSkhIuPbaa61Wq9qxqE8Uxezs7Mu5QheTcDwJC8eT5vh8viuuuGLQoEEqxsC168I8AAAA\nAEQtXIoFAAAAiBEo7AAAAABiBAo7AAAAgBiBwq77EUWxsLCwoqJC7UCiEZLTFHICABA/MI5d\nN1NUVLR06VKLxVJVVTVnzpwJEyaoHVEUQXKaQk7COnr06FtvveV0Onv27HnPPfdEz1CrqkA2\nwkJamkJOWhBFyWHQfZSVlc2ePXvfvn2MsdOnTz/00ENqRxRFkJymkJOwqqqqZs2atXv3bsZY\ncXHxfffdt379erWDUg2yERbS0hRy0oKoSg7GsetO1qxZ07t3b2UyR51Ot2HDhsTERCKy2Wxq\nh6Y+JKcp5CSsjRs3GgyGW2+9lYjsdjtjbOXKlbm5uVlZWWqHpgJkIyykpSnkpAVRlRz0setO\n/H6/MocMY+ztt99uaGjYtWvXggULtm/frnZo6kNymkJOwhIEweVyBZ663e7p06e/9dZb8TlB\nE7IRFtLSFHLSgqhKDlrsupNevXq99957hw8f/te//lVRUfHqq6/+9Kc/7dev37vvvnvjjTeq\nHZ3KkJymkJOwMjMzP/74Y1mWs7Oz9+zZ8/HHHz/66KMHDx7MyspSffbuyEM2wkJamkJOWhBV\nycHNE91JSkrKihUrjh8/vnbt2rFjxyrzIDHGeJ5XOzT1ITlNISdhmUymJUuWLF++/P3338/O\nzl6wYEFycnJycrLH41E7NBUgG2EhLU0hJy2IruSo1LcP2urAgQPvv/9+yMJly5atWrWKMVZe\nXj5nzpwtW7aoEZrKwmaGxX1ysMM01dyuIsuy8qCysnL27Nl1dXWRjUsdyEZYSEtYYdMS5zlR\nRPMOgxa7qHbgwIGXXnopKSlJFMUHHnggsPyOO+5YsGDBtm3bysvLZ8+e/ZOf/ETFIFXRXGYo\nvpODHaapFnYVjuPKy8sPHTr0ySef3H777UqLZmxDNsJCWsJqLi3xnBNFtO8wka8loe1WrlxZ\nWFjodDp///vfv/POO8Evud3uQ4cO1dTUqBWbulrIDIvj5GCHaarlXaW4uPjDDz88cuSIKrFF\nHrIRFtISVgtpiducKKJ8h+EYYyqUk9BOLpfr6aefHjRoUMiPA0BmwkJamkJOgiEbYSEtYSEt\nzYnOzOCu2O5BEITx48f/z//8z5kzZ4YNG1ZbW7t79+7evXurHZf6kJmwkJamkJNgyEZYSEtY\nSEtzojMzaLGLLkePHl2+fLnD4bjiiitmz56dl5cX/Kry46Bv376HDx8eO3bsXXfdpVackYfM\nhIW0hNVCWuIwJ8hGU/jihIW0NKebZUata8DQVG1t7d13311QUFBXV/f111/PnDmz6ZwkJSUl\nN91008cff6xKhGpBZsJCWsJqNS1xlRNkoyl8ccJCWprT7TKDwi6K7Nix449//GPg6dmzZ++7\n776CgoLAkvr6+rlz50bJrhNJyExYSEtYLacl3nKCbDSFL05YSEtzul1mUNhFkR9//PGBBx7w\n+/2BJcePH585c+b58+eVp5Ik7dixQ6Xo1ITMhIW0hNVyWuItJ8hGU/jihIW0NKfbZQY3T0SR\npKSkb7/99vz584MHD1aWJCYmlpWVlZSUKEs4juvVq5eqMaoDmQkLaQmr5bTEW06QjabwxQkL\naWlOt8uMRu0AgBwOR0NDg/L4d7/73dq1a/Pz8wOvZmZmVlZWqhSa+gLJQWYCsMOEhbQEQzbC\nwvGkKewqLeimOwxa7NR0/PjxBQsWbNiw4X//938zMjKys7PNZvOIESOWL19eUlLSq1ev8vLy\n99577xe/+EVWVpbawUZaSHIGDRqEzGCHCQtpCYZshIXjSVPYVVrQvXcYta8Fx6+SkpK77757\n9+7djLHi4uKZM2eKoqi8VFdXt2LFirvvvnv27NlffvmlqmGqo7nkxHNmsMOEhbQEQzbCwvGk\nKewqLejuOwwKO9W88cYbyrzsiscee+zUqVMqxhNVkJymkJOwkJZgyEZYSEtTyEkLunty0MdO\nNSdOnJgxY0bgqdFoFEVRxXiiCpLTFHISFtISDNkIC2lpCjlpQXdPDgo71SxcuNBoNAaeejwe\nrVZLRLW1tevXr1cvrqiA5DSFnISFtARDNsJCWppCTlrQ3ZODwi4SvF5v04VWqzX4qcvl0mq1\ntbW1CxYsiNp7bSIGyWkKOQkLaQmGbIQV52nBCai9untyUNh1OcbYk08+uWXLlpZXc7lcXq93\nwYIFUTHTXJRBcppCTsJCWoIhG2HFVVpwArp83S45HGNM7Rhi36lTp55++un777//pz/9aXPr\n3HnnnQkJCZMmTeoW+02ExXlyGGMcx4UsjPOcNCc+03LkyJFBgwY1XR6f2QgI+8Wh+EsLTkCX\nqdslBy12kdC7d+9Fixa99957Lfxs0ul03Wi/ibB4Ts727du/+eabpsvjOSctiMO07Nmz59VX\nX62vr2/6UhxmI6CgoKCgoCDsS/GWFpyALlO3Sw5a7CKn5Z9NtbW1Npst8lFFg8LCws2bNxuN\nxilTpvTu3bvpCvGcnIMHD3788cfPP/98yPK4zcnOnTs//PBDjUYza9askSNHhrwab2lxOBzL\nli277777Bg4c2PTVeMtGsG3btm3fvv3JJ59s+lJ8pgUnoObE3gkILXYRsnHjxsOHD7fws6l7\n7TedaOfOnS+++GJWVpbJZHr66ac3b97cdJ24TQ4RDR48uLq6urS0NGR5fOZk7969b7/99v33\n3//rX//6b3/727///e+QFeIqLU6n8w9/+MPJkydzcnLCrhBX2QgxYsSIAwcO+Hy+pi/FYVpw\nAmpOTJ6AMKVYhJjN5uXLl6empv7qV7969dVXk5KS+vTpo3ZQ6nM4HO+9994jjzwyYcKEwYMH\njxo16uWXXx46dGhiYqLaoUULjuM8Hs/x48evuuoqtWNRmcPh+OCDDx588MGrr766R48eY8aM\nWb58uSAIeXl5aoemDp1ON2zYsC1btgiCELaPXTzTarWHDx+2WCxROulTZOEEFFasnoBQ2EWI\n2WwePXo0vlrBnE7n/PnzKyoqZs6cqdfrichqtTLG9u/ff+2116odnZq+/fZbURQDB5fMzMx3\n3333hhtuCNsTPE4oe0tZWdlDDz3E8zwFfafiubaz2+3Dhw//61//iuMJEa1fv3737t0JCQlK\nE4soit9///2oUaPUjkt9OAE1FcMnIBR2XcvhcARGxFG+Wn/5y1/S0tKUr9awYcPsdru6Eaoo\n0N7AcdzgwYOVhWfOnDlz5sy4cePUjU1FjLHdu3f/4x//UC4KZGVlWa3W/fv3JyUlpaWlqR2d\nagJ7i9Fo7N+/v7JQ+U6dOXNmwIAB6oYXSbt27VqxYsXOnTtTUlJSU1PtdvuwYcNwqiYixtix\nY8fef//9BuZd/wAAHxRJREFU/Pz86urqPn36rFmz5qabborbX0Q4AbUghk9AKOy6kPKDIPho\nazabzWbzihUrevfu/dBDD6Wnp6saoPqU9oaVK1dKkpSbm+twON56661bbrmlZ8+eaoemggMH\nDnz88cf79u0bP378rFmzevTosXPnzpUrVzocjh49ehQWFsZ524Oyt7z55psh36m4quo2b978\n7rvv3n777Tk5OStWrDAYDP369QvUdvF5qg5Uuv3797/++utvuumm7OzsoqKiVatW1dXVDRky\nJD5/EeEE1KpYPQGhsOt8Bw8eLCoq6t27t/KDIOSX9MmTJ00mk91uHzJkiKphqmnv3r0ffPDB\nnj17kpKS+vbtO2zYsBUrVqxevfqHH3649dZbWxhsKYZt3br1zTffHDNmjE6nW7lyZUJCwujR\no8eMGXP99dfX1NRs3bp14MCBgZ+V8QOtU8F8Pt+SJUuWLFkyePBgj8ezefPmwsJCvV6fl5dn\nt9snT54ch6fqsJVuenr6yJEjb7rppvLy8vLy8uHDh6sdZuTgBNSq2D8BMehsxcXFs2fP3rx5\nc/DTDRs2MMaqqqoeeOCBoqIiVQNU2fbt2++7775vvvlm3bp1995779dff82aJC0OzZ49+/Dh\nw8rjkpKSmTNnxvl+whjbtGnTfffdt3Xr1oKCgvvvv3/dunXKcmVvKS4uVje8yCguLpZlWXn8\nww8/rFixgjF2+vTpmTNn7t27d+PGjTNmzFi7dq2qMarG6/X++te/Pnv2LGOsqKho1qxZ9957\nb3A2KioqHnzwQfUCVAFOQC2LhxMQWuw6X0ijgvL0r3/964YNG9asWXPrrbd29+v3l+mFF16Y\nN2/eqFGjZFnesmXL5MmTTSZTenp6vLXEHDx4sLy8XGlikWX5gw8+uPfeewN9eIlo9+7dY8aM\nUTlK9aB1ioiOHz/+xBNPnD17dvTo0RzHeb3elJSU9PT0BQsW3H333WPHjj1+/LjBYEhMTIyf\n69GnTp2y2WxKt7lDhw7Jsjx58uQzZ84888wz8+fPHzhw4PLly+12u3I/jclkWrt27VVXXRU/\nV6hxAmpZXJyA1K4sY1bILwCPx/P99987HA51o1JFaWmp2+0OPL3zzjudTqfy83rv3r2Mseee\ne66kpIRdSNoPP/ygWqwRdOjQoZkzZx44cEB5+uyzz37yySeBV7/++uslS5aoFJpqDhw4sGXL\nFuUxWqcYYw6H4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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "##Plot of mobile web edits by target wiki.\n", "\n", "p <- mobile_web_edit_counts_clean %>%\n", " filter(edit_type == 'mobile_web_edits',\n", " wiki %in% c('eswiki', 'arwiki', 'idwiki', 'itwiki', 'jawiki', 'fawiki', 'thwiki'))%>%\n", " mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date, wiki)%>%\n", " summarise(monthly_edits = sum(edit_count)) %>%\n", " ggplot(aes(x=date, y = monthly_edits, color = wiki)) + \n", " geom_line(size = 1.5) +\n", " geom_vline(xintercept = vertical_lines,\n", " linetype = \"dashed\", color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-03-20'), y=6E4, label=\"AMC deployed on Arabic, Indonesian, and Spanish Wikipedias\"), size=3.7, vjust = -1.2, angle = 90, color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-06-17'), y=6E4, label=\"AMC deployed on Italian, Japanese, Persian, and Thai Wikipedias\"), size=3.7, vjust = -1.2, angle = 90, color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-08-07'), y=6E4, label=\"AMC deployed on all Wikipedias\"), size=3.7, vjust = -1.2, angle = 90, color = \"black\") +\n", " scale_y_continuous(\"Number of edits per month\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %Y\"), date_breaks = \"2 months\", limits = c()) +\n", " labs(title = \"Monthly mobile web edits on target Wikipedia projects \") +\n", " ggthemes::theme_tufte(base_size = 10, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_text(angle = 45, hjust = 1),\n", " plot.title = element_text(hjust = 0.5),\n", " panel.grid = element_line(\"gray70\"),\n", " legend.position= \"bottom\",\n", " legend.text=element_text(size = 12))\n", "\n", "p\n", "\n", "ggsave(\"Figures/mobile_web_edits_bytargetwiki.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "code", "execution_count": 1831, "metadata": {}, "outputs": [], "source": [ "##Calculate YOY change for target wikis \n", "#Arwiki\n", "mobile_web_edit_arwiki <- mobile_web_edit_counts_clean %>%\n", " filter(wiki == 'arwiki',\n", " edit_type == 'mobile_web_edits') %>%\n", " mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date) %>%\n", " summarise(total_mobile_edits = sum(edit_count)) %>%\n", " arrange(date) %>%\n", "mutate(yearOverYear= (total_mobile_edits/lag(total_mobile_edits,12) -1)*100)\n", "\n", "\n", "#EsWiki\n", "mobile_web_edit_eswiki <- mobile_web_edit_counts_clean %>%\n", " filter(wiki == 'eswiki',\n", " edit_type == 'mobile_web_edits') %>%\n", " mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date) %>%\n", " summarise(total_mobile_edits = sum(edit_count)) %>%\n", " arrange(date) %>%\n", "mutate(yearOverYear= (total_mobile_edits/lag(total_mobile_edits,12) -1)*100)\n", "\n", "\n", "#idwiki\n", "mobile_web_edit_idwiki <- mobile_web_edit_counts_clean %>%\n", " filter(wiki == 'idwiki',\n", " edit_type == 'mobile_web_edits') %>%\n", " mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date) %>%\n", " summarise(total_mobile_edits = sum(edit_count)) %>%\n", " arrange(date) %>%\n", "mutate(yearOverYear= (total_mobile_edits/lag(total_mobile_edits,12) -1)*100)\n", "\n", "\n", "#itwiki\n", "mobile_web_edit_itwiki <- mobile_web_edit_counts_clean %>%\n", " filter(wiki == 'itwiki',\n", " edit_type == 'mobile_web_edits') %>%\n", " mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date) %>%\n", " summarise(total_mobile_edits = sum(edit_count)) %>%\n", " arrange(date) %>%\n", "mutate(yearOverYear= (total_mobile_edits/lag(total_mobile_edits,12) -1)*100)\n", "\n", "\n", "#jawiki\n", "mobile_web_edit_jawiki <- mobile_web_edit_counts_clean %>%\n", " filter(wiki == 'jawiki',\n", " edit_type == 'mobile_web_edits') %>%\n", " mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date) %>%\n", " summarise(total_mobile_edits = sum(edit_count)) %>%\n", " arrange(date) %>%\n", "mutate(yearOverYear= (total_mobile_edits/lag(total_mobile_edits,12) -1)*100)\n", "\n", "\n", "#fawiki\n", "mobile_web_edit_fawiki <- mobile_web_edit_counts_clean %>%\n", " filter(wiki == 'fawiki',\n", " edit_type == 'mobile_web_edits') %>%\n", " mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date) %>%\n", " summarise(total_mobile_edits = sum(edit_count)) %>%\n", " arrange(date) %>%\n", "mutate(yearOverYear= (total_mobile_edits/lag(total_mobile_edits,12) -1)*100)\n", "\n", "#thwiki\n", "mobile_web_edit_thwiki <- mobile_web_edit_counts_clean %>%\n", " filter(wiki == 'thwiki',\n", " edit_type == 'mobile_web_edits') %>%\n", " mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date) %>%\n", " summarise(total_mobile_edits = sum(edit_count)) %>%\n", " arrange(date) %>%\n", "mutate(yearOverYear= (total_mobile_edits/lag(total_mobile_edits,12) -1)*100)\n" ] }, { "cell_type": "code", "execution_count": 1833, "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", "\n", "
A tibble: 7 × 3
datetotal_mobile_editsyearOverYear
<date><dbl><dbl>
2019-09-01 22123 1.332906
2019-09-01114102 1.370837
2019-09-01 1957470.520080
2019-09-01 7112433.571214
2019-09-01 7721348.372406
2019-09-01 3292755.389335
2019-06-01 1379529.676631
\n" ], "text/latex": [ "A tibble: 7 × 3\n", "\\begin{tabular}{r|lll}\n", " date & total\\_mobile\\_edits & yearOverYear\\\\\n", " & & \\\\\n", "\\hline\n", "\t 2019-09-01 & 22123 & 1.332906\\\\\n", "\t 2019-09-01 & 114102 & 1.370837\\\\\n", "\t 2019-09-01 & 19574 & 70.520080\\\\\n", "\t 2019-09-01 & 71124 & 33.571214\\\\\n", "\t 2019-09-01 & 77213 & 48.372406\\\\\n", "\t 2019-09-01 & 32927 & 55.389335\\\\\n", "\t 2019-06-01 & 13795 & 29.676631\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 7 × 3\n", "\n", "| date <date> | total_mobile_edits <dbl> | yearOverYear <dbl> |\n", "|---|---|---|\n", "| 2019-09-01 | 22123 | 1.332906 |\n", "| 2019-09-01 | 114102 | 1.370837 |\n", "| 2019-09-01 | 19574 | 70.520080 |\n", "| 2019-09-01 | 71124 | 33.571214 |\n", "| 2019-09-01 | 77213 | 48.372406 |\n", "| 2019-09-01 | 32927 | 55.389335 |\n", "| 2019-06-01 | 13795 | 29.676631 |\n", "\n" ], "text/plain": [ " date total_mobile_edits yearOverYear\n", "1 2019-09-01 22123 1.332906 \n", "2 2019-09-01 114102 1.370837 \n", "3 2019-09-01 19574 70.520080 \n", "4 2019-09-01 71124 33.571214 \n", "5 2019-09-01 77213 48.372406 \n", "6 2019-09-01 32927 55.389335 \n", "7 2019-06-01 13795 29.676631 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create YoY Table\n", "wiki_list <- c('arwiki', 'eswiki', 'idwiki', 'itwiki', 'jawiki', 'fawiki', 'thwiki')\n", "mobile_web_edit_yoy <- rbind(mobile_web_edit_arwiki[16,], mobile_web_edit_eswiki[16,],\n", " mobile_web_edit_idwiki[16,], mobile_web_edit_itwiki[16,],\n", " mobile_web_edit_jawiki[16,], mobile_web_edit_fawiki[16,], mobile_web_edit_thwiki[13,])\n", "\n", "mobile_web_edit_yoy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similar to overall trends, there was a steady increase in total mobile web edits the past 15 months for the all of the target Wikipedia projects. \n", "\n", "The table below shows a comparison of year over year rates seen in June 2019 and September 2019 for all of the target wikis. In September 2019, there was a year over year increase for all target wikis ranging from 1.3% on Arabic Wikipedia to 70.5% on Indonesia Wikipedia. \n", "\n", "As noted, these increases has been occuring prior to the deployment of AMC on target wikis and cannot be attributed to the deployment of AMC alone. Part of these changes are partly due to a sustained increase in overall active editors seen on these wikis." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Year over year changes in mobile web edit rates on target wikis**\n", "\n", "| Wiki | June 2019 | September 2019 |\n", "|-----------------|-----------|----------------|\n", "| Arabic Wiki | -7.4% | 1.3% |\n", "| Spanish Wiki | 16.7% | 1.4% |\n", "| Indonesian Wiki | 22.1% | 70.5% |\n", "| Italian Wiki | 27.1% | 33.6% |\n", "| Japanese Wiki | 37.9% | 48.4% |\n", "| Persian Wiki | 57.9% | 55.4% |\n", "| Thai Wiki | 23.3% | 29.7% |" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Proportion of mobile web edits tagged with AMC on target wikis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Arabic, Spanish and Indonesian Target Wikis (Since March deployment through end of September 2019)**" ] }, { "cell_type": "code", "execution_count": 277, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 3 × 4
wikimobile_web_editsamc_editsprop
<chr><dbl><dbl><dbl>
arwiki 977001337513.689867
eswiki25549922791 8.920191
idwiki 76099 6731 8.845057
\n" ], "text/latex": [ "A tibble: 3 × 4\n", "\\begin{tabular}{r|llll}\n", " wiki & mobile\\_web\\_edits & amc\\_edits & prop\\\\\n", " & & & \\\\\n", "\\hline\n", "\t arwiki & 97700 & 13375 & 13.689867\\\\\n", "\t eswiki & 255499 & 22791 & 8.920191\\\\\n", "\t idwiki & 76099 & 6731 & 8.845057\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 3 × 4\n", "\n", "| wiki <chr> | mobile_web_edits <dbl> | amc_edits <dbl> | prop <dbl> |\n", "|---|---|---|---|\n", "| arwiki | 97700 | 13375 | 13.689867 |\n", "| eswiki | 255499 | 22791 | 8.920191 |\n", "| idwiki | 76099 | 6731 | 8.845057 |\n", "\n" ], "text/plain": [ " wiki mobile_web_edits amc_edits prop \n", "1 arwiki 97700 13375 13.689867\n", "2 eswiki 255499 22791 8.920191\n", "3 idwiki 76099 6731 8.845057" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "amc_edits_prop_target <- mobile_web_edit_counts %>%\n", " filter(date >= \"2019-03-20\", #deployment date\n", " wiki %in% c('arwiki', 'idwiki', 'eswiki'),\n", " user_edit_count != 'undefined') %>% \n", " group_by(wiki) %>%\n", " summarise(mobile_web_edits = sum(mobile_web_edits),\n", " amc_edits = sum(amc_edits)) %>% \n", " mutate(prop = amc_edits/mobile_web_edits *100)\n", "\n", "amc_edits_prop_target" ] }, { "cell_type": "code", "execution_count": 2014, "metadata": {}, "outputs": [ { "data": { "image/png": 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vx4ywkt927vvfceHcK9bMf0MJXVvWEznYrlniVbXV1tObaystJqMm3atKEDZX+Q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6cOFCmUy2b98+x8F//etfs7KyHJcsX75c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\npMGeXHanywAAAABJRU5ErkJggg==", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p <- mobile_web_edit_counts_clean %>%\n", " filter(date >= '2019-03-30',\n", " date <= '2019-09-28', #remove last week due to incomplete data\n", " edit_type != 'mobile_web_edits',\n", " wiki %in% c('arwiki', 'idwiki', 'eswiki'),\n", " user_edit_count != 'undefined') %>%\n", "mutate(date = floor_date(date, \"week\")) %>%\n", " group_by(date, wiki, edit_type) %>%\n", " summarise(total_mobile_edits = sum(edit_count, na.rm = TRUE)) %>%\n", " ggplot(aes(x= date, y= total_mobile_edits, fill = edit_type)) +\n", " geom_col() + \n", " facet_wrap(~ wiki, nrow = 3, scale = \"free_y\") +\n", " scale_y_continuous(\"Number of edits per week\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %d %Y\"), date_breaks = \"2 weeks\") +\n", " labs(title = \"Mobile web edits on target wikipedias\",\n", " subtitle = \"Where AMC deployed on March 20, 2019\") +\n", " ggthemes::theme_tufte(base_size = 14, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_text(angle = 45, hjust = 1),\n", " panel.grid = element_line(\"gray70\"),\n", " legend.position=\"bottom\",\n", " legend.title=element_blank(),\n", " legend.text=element_text(size=14))\n", "\n", "amc_edits_prop_targetwiki_stacked_chart_March\n", "ggsave(\"Figures/mobile_web_edits_March-target_amc_prop.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Italian, Japanese, Persian and Thai Target Wikis (Since June deployment through end of September 2019)**" ] }, { "cell_type": "code", "execution_count": 278, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 4 × 4
wikimobile_web_editsamc_editsprop
<chr><dbl><dbl><dbl>
fawiki 698841095015.668823
itwiki 987111029610.430448
jawiki15009313568 9.039729
thwiki 24545 2188 8.914239
\n" ], "text/latex": [ "A tibble: 4 × 4\n", "\\begin{tabular}{r|llll}\n", " wiki & mobile\\_web\\_edits & amc\\_edits & prop\\\\\n", " & & & \\\\\n", "\\hline\n", "\t fawiki & 69884 & 10950 & 15.668823\\\\\n", "\t itwiki & 98711 & 10296 & 10.430448\\\\\n", "\t jawiki & 150093 & 13568 & 9.039729\\\\\n", "\t thwiki & 24545 & 2188 & 8.914239\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 4 × 4\n", "\n", "| wiki <chr> | mobile_web_edits <dbl> | amc_edits <dbl> | prop <dbl> |\n", "|---|---|---|---|\n", "| fawiki | 69884 | 10950 | 15.668823 |\n", "| itwiki | 98711 | 10296 | 10.430448 |\n", "| jawiki | 150093 | 13568 | 9.039729 |\n", "| thwiki | 24545 | 2188 | 8.914239 |\n", "\n" ], "text/plain": [ " wiki mobile_web_edits amc_edits prop \n", "1 fawiki 69884 10950 15.668823\n", "2 itwiki 98711 10296 10.430448\n", "3 jawiki 150093 13568 9.039729\n", "4 thwiki 24545 2188 8.914239" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "amc_edits_prop_target_July <- mobile_web_edit_counts %>%\n", " filter(date >= \"2019-06-17\", #deployment date\n", " wiki %in% c('itwiki', 'jawiki', 'fawiki', 'thwiki' ),\n", " user_edit_count != 'undefined') %>% \n", " group_by(wiki) %>%\n", " summarise(mobile_web_edits = sum(mobile_web_edits),\n", " amc_edits = sum(amc_edits)) %>% \n", " mutate(prop = amc_edits/mobile_web_edits *100)\n", "\n", "amc_edits_prop_target_July\n" ] }, { "cell_type": "code", "execution_count": 2015, "metadata": {}, "outputs": [ { "data": { "image/png": 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BB2X/CSJUuamppsCjZ8+HAy11MMO5tvtDbseOu3bdtmds6GfVUYvdDo0aPpxjPU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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p <- mobile_web_edit_counts_clean %>%\n", " filter(date >= '2019-06-17',\n", " date <= '2019-09-28', #remove last week due to incomplete data\n", " edit_type != 'mobile_web_edits',\n", " wiki %in% c('itwiki', 'jawiki', 'fawiki', 'thwiki'),\n", " user_edit_count != 'undefined') %>%\n", "mutate(date = floor_date(date, \"week\")) %>%\n", " group_by(date, wiki, edit_type) %>%\n", " summarise(total_mobile_edits = sum(edit_count, na.rm = TRUE)) %>%\n", " ggplot(aes(x= date, y= total_mobile_edits, fill = edit_type)) +\n", " geom_col() + \n", " facet_wrap(~ wiki, nrow = 4, scale = \"free_y\") +\n", " scale_y_continuous(\"Number of edits per week\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %d %Y\"), date_breaks = \"2 weeks\") +\n", " labs(title = \"Mobile web edits on target wikipedias\",\n", " subtitle = \"Where AMC was deployed on June 17, 2019\") +\n", " ggthemes::theme_tufte(base_size = 14, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_text(angle = 45, hjust = 1),\n", " panel.grid = element_line(\"gray70\"),\n", " legend.position=\"bottom\",\n", " legend.title=element_blank(),\n", " legend.text=element_text(size=14))\n", "\n", "p\n", "ggsave(\"Figures/mobile_web_edits_June_target_amc_prop.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On target wikis, the proportion of all mobile web edits made by logged-in users while in AMC mode has also increased since deployment but do not account for as high of proprotion of edits as seen on English Wikipedia.\n", "\n", "Both Arabic (13.7%) and Persian Wikipedia (15.7%) have had the highest proportion of AMC tagged mobile web edits since deployment, while the proportion of AMC tagged mobile web edit on other target wikis range from 8.8% to 10%.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Retention rate for AMC \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Methodology\n", "\n", "We calcululated retention rate by reviewing the number of users who selected to opt-in to AMC mode in their preferences and stayed opted-in during the retention period (from the deployment dates through October 30, 2019). \n", "\n", "This was measured using opt-in/opt-out button done in [T211197](https://phabricator.wikimedia.org/T211197) and recorded in the [PrepUpdate](https://meta.wikimedia.org/wiki/Schema:PrefUpdate) table. \n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "##Collect retention rates on target wikis with breakdown by user edit counts\n", "\n", "# In terminal\n", "# spark2R --master yarn --executor-memory 2G --executor-cores 1 --driver-memory 4G\n", "\n", "query <- \n", "\"with amc_optins as (\n", "SELECT CONCAT(year,'-',LPAD(month,2,'0'),'-',LPAD(day,2,'0')) AS date,\n", "wiki, \n", "event.isdefault as amc_selection,\n", "event.userid as userid\n", "FROM event_sanitized.prefupdate \n", "WHERE event.property = 'mf_amc_optin'\n", "AND year = 2019 AND ((month >= 3 and day >=20) OR (month >= 4 and month <= 10))\n", "),\n", "edits as (\n", "SELECT\n", "event_user_id as userid,\n", "wiki_db,\n", "ARRAY_CONTAINS(event_user_groups_historical, 'bot') AS user_is_bot,\n", "CASE\n", " WHEN max(event_user_revision_count) is NULL THEN 'undefined'\n", " WHEN max(event_user_revision_count) < 100 THEN 'under 100'\n", " WHEN max(event_user_revision_count) >=100 AND max(event_user_revision_count) < 500 THEN '100-499'\n", " ELSE '500+'\n", " END AS user_edit_count\n", "FROM wmf.mediawiki_history\n", "WHERE snapshot = '2019-10' \n", "Group by event_user_id, wiki_db, ARRAY_CONTAINS(event_user_groups_historical, 'bot')\n", ")\n", "SELECT date, wiki, amc_selection, user_edit_count, user_is_bot, COUNT(*) as n_opt\n", "FROM amc_optins\n", "LEFT JOIN edits\n", "ON amc_optins.userid = edits.userid and \n", "amc_optins.wiki = edits.wiki_db\n", "GROUP BY date, wiki, amc_selection, user_edit_count, user_is_bot\"\n", "\n", "\n", "results <- collect(sql(query))\n", "save(results, file=\"Readers-Web-AMC-metrics/Data/amc_retention_rates.RData\")\n" ] }, { "cell_type": "code", "execution_count": 683, "metadata": {}, "outputs": [], "source": [ "load(\"Data/amc_retention_rates.RData\")\n", "amc_retention_rates <- results" ] }, { "cell_type": "code", "execution_count": 684, "metadata": {}, "outputs": [], "source": [ "amc_retention_rates$date <- as.Date(amc_retention_rates$date, format = \"%Y-%m-%d\")\n", "#Revise amc_opt_out to factor and clarfiy TRUE and FALSE labels. \n", "amc_retention_rates$amc_selection %<>% factor(c(TRUE, FALSE), c(\"amc_opt_out\", \"amc_opt_in\"))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Overall retention rate of opt-in AMC " ] }, { "cell_type": "code", "execution_count": 729, "metadata": {}, "outputs": [ { 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A data.frame: 1 × 3
amc_opt_outamc_opt_inprop_opt_in_percent
<dbl><dbl><dbl>
46363307587.7065
\n" ], "text/latex": [ "A data.frame: 1 × 3\n", "\\begin{tabular}{r|lll}\n", " amc\\_opt\\_out & amc\\_opt\\_in & prop\\_opt\\_in\\_percent\\\\\n", " & & \\\\\n", "\\hline\n", "\t 4636 & 33075 & 87.7065\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A data.frame: 1 × 3\n", "\n", "| amc_opt_out <dbl> | amc_opt_in <dbl> | prop_opt_in_percent <dbl> |\n", "|---|---|---|\n", "| 4636 | 33075 | 87.7065 |\n", "\n" ], "text/plain": [ " amc_opt_out amc_opt_in prop_opt_in_percent\n", "1 4636 33075 87.7065 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Overall retention rate across all Wikipedias.\n", "\n", "amc_retention_overall_percent <- amc_retention_rates %>%\n", " filter(user_edit_count != 'undefined',\n", " user_is_bot != 'TRUE', #remove any bots and unregistered users\n", " date <= '2019-10-30') %>%\n", " spread(amc_selection, n_opt) %>%\n", " summarise(amc_opt_out = sum(amc_opt_out, na.rm = TRUE),\n", " amc_opt_in = sum(amc_opt_in, na.rm = TRUE), \n", " prop_opt_in_percent =(amc_opt_in)/(amc_opt_out+amc_opt_in)*100)\n", "\n", "head(amc_retention_overall_percent)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There has been an 87.7% overall retention rate of the opt-in AMC mode across all Wiki projects, surpassing the target of 60%. " ] }, { "cell_type": "code", "execution_count": 2016, "metadata": {}, "outputs": [ { "data": { "image/png": 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Vxb24B9yue0keqw+Mlms1Eoni2S8Ods0Wg0Xu5VcLtmznUwxP33379ixQqVSsXf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OqmjE7pKJsTFZZicha9euJaq6SHOIWOuFhYUURYZ/aecAACAASURBVP2///f/yD/X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\nJoTExsa+5npMTExmzpx58uRJQ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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p <- amc_retention_rates %>%\n", " filter(user_edit_count != 'undefined',\n", " user_is_bot != 'TRUE', #remove any bots and unregistered users\n", " date <= '2019-10-30') %>%\n", " mutate(date = floor_date(date, \"week\")) %>%\n", " group_by(date, amc_selection) %>% \n", " summarise(n_opt = sum(n_opt)) %>% \n", " ggplot(aes(x=date, y = n_opt, color = amc_selection)) + \n", " geom_line(size = 1)+\n", " scale_y_continuous(\"AMC selection count per week\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %Y\"), date_breaks = \"1 month\") +\n", " labs(title = \"Retention rate of opt-in AMC on all Wikimedia Projects\") +\n", "geom_vline(xintercept = c(vertical_lines, as.Date('2019-07-15'),as.Date('2019-10-10')),\n", " linetype = \"dashed\", color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-03-20'), y=2E3, label=\"AMC deployed on Arabic, Indonesian, and Spanish Wikipedias\"), size=3.6, vjust = -1.2, angle = 90, color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-06-17'), y=2E3, label=\"AMC deployed on Italian, Japanese, Persian, and Thai Wikipedias\"), size=3.6, vjust = -1.2, angle = 90, color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-07-15'), y=2E3, label=\"AMC central notice banner deployed\"), size=3.6, vjust = -1.2, angle = 90, color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-08-07'), y=2E3, label=\"AMC deployed on all Wikipedias\"), size=3.6, vjust = -1.2, angle = 90, color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-10-10'), y=2E3, label=\"AMC deployed on all Wikimedia Projects\"), size=3.6, vjust = -1.2, angle = 90, color = \"black\") +\n", " ggthemes::theme_tufte(base_size = 12, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_text(angle = 45, hjust = 1),\n", " plot.title = element_text(hjust = 0.5),\n", " panel.grid = element_line(\"gray70\"),\n", " legend.position=\"bottom\")\n", "\n", "ggsave(\"Figures/amc_retention_overall.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)\n", "p" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The time series chart above shows the increase in AMC retention rate following each deployment and campaign. There were significant increases in the number of AMC opt-ins following the central notice banner deployed on July 15, 2019, the deployment of AMC on all Wikipedias on August 7, 2019, and also following the deployment across all Wikipedia projects on October 10, 2019. \n", "\n", "There is also a sudden spike that occurs between August 28, 2019 through August 31, 2019. Further investigation is needed to determine if this is due to change in user behavior or a data artificat." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Overall Retention Rate of opt-in AMC by editor experience " ] }, { "cell_type": "code", "execution_count": 731, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\n", "
A grouped_df: 3 × 4
user_edit_countamc_opt_outamc_opt_inprop_opt_in_perct
<chr><dbl><dbl><dbl>
100-499 589 855993.56143
500+ 19371232986.42226
under 10021101218785.24166
\n" ], "text/latex": [ "A grouped_df: 3 × 4\n", "\\begin{tabular}{r|llll}\n", " user\\_edit\\_count & amc\\_opt\\_out & amc\\_opt\\_in & prop\\_opt\\_in\\_perct\\\\\n", " & & & \\\\\n", "\\hline\n", "\t 100-499 & 589 & 8559 & 93.56143\\\\\n", "\t 500+ & 1937 & 12329 & 86.42226\\\\\n", "\t under 100 & 2110 & 12187 & 85.24166\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A grouped_df: 3 × 4\n", "\n", "| user_edit_count <chr> | amc_opt_out <dbl> | amc_opt_in <dbl> | prop_opt_in_perct <dbl> |\n", "|---|---|---|---|\n", "| 100-499 | 589 | 8559 | 93.56143 |\n", "| 500+ | 1937 | 12329 | 86.42226 |\n", "| under 100 | 2110 | 12187 | 85.24166 |\n", "\n" ], "text/plain": [ " user_edit_count amc_opt_out amc_opt_in prop_opt_in_perct\n", "1 100-499 589 8559 93.56143 \n", "2 500+ 1937 12329 86.42226 \n", "3 under 100 2110 12187 85.24166 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Overall retention rate for 100+ and 500+ editors\n", "\n", "amc_retention_prop_overall_byeditor <- amc_retention_rates %>%\n", " filter(user_edit_count != 'undefined',\n", " user_is_bot != 'TRUE', #remove any bots and unregistered users\n", " date <= '2019-10-30') %>%\n", "group_by(user_edit_count, amc_selection) %>%\n", "summarise(n_opt = sum(n_opt)) %>%\n", "spread(amc_selection, n_opt) %>%\n", "group_by(user_edit_count) %>%\n", "mutate(prop_opt_in_perct = amc_opt_in/(amc_opt_out+amc_opt_in)*100)\n", "\n", "\n", "amc_retention_prop_overall_byeditor" ] }, { "cell_type": "code", "execution_count": 2017, "metadata": {}, "outputs": [ { "data": { "image/png": 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mpqeHh4+/btHRYyUKvIEcAycgS3M+ccY2fBmTNngoKCTFtatmx59uxZW3rDwsI2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\nJAh2AAAAkiDYAQAASOL/Afel+EkctcnCAAAAAElFTkSuQmCC", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "##Overall retention rate proportion editor type\n", "\n", "p <- amc_retention_rates %>%\n", " filter(\n", " user_edit_count != 'undefined',\n", " user_is_bot != 'TRUE', #remove any bots and unregistered users\n", " date <= '2019-10-30') %>%\n", " group_by(user_edit_count, amc_selection) %>% \n", " summarise(n_opt = sum(n_opt))%>% \n", " ungroup()%>%\n", " ggplot(aes(x=factor(1), y= n_opt, fill = amc_selection)) + \n", " geom_col(position=\"fill\") +\n", " scale_y_continuous(labels = scales::percent_format()) +\n", " facet_wrap(~ user_edit_count, scale = \"free_y\") +\n", " labs(title = \"Retention rate of opt-in AMC by user edit count\",\n", " fill = \"AMC Selection\",\n", " x = NULL,\n", " y = \"Proportion of AMC option selection\") +\n", " ggthemes::theme_tufte(base_size = 12, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_blank(),\n", " plot.title = element_text(hjust = 0.5),\n", " panel.grid = element_line(\"gray70\"),\n", " legend.position=\"bottom\")\n", "\n", "ggsave(\"Figures/amc_retention_overall_byeditcount.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)\n", "p" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The retention rate of AMC was higher for medium to high volume editors compared to low volume editors. There was a 93.6% overall retention rate amongst users with 100+ edits and 86.4% rate limited to users with 500+ edits. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Retention Rate of opt-in AMC on English Wikipedia " ] }, { "cell_type": "code", "execution_count": 733, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "
A data.frame: 1 × 3
amc_opt_outamc_opt_inprop_opt_in_percent
<dbl><dbl><dbl>
17631444989.12534
\n" ], "text/latex": [ "A data.frame: 1 × 3\n", "\\begin{tabular}{r|lll}\n", " amc\\_opt\\_out & amc\\_opt\\_in & prop\\_opt\\_in\\_percent\\\\\n", " & & \\\\\n", "\\hline\n", "\t 1763 & 14449 & 89.12534\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A data.frame: 1 × 3\n", "\n", "| amc_opt_out <dbl> | amc_opt_in <dbl> | prop_opt_in_percent <dbl> |\n", "|---|---|---|\n", "| 1763 | 14449 | 89.12534 |\n", "\n" ], "text/plain": [ " amc_opt_out amc_opt_in prop_opt_in_percent\n", "1 1763 14449 89.12534 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "amc_retention_overall_percent_enwiki <- amc_retention_rates %>%\n", " filter( wiki == 'enwiki',\n", " user_edit_count != 'undefined',\n", " user_is_bot != 'TRUE', #remove any bots and unregistered users\n", " date <= '2019-10-30') %>%\n", " spread(amc_selection, n_opt) %>%\n", " summarise(amc_opt_out = sum(amc_opt_out, na.rm = TRUE),\n", " amc_opt_in = sum(amc_opt_in, na.rm = TRUE), \n", " prop_opt_in_percent =(amc_opt_in)/(amc_opt_out+amc_opt_in)*100)\n", "\n", "amc_retention_overall_percent_enwiki" ] }, { "cell_type": "code", "execution_count": 734, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\n", "
A grouped_df: 3 × 4
user_edit_countamc_opt_outamc_opt_inprop_opt_in_perct
<chr><dbl><dbl><dbl>
100-499 243449094.86584
500+ 806536286.93256
under 100714459786.55620
\n" ], "text/latex": [ "A grouped_df: 3 × 4\n", "\\begin{tabular}{r|llll}\n", " user\\_edit\\_count & amc\\_opt\\_out & amc\\_opt\\_in & prop\\_opt\\_in\\_perct\\\\\n", " & & & \\\\\n", "\\hline\n", "\t 100-499 & 243 & 4490 & 94.86584\\\\\n", "\t 500+ & 806 & 5362 & 86.93256\\\\\n", "\t under 100 & 714 & 4597 & 86.55620\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A grouped_df: 3 × 4\n", "\n", "| user_edit_count <chr> | amc_opt_out <dbl> | amc_opt_in <dbl> | prop_opt_in_perct <dbl> |\n", "|---|---|---|---|\n", "| 100-499 | 243 | 4490 | 94.86584 |\n", "| 500+ | 806 | 5362 | 86.93256 |\n", "| under 100 | 714 | 4597 | 86.55620 |\n", "\n" ], "text/plain": [ " user_edit_count amc_opt_out amc_opt_in prop_opt_in_perct\n", "1 100-499 243 4490 94.86584 \n", "2 500+ 806 5362 86.93256 \n", "3 under 100 714 4597 86.55620 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Enwiki retention rate by user experience\n", "\n", "amc_retention_prop_enwiki_byeditor <- amc_retention_rates %>%\n", " filter(wiki == 'enwiki',\n", " user_edit_count != 'undefined',\n", " user_is_bot != 'TRUE', #remove any bots and unregistered users\n", " date <= '2019-10-30') %>%\n", "group_by(user_edit_count, amc_selection) %>%\n", "summarise(n_opt = sum(n_opt)) %>%\n", "spread(amc_selection, n_opt) %>%\n", "group_by(user_edit_count) %>%\n", "mutate(prop_opt_in_perct = amc_opt_in/(amc_opt_out+amc_opt_in)*100)\n", "\n", "\n", "amc_retention_prop_enwiki_byeditor" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On English Wikipedia, 89% of all registered users who selected to opt-in to AMC mode since deployment on August 7, 2019 through the end of October 30, 2019 stayed opted-in.\n", "\n", "Similar to trends seen across all Wikimedia projects, the highest retention rate (94.9%) is seen for users with cumulative edit counts between 100 to 499. Both high-volume (500+ cumulative edits) and low-volume (under 100 cumulative edits) users groups had similar retention rates." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Retention Rate of opt-in AMC on Target Wikipedias" ] }, { "cell_type": "code", "execution_count": 735, "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", "\n", "
A tibble: 7 × 4
wikiamc_opt_outamc_opt_inprop_opt_in_percent
<chr><dbl><dbl><dbl>
arwiki427194782.01348
eswiki336181884.40111
fawiki267139483.92535
idwiki162 79883.12500
itwiki207101483.04668
jawiki238 94479.86464
thwiki 55 20478.76448
\n" ], "text/latex": [ "A tibble: 7 × 4\n", "\\begin{tabular}{r|llll}\n", " wiki & amc\\_opt\\_out & amc\\_opt\\_in & prop\\_opt\\_in\\_percent\\\\\n", " & & & \\\\\n", "\\hline\n", "\t arwiki & 427 & 1947 & 82.01348\\\\\n", "\t eswiki & 336 & 1818 & 84.40111\\\\\n", "\t fawiki & 267 & 1394 & 83.92535\\\\\n", "\t idwiki & 162 & 798 & 83.12500\\\\\n", "\t itwiki & 207 & 1014 & 83.04668\\\\\n", "\t jawiki & 238 & 944 & 79.86464\\\\\n", "\t thwiki & 55 & 204 & 78.76448\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 7 × 4\n", "\n", "| wiki <chr> | amc_opt_out <dbl> | amc_opt_in <dbl> | prop_opt_in_percent <dbl> |\n", "|---|---|---|---|\n", "| arwiki | 427 | 1947 | 82.01348 |\n", "| eswiki | 336 | 1818 | 84.40111 |\n", "| fawiki | 267 | 1394 | 83.92535 |\n", "| idwiki | 162 | 798 | 83.12500 |\n", "| itwiki | 207 | 1014 | 83.04668 |\n", "| jawiki | 238 | 944 | 79.86464 |\n", "| thwiki | 55 | 204 | 78.76448 |\n", "\n" ], "text/plain": [ " wiki amc_opt_out amc_opt_in prop_opt_in_percent\n", "1 arwiki 427 1947 82.01348 \n", "2 eswiki 336 1818 84.40111 \n", "3 fawiki 267 1394 83.92535 \n", "4 idwiki 162 798 83.12500 \n", "5 itwiki 207 1014 83.04668 \n", "6 jawiki 238 944 79.86464 \n", "7 thwiki 55 204 78.76448 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Overall retention rate\n", "\n", "amc_retention_targetwiki_percent <- amc_retention_rates %>%\n", "filter(wiki %in% c('eswiki', 'arwiki', 'idwiki', 'itwiki', 'jawiki', 'fawiki', 'thwiki'), \n", " user_edit_count != 'undefined',\n", " user_is_bot != 'TRUE', #remove any bots and unregistered users\n", " date <= '2019-10-30') %>% \n", "spread(amc_selection, n_opt)%>%\n", "group_by(wiki) %>%\n", " summarise(amc_opt_out = sum(amc_opt_out, na.rm = TRUE),\n", " amc_opt_in = sum(amc_opt_in, na.rm = TRUE), \n", " prop_opt_in_percent =(amc_opt_in)/(amc_opt_out+amc_opt_in)*100)\n", "\n", "amc_retention_targetwiki_percent" ] }, { "cell_type": "code", "execution_count": 2018, "metadata": {}, "outputs": [ { "data": { "image/png": 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qqPjw8h5OHDh1lZWdu3b1f1cHV1dZWVlcxNU1NTMzMzrtaF36RSKf1XLBbrO5Z2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\nmjwb6+7uPnHixLt373766adCiPT09Lt37wYGBrq7uxv0PHjwo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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "##Plot overall proportion of AMC retention rates on each target wiki\n", "\n", "p <- amc_retention_rates %>%\n", " filter(wiki %in% c('eswiki', 'arwiki', 'idwiki', 'itwiki', 'jawiki', 'fawiki', 'thwiki'), \n", " user_edit_count != 'undefined',\n", " user_is_bot != 'TRUE', #remove any bots and unregistered users\n", " date <= '2019-10-30') %>% \n", " group_by(wiki, amc_selection) %>% \n", " summarise(n_opt = sum(n_opt)) %>% \n", "ggplot(aes(x=factor(1), y= n_opt, fill = amc_selection)) + \n", " geom_col(position=\"fill\") +\n", " scale_y_continuous(labels = scales::percent_format()) +\n", " facet_wrap(~wiki, scale = \"free_y\") +\n", " labs(title = \"Retention rate of opt-in AMC on all target Wikipedias\",\n", " fill = \"AMC Selection\",\n", " x= NULL,\n", " y = \"Proportion of AMC option selection\") +\n", " ggthemes::theme_tufte(base_size = 12, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_blank(),\n", " plot.title = element_text(hjust = 0.5),\n", " panel.grid = element_line(\"gray70\"),\n", " legend.position=\"bottom\")\n", "\n", "ggsave(\"Figures/amc_retention_target_wikis.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)\n", "p" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On target wikis, opt-in retention rates were slightly below the retention rate for English Wikipedia but still were above the target of 60%. Retention rates ranged from 78.8% on Thai Wikipedia to 84.4% on Spanish Wikipedia.\n" ] }, { "cell_type": "code", "execution_count": 2019, "metadata": {}, "outputs": [ { "data": { "image/png": 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nLa2toUCgW509nzDWEyGo2kdSD9hyLh6ekJAGq1mjlRrVYDgLe3N/v6e3uN9o4K\ncvWLjIzct28faWO3d+/eyMhIAPDy8upJ/AihPjYgErszZ84AQGJiIkVRu3btAoDbbruNzCI5\nxw8//EBR1IgRIwDg3LlzzGXJdZB5SSX3+QIDA+kp5H4J8+eZoqirV6/Cze3eSFVbtmxhFmO5\nrLVff/0VAEaOHElPSUxMBIBffvnFoiR9KW9ra5NKpXw+/+zZszweTyqVkicvFtd60hnWOkFk\nQy6X83i80NBQ8t/77rsPAPLz83k83sKFC8nE2NhYHo9HHszZJJPJ4Oa7DiTX/OWXX1hGNWvW\nLABYvXo1cyJ924+e0qUvzqK2VatWAcCsWbMsilnEsGrVKuZSK1asYB5+JCQ6D6Yo6u677waA\ndevWsY+Q5cZaYxMhxe4UsKmrB5416yOBcnge/eUvf+k0nm5sCNOLL75o8b0T5GYhs4s9RVEm\nkwkABAIB+/p7e4329nltbS1pZsf0zDPP9Dx+hFAfGxCJnV6vJ8MrNDQ0kEeW77zzDpm1Zs0a\nAFiyZMmNGzfI36YWqQO5wDFvX+l0OgDg8/n0FHLnTCAQCAQCPp/P5/PpMQjEYrFFVdXV1cz6\nWS5rjYwNRmcAFEW99957AEDnTxbrJZ8ffPBBAIiPjweABQsWWBegenbHjqKo1NRUACgpKaEo\nKjQ0NCkpiaKo9PT0kJAQquOOaVpaGnORI0eO3HPPPWFhYcwBViQSCV3ghRdeIBM9PT0zMjJW\nrVpFbrLaQzbB5lMq5pZ26YuzWRszJ7C5Gy2WKisrA4CgoCDy39raWtLgjGxOWVkZn8/38PCQ\ny+XsI2S5sSz3kkWEFLtTwKauHngUiyOBsnMeBQcHA0BhYWGn8XRjQ2gkXY6Ojq6vr7eY1Ut3\n7Jy+RgdHRV1d3QsvvBAVFSUSiaKjo9evX096nll02kAIubgBkdhRFDVt2jQA2L9/P3mMdeTI\nETL9999/B4AxY8aQO3nWfxbbvA5aTHQw3htYNfGx+Aub5bIWWltbSapaXl5OT6yqquLz+VKp\nlH4+ZR3t3r176cr37dtnc3N60saOoqilS5cCwFdffUVyC9IE8K233iK/u7t37waA119/nS6/\nY8cOeyOm0mUMBsPGjRuTk5PpWZ6enseOHbMXg0AgAACNRsOcSH7zuv3F2axNKBRaFGMTA3Op\nhx9+GAD+/ve/Ux33Zpi3ndhEyHJju7SXHGyXg4kOyrA58NgcCZTD80ilUrGMpx3659MAACAA\nSURBVEsbQrzzzjsA4Ofnd+nSJeu5vdHGrjfWyH57qY5moMnJyV0KGyHErYGS2JEW6M8//7xI\nJBIIBHTnL5VKJRQKBQIBaVJt8ViKYvdjEBQUZH2FtWazKpbLWvjmm28c/N5/88039tar1Wr9\n/PzIrwXdqdMiMNIrljlKc5ccOHCALE5aVpFHw2QcwU8//fS1114DgEOHDtHlybCozz33XGlp\nKUkyVCqVvZ8fuVy+e/fu6dOnA8C4cePsxcDyJlaXvjin3LGzXoq0iw8KCqqrqxs0aBAAXLx4\nsUsROveOXafb5WCigzJsDjyWR4LNVbO/Y9eNDaEoauXKlQAglUpPnDhhs4DTe8X20hpZbi9x\n//33Q0frZIRQfzFQEjsyEBR5eJGens6cRYbbJW3hf//9d4sF2fwYkF63S5cudRyDzapYLmth\n5syZNhK6DjNnznSwXpLCPvXUU/YKkHHseDwe3TGzS9RqtUQiiYyMfO6550QiEcmhjUajn5/f\nvHnzJk6cKJFImM+PyJ5njt+xf/9+xz8/CoUCHLbpJq3H1qxZw5xI7n90+4uzqG316tXgsI0d\n+Y4s/lQgT9aYLdiojiOQjH4yY8YM5iw2EbLcWGssI+x2PtTVA4/lkWBz1ezb2HVjQ8g+EYvF\nBw4csFdm48aN4Lxx7HpvjWy2lzh79ixpxnf69Gn2kSOEODdQEru2tjb6qdZLL73EnPXSSy+R\n6SKRyPpRDpsfA7pH3tNPP52Tk9PS0qLVaktLS7/66ivmCAU2q2K5LFN1dTWfz5dIJAqFwmJW\nU1OTWCzm8/nMFkidXsqtC2zYsAEAeDzeE0888ccff7S0tBiNRoVCcf78+Y0bNzq4VUaQB9+h\noaHMEbDmz59PRmKzyF1Iu6vly5c3NjYqFIqdO3eSvqLMkDIyMrZt21ZVVWUwGGQy2fLly8Fh\nm3fSUdTDw+OTTz6pq6urq6v7+OOPSd7Q7S+OWdsnn3zi4eEBN7fEt6ic2VlVJpMxO6uSzjo0\nMs4OsX//fuYsNhGy3Fh7e6nTCJ2V2HVagM2RYK9aZq/Y3NxcB71iuxokybFEIpHFV2NBLpeT\nG67M90AAgI+Pj4N+Qn2/RgfbO3369EOHDpHXXWzbto3cLZ4/f36XgkcIcW6gJHZUx30RsHp4\nQb/omjkkLI3lj8FHH31kcwwtZjF7l1Q2yzKRMUSYXSmZSEfUDz74oNP1Oi7w3nvvkTZY7AOj\nrV27lhRj3g0i4+4CwLvvvmu9OUyLFy+2uess0D1grJnN5rlz51qUtzm0G/svjrynhOnee++1\nHsuaWfmCBQusq33kkUcsotVqtaSTRFxcnEXTMTYRst9Ya2witFkPm8o7LWNRgM2R4KDa9evX\n22yi18MNsbnnCbqPC0HaHjA5eHNrX67RQZ2Oy4wfP57NSOkIIZcygBI70h8WAGpra5nTa2pq\nyHSbb86xeRW2OfH8+fOLFi2KjIwUi8VSqTQxMfHVV1+l38FgbymWyzKRAWzt/TVPeicw2zuz\n/CGxnl5WVvbyyy+PHj3ax8dHIBAEBASMHz/+tddey87OdlAbRVFZWVmkzlOnTtETq6qqyESL\nAWWMRuP69euHDRtG3pqwatUq67cmnDlz5qmnnoqJiRGJRKGhodOmTWMOtGaTTqdbtWpVTEyM\nWCyOjo5euXKlvZcxsPzi9Hr922+/HR0dLRaLY2JiVq1axebNE//617/S0tKkUqlUKk1PT//s\ns8+sUzeKoshAZfaeoHUaIfuNtcAmQvanQFfLWBRgcyQ4rvbEiRPz588PDQ0VCoVBQUFz585l\ntubs3obYyYgArNIsiqIOHjx46623ent7e3t733rrrcz3XhBkOBJm35TeXqPjOpllDh06dOed\ndw4aNMjT05O8r9biCEcI9Qs8yuF1BCFE7gP13ply+PDh22+/3cvLq7a21sfHp5fWglzBqVOn\npkyZ8vrrr7///vtcx4IQck+2H/EghPrGv//9b9JD4tFHH8Wszu3t378/MjLS3ivyEEKo5/CO\nHUKd6L07dnSbMA8Pj6KiopiYGKevArmUESNGrF+/3rpNJEIIOYuj4U8RQr1NKBSOGjVq/fr1\nmNUNBKWlpVyHgBByc3jHDiGEEELITWAbO4QQQgghN4GJHUIIIYSQm8DEDiGEEELITWBihxBC\nCCHkJjCxQwghhBByE5jYIYQQQgi5CUzsEEIIIYTcBCZ2CCGEEEJuAhM7hBBCCCE3gYkdQggh\nhJCbwMQOIYQQQshNYGKHEEIIIeQmMLFDCCGEEHITmNghhBBCCLkJTOwQQgghhNwEJnYIIYQQ\nQm4CEzuEEEIIITeBiR1CCCGEkJvAxA4hhBBCyE1gYocQQr0oIiLC4oODMggh1EOY2CGEEEII\nuQlM7BBCqBfV1NQ4pQxCCLGBiR1CCLWrq6t76623hg8fPnHixLVr1+p0OjI9IiJCq9WuWLEi\nJSUlIiKiqKgoIyODuaBCoRg/frzRaGROzMjIKCkpsfeYNTs7OyUlZdu2bYCPYhFCzoOJHUII\ntbv33nuTk5MvXLjw448/VldXb9y4kZ61fPnysWPHnjx5sqamZtSoUd7e3mfOnKHn7t27t7m5\n+dChQ/SUM2fO+Pv7JyQk2FzR0aNHn3/++S+++OKxxx7rvc1BCA1AmNghhFC7rKyshQsXenl5\nDR069P333//555/pWSNHjrzvvvsGDRpE/vvQQw9999139NydO3e+++6733//PT1l+/btixYt\nsrmWH3/8ccOGDXv27Jk0aVLvbAdCaODCxA4hhAAAdDrdRx99NHXq1Li4uIiIiFGjRjGbvt1x\nxx3MwvPmzTt69GhzczMAlJSUGI3GBx544MaNG7W1tQDQ3Nx88uTJe+65x3otX3zxxZEjR3bv\n3j1kyJBe3iCE0ECEiR1CCAEAvPvuu9nZ2Z999llBQUFNTc21a9eYbeYGDx7MLOzj4zNz5sxd\nu3YBwI4dOx544AEAmDdv3g8//AAAu3btuvvuu6VSqcUqjEbj5s2b16xZ4+np2evbgxAakDCx\nQwghAICff/55w4YNSUlJJOuqqKhgzhUKhRblydNYo9G4b9++efPmAcC8efN27txpNpu///57\nm89hhULhihUr5s2bd+XKlV7bDoTQgGZ5qUIIoYFJq9VKJBL6vzt27HBcfvLkyVqtdv369SNG\njAgNDQWAsLCwqKioDz/80NPT0163iYULFwYGBj700EOfffbZ+PHjnRg/QggB3rFDCCFixowZ\nK1eurK+vb2ho+OKLL6qrqx2X5/F4Cxcu3Lx5M3kOSzzwwAMff/yxvW4TxKxZs7744ovnnnvu\n119/dU7oCCHUARM7hBACAFi7di0ATJ8+PSMj4/Lly8yxTuxZsGCBl5fXnXfeSU+56667goOD\n586d63jBsWPH/vDDD6tWrdqyZUsPw0YIISYeRVFcx4AQQgghhJwA79ghhBBCCLkJTOwQQggh\nhNwEJnYIIYQQQm4CEzuEEEIIITeBiR1CCCGEkJvAxA4hhBBCyE1gYocQQggh5CYwsUMIIYQQ\nchOY2PWUwWBobGzkOgoAAIVCIZPJdDod14GA0WiUy+VcRwEA0NLSIpPJNBoN14G0a21tValU\nXEfRTqlUymQypVLJdSAAAHV1dVyHAACgVqtlMllbWxvXgbTTaDTNzc1cR9FOp9PJZDKFQsF1\nIO30er2LXHsBwGg0ymSyhoYGrgMBAGhubnaFi57ZbJbJZC7yWwAAFEW5yHWGqKurk8lkvVEz\nJnY9pVKpSktLuY4CAOD69es5OTmtra1cBwI6na6oqIjrKAAAKisrc3JyXOenqKamxnUuc3V1\ndTk5OS5ypcvLy3OFt+DI5fKcnJyamhquA2nX1NRUWVnJdRTtWltbc3Jyrl+/znUg7VQqVVlZ\nGddRtNPpdDk5OSUlJVwHAgBQXl7uChc9g8GQk5NTWFjIdSDtzGZzfn4+11H86cKFC7m5ub1R\nMyZ2CCGEEEJuAhM7hBBCCCE3gYkdQgghhJCbwMQOIYQQQshNYGKHEEJooMtsbvmgsqZSy/2o\nAgj1kJDrABBCCCEuZbW2zcorNAN8Viu7PD5dzOdxHRFC3Yd37BBCCA1oexuazAAAUKHVHVG4\nysCBCHUPJnYIIYQGtNMtfw7/ubvBVQY9Rqh7MLFDCCE0cBkoKofx/pX9DY1GFxgrG6Fuw8QO\nIYTQwJWnVKlNZvq/jQZjZnMLh/Eg1EOY2CGEEBq4zrRYvhp4txyfxqJ+DBM7hBBCA9cZq/dr\n75bj01jUj2FihxBCaOA622p5x67BYDjRYpntIdRfYGKHEEJogKrV6cs7BiWeGxRAT8ensaj/\nwsQOIYTQAHWGcbvu/8JCRnpKyefd8kYzPoxF/VNfv3ni6tWrhw4dOn78uFqt/umnnyzmzp07\n12IKs4xcLt+6dWt+fj5FUampqU8//XRQUFCvR4wQQshNMRO7ST6DHggOWlNRBQB1ev3p1tYp\nvj7chYZQN/X1HbuNGzf6+fmtX7/eXoGfbkZP12q1b731Vlxc3NatW7/++uu4uLgVK1bodPhe\nP4QQQt1E95yI8fAIE4vnBwfSs/BpLOqn+jqx27x588MPPzx06NCuLnjw4MGEhIQFCxZ4e3t7\ne3svWLBg+PDhhw4d6o0gEUIIuT29mcptU5HPk3wHAUCKt9eIjqexu+QN+DAW9Uf9po3duXPn\npk+fzpwyffr0rKwsruJBCCHUr+UqlVpz+9DEk3wGkQ/3B7XftKvW6bOsOswi5Pr6uo1dpxYv\nXtzW1ubj45OcnLxw4cIhQ4aQ6ZWVlTExMcyS0dHRVVVVXMSIEEKo37NoYEc+zA8O/GdlNfm8\nW944sWM6Qv0Fj+JoGMa5c+dad55Yu3btvHnzhg0b1traevr06R9//HHVqlWxsbEAMG/evF27\ndgkEArqwyWR68MEH9+zZQ09pbW2977776P/6+vo+99xzvbwdQFGUyWQSCrlPkU0mk9lsFgqF\nPB6P20hcbZ8IBAI+3yVuTptMJh6P5zrBmM1mPp/PPK24YjAYRCIR11GA2Ww2mUyuc8CYzWaK\nolzhCwIAiqKMRqOLHDDgjOvMOqHHCYEQACRA7dGp6K16QuIlAx4AhFLm/+jVLK+nBoOBx+O5\nyHXPFa4z5IABAFc4tQkXuc4QBoMBurtzZs2a5eA05P4QZFqxYgX5EBQUNHfuXJFI9L///e+d\nd95hX0MrYwxxgUBAdlwf6LMVdYqcSK7AdfaJyWQymUxcR/EnlwrGbDabzebOy/U+PGDscZEv\niHCdA4boyWFTLPYkH4aZTGaDgd6qiTzdXrEHANzg8UtM5ngz24OBoiiXOoy5DqGd6+wTcLFg\noHfica3EzsKkSZO++eYb8tnb27utrc3Pz4+e29raOmjQTTfJfXx8srOz+zREgObm5qKiosmT\nJ/fxeq3l5ubW1tZOmDAhODiY20hUKlV2dvatt97KbRgAUFBQUFFRkZaWFh4eznUsAADFxcVS\nqTQ6OprrQAAArly5UlJSkpCQEB8fz3UscODAgdmzZ3N+s7mioqKgoCA+Pj4hIYHbSIiamprG\nxsbk5GSuAwEAkMvlWVlZ4eHhaWlpXMcCAKBQKEpLSydOnNi9xWt0+oYz58nnu2Oi746NomcF\ntbbtzb1IPtcnjHqZMcselUqVmZnp5+c3ZcqU7sXjRHl5eSEhIZxf9HQ63eHDh728vCzax3PF\nZDIdOXJk9uzZXAfS7rfffjObzXPmzHF6zS7xuIGNyMjI69evM6eUl5d3o3ctQgghdIrx0rBJ\nNzekm+AzKNJDQj7vwkFPUH/j0ondiRMnRo4cST6PGzcuMzOTOTczM3PChAlcxIUQQqh/Y/ac\nmHBzYsdj9I0t02jylao+jQyhnnGhxG7FihWnTp1SKBQmk+nGjRs//vjjjh07Fi9eTObOnj27\nuLh4586dSqVSqVTu3LmzpKTktttu4zZmhBBC/RGd2MVLPULFlg3YcaRi1H/1dRs75kvD6M+k\ne+yCBQt+/fXXzz77TK1W+/n5JScnv//++xEREaSMVCpdt27d1q1bn3rqKQBISUlZu3ath4dH\nH8ePEEKov9OZzXkd9+Em+dh4b9hkH59wibhWpweAnfKG1TGRfRofQj3Q14md9RAntOTkZMdt\nhENCQpYvX94LQSGEEBpAstuUOnpoYl8bI9XxeTAvKHBzjQwAStWaIpV6lJdnn4aIUHe50KNY\nhBBCqA8wG9hNtjMEMfNpLHahQP0IJnYIIYQGFjqx8xIIEu3cipvq6xPS0fZudwMmdqjfwMQO\nIYTQwEK/BHaCj7fQzuiJAh5vXkff2ItKVYla00fBIdQzmNghhBAaQMq1uhqdnnye5PBVsMyn\nsXvxph3qJzCxQwghNICcaWUOTWyjSyxtup9vUMerPHHQE9RfYGKHEEJoADnT0v4clgcwwcfb\nQUkhjzc3KIB8zmlTXtVoez04hHoMEzuEEEIDCN1zYrinlL4hZ8/8oD+fxu7Bp7GoP8DEDiGE\n0EChMZsvquihiR01sCNuC/DzF7YP+IpPY1G/gIkdQgihgeJ8q1JvpshnNomdiMe7p+Np7LnW\ntgqtrheDQ8gZMLFDCCE0UDB7Tkz2ddRzgkY/jaWwbyzqDzCxQwghNFDQDex8hIKRnlI2i8wO\n8PMRCshnfBqLXB8mdgghhAaKrFYl+TBh0CCBnaGJLUj4/DkB7U9jT7e01naMgYeQa8LEDiGE\n0IBwVaOt03cMTezbeQM7Gj1SsRn7xiKXh4kdQgihAYF+Dgvsek7Q7gzw9xLg01jUP2BihxBC\naECgEzsewISuJHaeAv5dAf7k8x/NLTI9Po1FrkvIdQC9yGw237hxo7fXolKp9Hq9TCbr7RV1\nSqPRAEBTU5PRaOQ2Ep1OZzQaXWGfqNVqAGhubuaxa0zT21QqlcFgcIU9AwBtbW3kX1eIh6Io\nmUzG+dfU0tICAEql0hX2CQA0Nzer1WoXCaa1tRUANBqNi8TTjWvvHx1PUYdJxFq5vEubMVMk\n+BEAAMwA265ef8zvph61Op0OAFzk7NZoNAqFgvOzyWAwAICL/BYAgNlsNpvNLhIMAFAUBQDd\niycsLMzB9+vmiV1tbW1vr0Wv1+v1+j5YUae0Wi0ANDY2KpVKbiMxGo0Gg8EV9olKpQKApqYm\nkvVyTqlUCgQCcr3jHDlOWltbzWYz17G0J3ZcR9H+l4BSqXSFoxcANBqNi1xeoCN30Wq1LhKP\nwWDQ6XTsg9FQVHFHv4eRZlNXt2IURUkAyCh2exqaZqpvusyaTCYAcJEvS61Wm0wm8ovAIbJP\njEajK+wTAKAoqm+yApYoiqIoqnvxhIaGDtDETigUpqen9/Zampubi4qK+mBFncrNzdVoNMOG\nDQsODuY2EpVKlZ2d7Qr7pKCgoKKiIjY2Njw8nOtYAACKi4ulUml0dDTXgQAAXLlypaSkJCIi\nIj4+nutY4MCBA2lpaZzfY6ioqCgoKAgLC0tISOA2EqKmpqaxsTE5OZnrQAAA5HJ5VlaWv79/\nWloa17EAACgUitLSUvbXmczmFlNeIfl8T2xM+uDQrq7xzsKSfQ2NAJBjpiKTk4MZryNTqVT1\n9fVeXl6ucN3Ly8sLCQnh/KKn0+kOHz7s4eHhCvsEAEwm05EjR1wkGAD47bffzGZzb8SDbewQ\nQgi5vzMtf/acYDk0sQW6b6yRon5qaHJOWAg5GyZ2CCGE3B/dc8JPKBwhZTU0sYV7gwI8+O0/\nmtg3FrksTOwQQgi5OQogqyOxm+gziN+tZ/6DBIJZ/n7k8xFFc5OB425qCNmEiR1CCCE3V6bW\nyDs6LXVpBDsL9NNYA0X90ohPY5ErwsQOIYSQm2MOTTy5K++csHBfUIC443bfbnwFBXJJmNgh\nhBByc3RixwcYN6j7iZ2fUDjdz5d8PtjU3Go0OSE4hJwKEzuEEEJujk7sEr08fYWCnlQ1PziI\nfNCZzfg0FrkgTOwQQgi5szaT6ZJKTT5P6tZAJ0zzggKEPHwai1wXJnYIIYTcWVZrm4miyOee\n9JwggkSiWzveJ/Zbo0JpwqexyLVgYocQQsid3dRzoseJHTCexmrM5t+aFD2vECEnwsQOIYSQ\nO6PfOREoEg7z7M7QxBbuDwoU0E9jcaRi5GIwsUMIIeS2KICstj+HJnbK24hDxaJbOsZM+bmx\nSW0yO6NWhJwDEzuEEEJuq0StoV8RMcmnpz0naPOD2p/Gqk3mgwp8GotcCCZ2CCGE3NaZllb6\nc0+GJrYwPziQ/vnEp7HIpWBihxBCyG3RPScEPN64Qd7OqjZCIp7YkSb+1NCkNePTWOQqhH28\nvqtXrx46dOj48eNqtfqnn36ymCuXy7du3Zqfn09RVGpq6tNPPx3Ucbu707kIIYSQBTqxG+3l\n6S3o0dDEFuYHBZ1uaQOANpMps7XNw4lVI9QDfX3HbuPGjX5+fuvXr7eepdVq33rrrbi4uK1b\nt3799ddxcXErVqzQ6XRs5iKEEEIWmo3G4o6hiSf3eGhiCw+GBNJdMfYrWpxbOULd1teJ3ebN\nmx9++OGhQ4dazzp48GBCQsKCBQu8vb29vb0XLFgwfPjwQ4cOsZmLEEIIWchqVdKPSHs+NLGF\noRLJ2I5nuz8rWozglB63CPWUC7WxO3fu3PTp05lTpk+fnpWVxWYuQgghZOFM6589J5ye2AHA\n/OBA8qHFZMp36nNehLrNhRK7ysrKmJgY5pTo6Oiqqio2cxFCCCELdAO7ELEoTur8VnALQv5s\n531aKHZ6/Qh1Q193nnBAqVQOGnTTX1Q+Pj5tHQNLOp5LqNXqpUuX0v/19va+//77ey3edkaj\nUaVSnT17trdX1CmyN0pKSq5evcptJCaTSa1Wu8I+USqVAFBWVlZZWcl1LAAAKpWKz+fX1dVx\nHQgAgFqtBoDKysqGhgauYwGTyeQKN+C1Wi0A1NbWNjc3cx0LAIBOpzMYDK5wKgGAwWAAgMbG\nRteJx/F1xkzBaV37i1xHmIy9FPYwHpRRAABnhKIWpdIVdk5bW1tLSwvnFz2z2QwAWq3WFfYJ\nAFAUZTT21mHQDWazmaKo7sUzfvx4Pt/ujTkXSux6zmg0njt3jv6vv7//1KlT+2bVrvDTSLS0\nuEobXtfZJ21tbRZ/A3BLpVJxHcKf1Go1yfA45zoHjOvsE4Kkmy5Cp9O5VK81B4dNBV+g9Gzv\nMBGrUTe09MpunCD2KBNLAaCNx8+jIMU1DmOdTuciFz2TyeQ6pza40nWG6F48FEU5mOtCiZ23\nt3dbW5ufnx89pbW1lb5L53gu4eXltW3bNvq/AoEgNDS0l6OGtra269evJycn9/aKOlVSUiKX\ny5OSkvz9/bmNRKPRFBcXp6WlcRsGAFy5ckUmkyUkJAQHB3MdCwDA9evXJRJJeHg414EAAFRV\nVZWXl0dHR9vszNTHTp8+PWnSJB6P4+bnMpnsypUrQ4cOjY6O5jYSor6+vqWlZdiwYVwHAgCg\nUCgKCwuDg4MTEhK4jgUAoLW1taKiYvTo0fYKXGtUQGUN+bwwMXGyt2dvhDFYq/u2uIx8Pi/1\nWjKG+9+Cy5cv+/v7c37R0+v1WVlZUql07Nix3EZCmM3mrKysSZMmcR1Iu1OnTlEUNWXKlG4s\n6+B2HbhUYhcZGXn9+vUxY8bQU8rLy+mfHMdzCYFAMHLkyL6JlkZRlEAg8PX17eP1WhOJRADg\n5eXFeTBCoZDP53MeBgCIxWIA8PT0dIVgAEAikUilUhcJRi6XA4CHh4crxMPj8Xx9fTlP7MgT\nWIlE4gr7BACUSqVGo3GRYPR6PQCIRCIXicdsNguFQgfB5MnqyQchjzc1LMSrdzo3pPtCUmVN\noUoNACd4fG8fHwHXh7FIJHKFix65s+sivwUAYDKZyHWG60Da8Xg8iqJ6Ix4X6jwxbty4zMxM\n5pTMzMwJEyawmYsQQggxne3oOZHi7dVLWR1B941touAk4w1mCHHChRK72bNnFxcX79y5U6lU\nKpXKnTt3lpSU3HbbbWzmIoQQQrQmg7FErSGfe2OgE6YHgv/sG/tU6ZVKrQu1QUQDUF8/ip07\nd671Z/JuMalUum7duq1btz711FMAkJKSsnbtWg+P9g7qjucihBBCtKy2Nrp5eW8ndklensme\n0otqDQBc1Win5RVmpiZFeUh6daUI2dPXiZ31+2GZQkJCli9f3r25CCGEEHGm5c8+oZN8ezex\nA4D/xUXPuFjUxOMBwHWtdlpeQWbq6GjM7RAXXOhRLEIIoW6gAHLalPSTRwSMoYnDxOKY3n+2\nE+8heVfTFtTRa6Jcq5uWV3BN40Lj1KCBAxM7hBDqr2p1+ncrqodn5YzNyR91LvfNaxVmR+Nb\nDRQmijrXMYpbbz+HpUWYTZ8KqCGS9vdPVGh10/IKr2Juh/ocJnYIIdTPGChqX0PjPQXFkWez\n37pecUWjBQAK4P3K6rmFRS1GE9cBcuySSt3asRP64DksbQhAZurooZL2J7BVOt20vIIyDd5J\nRX0KEzuEEOo3StSa16+WDz1zfl5hyS+NTSarAeh/bVRMzM0f4MkE/RwW+vCOHREv9TiWmhTZ\n0bquWqefnld4GZ+Soz6EiR1CCLk6pcn0TV39lAsFI8/lrq+quaE3MOcGioQPhQQJO8bFLVFr\nJuRcPNjkEq+75QSd2In5vPRB3n289lipx7HUJLrnRI1OPz2/sBRzO9RXMLFDCCHXVWQ0PXv5\navjp80+WlJ26efBbPsAsf7//JgyrnDju+1EjjqYkhYhFZJbCaJxTUPR+ZTUXIXPvdEeX2FRv\nL6nDly/1khgPj+Opo+Ok7Z02anX6W/MKyNspEOptmNghhJDLURiNX9XW3V5Z+3Cr+qvaujbT\nTc3mIiTiNyKHlE1IP5ySuDgsxFPAB4Cpfj5nxiQnebW/EdVEUW9eq3ik6LLGbOZgA7jTYDBc\n6XgSPdnHh6swIj0kmalJ8R253Q29YWZ+YQHmdqj3YWKHEEKuwkRRvzUp3Hq4IgAAIABJREFU\nHrhUEnb63LOXrxbp9My5Ej5/YUjQweTEyonj3ouNipVajuIRK/U4nZZ8b1AAPeX7evn0vMLa\nm+txb2db/xyaeGLfNrCzMFQi+Z2R29XrDbPyC/G+XW/Qmc2f1shuuXDxmdIr9Tc3VBiAMLFD\nCCHuXddq/3G9Mvps9l0Xi3bLG/U3D1sy2stzU3xMzaRxP4wacXuAH9/+W+YHCQR7EkeuiBpK\nF8lqbRuXm3+uVdmL0bsSDntOWBsqkRxLHT1MKiX/rdcbZuQVXlSquI3KnRgoaovsxvBzuX8r\nu3a6pW2L7Mao87nbbtRzHReXMLFDCCEuGSjqkaLL8Wdz1lRUVd98a20Qn/eARHQuPeXiuDEv\nDQkPFLF6VxCfB2tiInckjiCPaKGjjdcA+bWj3zkRIRFHusC7HyIk4mOpSSM823M7ucEwM/9S\nHuZ2PWamYNuN+pHncp+5+f28jQbj4uKyOy8WVQzUl/ZiYocQQlxadrX8+3o5sx0cD2Cqn89/\nE4blxkS+7eUxrlv9Oh8MDjo1Jpl+Y6nWbF5cXLbsarn1CCnuxEhR59ra701yfruOFi4RZ6Ym\nJXTkdg0Gw6z8wguY23UXBbBL3jg6+8Li4jJ7Q0AfaFIknb/waY1sAA7ZjYkdQghxZkd9w8fV\ntfR/B4vFb0YOKZ2Qdjx19OKwEKmDZ64spHp7nUtLyfD9swPBhqqauwuKm43GnlTrygpUalVH\nR5NJ3PWcsDZYLM5MTRrV0bWl0WCclV+Y0zZQno870S+NTWnZeQ9eKilitFYU83lLIgaXjE97\nPmIwndYoTaa/lV3LyLtYNMDaNWJihxBC3ChWa/5SeoX+78b4mMpJY/8ZG0U3yeq5ELHoSErS\nM+Fh9JQDTYoJuRfddVi1M4wRYfrynRNshInFv6ck0d2WmwzG2/IvncfcjrUjiuZJuRfvKShm\nPsgW8nhPDQ69PD7902GxIzylm4fFHh8zmr45CgCnW9rScvJXl1fpB8y9O0zsEEKIA0qT6YFL\nJcqO20t/GRz6ypBwepBhJxLzeV8Oj/tyeJyoo/LLas24nPyfGpqcvi7One7oOSHh89O8vbgN\nxlqoWPR7alJyR2AKo/G2/MKzjN4eyKYzrW2z8gtvy7/E3Fd8gAeDgy6NG7N1RHwUozHlFF+f\ni+PGvBcbJe644a0zm1eWV467cLGENyByngGxkQgh5GqeKr1CPyFK8fb6ZFhsr67umfCw31P/\nHMG4zWS6r7D4nfJKN7uJQQ9NnD7IS8LF0MSdChaJjqUmje1oN9liNN1x8dIZzO3suKhULbhU\nOjn34lFFCz2RB3B3YEDO2NSdiSOGe9q4vS3i8d6IHJKdnjre58/2qZfUmldE0mcvX1Wa3Pxl\nyqz6WPVTFEVpev+FiVqt1mw2q9XcP8I3mUwAoNPpOA9Go9G4yD4xGo3gGvuEMBgMAoHAdYIh\n/7pIPGq1mtcL96u6RK/XQ5/sk0/r6nfWN5DPfgLB9tgoSqu1XqVerzcajc4KJk0kPDFq+ENl\n1y+o1ABAAawqrypqU34WHUn3n3VAp9MBgMlkcpEDRqvVWgQjNxiva9ub0o+VSvsyTvJbw/K6\nJwHYPzx2bsmVHJUaAFqMptvyL+0eHpvhpLefGY1GV7jokbOJoqjuRVKi0a6rqdvbpLD422O6\nz6DVQ8PTvDwBwHHNcTw4OmLYf+QNf6+qJckcxeN9VVt3qFHxSfTQma7xpL57O8fT09PBXB7l\nvj2kDAbD2bNne3st5BTy8uL+nr9arTYYDF5eXkIhx/m62WxWqVSDBnF/2mg0Gr1e7+npKRKJ\nuI4FAECr1fL5fLFYzHUgAAA6nU6r1Xp4eEgk3A8J0dra6uMCTd31er1Go5FIJB4elmP/OtEl\n4P3NzDNQAAA8gLV8c4adhNZgMBiNRqnzmtwBgAbgXTPvOPXnKocB9S6fCu0sqTYajSqVSiQS\nOf5R6TMmk0mr1TKvvScoeMvcnqGu4VO38vru181sNre1tQkEAm9vtsmZEuA1M6+444vwAHhf\nQI0BJ8Ss0WiEQiHnFz2yT/h8fld/C2QA2yn+L2aweGXKaB48zTOndv2vPxnAejM/++ZdO50H\nr/LNvl2uzGlaWloAwNe3OyHccsstfPs3pN05sesbzc3NRUVFkydP5joQyM3Nra2tnTBhQnBw\nMLeRqFSq7OzsW2+9ldswAKCgoKCioiItLS08PJzrWAAAiouLpVJpdHQ014EAAFy5cqWkpCQh\nISE+Pp7rWODAgQOzZ8/m/I5dRUVFQUFBfHx8QkJCL63iht6QlpNHvwpiRdTQNTGR9grX1NQ0\nNjYmJyc7NwYKYFV55eryKvrqP1gs3pOU4Pg9DXK5PCsrKzw8PC0tzbnxdI9CoSgtLZ04cSI9\n5c1rFfTrcasnjYuQ9N1fUCqVKjMz08/Pb8qUKeyXUhiNt+dfyu7oP+EtEHw/avjdgQGOl+pU\nXl5eSEgI5xc9nU53+PBhLy+v6dOns1ykXKtbVV757Q258ebMZLLvoLUxUdP9up+GUQBba2Sv\nll1j9lUJE4s/HRb7QHBgt6vtid9++81sNs+ZM8fpNbtiEwSEEHJLRop6qKiUzupu8/dbFW03\nq+s9PIB3oiN/TEzwFgjIFJlePy2v8Nsb8r4PxonOtLZ3iY30kPRlVtdt/kLh4ZREuh2Y0mS6\np6B4Wl7hSUbf3gFCZTK9WHZtxLmc/9TVM7O69EHev44edWpMck+yOgDgATwZFvKVXjUv6M80\nrk6vf/BSybzCEjd75x4mdggh1Efeul5xrLm9DXikh+S7UcN7NlBdj8wPDjw1ZnR0R3dCndn8\nePHl/f22q6yBorJdb2jiTvkJhYeSk5j3So83t2RcKLjzYtHAGQmlVK2ZkHvxXzUy5ogkSV6e\nuxMTzqen3BXo76wVBVDUnqSEXYkJYYz2MPsaGhPPX9giu+E2jy8xsUMIob6wt6FxfWUN+Szh\n838clRDEdSuoZG+v8+kpt3bcCzEDPFp8Obt/5hP5SpXa1N4oqx8ldgDgKxQcTE5k3kkCMtxg\nTv68wpICdx9cd7e8cXxu/iXGZg6TSrePHJ4/dsz9wYG98YfP/ODAovFjnhz8Z7PSZqPxmdIr\nM/MKr9h5j0X/gokdQgj1ujKN5omSMvqWwEfxMcyBGDgUJBIdTkmkmxmpTKa5BcWV/fAlm8wR\nQ1zqnRNs+AgFe5ISTqclz/D/84EjBbCvoTH1/IWHi0rdckBpI0W9dvX6g5dKWo3t44/4CYVb\nR8QXjR/zSGhwr97M9hcKvx4RfzglMVb6ZzepzOaW5PMXPq2R9fdbd5jYIYRQ71KbzPMLS1o6\nfr0WhQb/lfEqCM6JeLz/jRxO3+WS6fVzCoro39r+4kzHCHZSPj/V9YYmZmOSz6CjKUm/pyZN\nZozEYQb4ob4h6fyFJ0rK6MFc3IBMr5+RV7ixqpbOolK8vc6npzw1OLQ3hum2aaa/X8HYMa8O\nDRd0rFFjNv+t7Np9hcWNhn782j1M7BBCqHc9X3aVfqA22svzy+Hcd0O2IOXzfxo9kn6VWaFK\nfW9hcf96BdOpjp4TYwd5izlsuthj0/18T41JPpySOJYxrJ2Rov5TVz8iK/fZy1dr+n9L/xMt\nrenZ+ScYfUQWhQafHpMcL+3FYYZs8hTwP4yLyU5PSWPs7Z8amhLP5x5qau7jYJwFEzuEOGag\nqNMtbQr3fS/7APdZjey/dfXks69QsDspgc1owH0vSCT6afRI/45RMI81tywpu8ptSOzJ9Hr6\n8bHjQVv6i1n+fufSU3YnJtDvlgUAA0V9VVsXn5XzypXr9XoDh+F1GwWwoapmRl6hTN+enkr4\n/C+Hx20bOZzD8yLV2+tsWvKKqKH0rbsbesNdBUUryytN/XBIOFe8viA0cFRqdWNz8m+5cDHm\nbPYn1TJjP7yIIAeyWttevVpOPvMAvkkYNsypow07V4KndE9SAn27a4vsBj0snIujn8MCwCTX\neKNAz/EA7g8OzB87ZvvI4cwXZ2nN5k3VtXFZOcuvVTT1qyeGrUbTg5dKll0tpy900R6Sk2NG\nP+MCLRNEPN6amMjDKYn0QDkmilpdXjU9r7BK18+anGJihxBnstuUE3MvXlSqAKDFaHrpyrWx\nOfmnBt4QVu6qwWBYUFSqM7d31VwWGWHR89EFTfPz3TI8nn6QufxaxY/yBi4DckgNUKbRnGpp\n3SVvpCf2ry6xneLz4JHQ4Evjxnw9Ij6a8ap7pcn0z8rq2Kzs1eVVbf3h5aeFKvW43PzdjG/q\njgD/7PTUsU56kZpTTPfzzRubyhwj+kRLa2p23r6GRgdLuRp3flcsQq5sX0PjouIy1c1X5Hyl\nKuNCweNhIe/HRtPva0f9kYmiHim6TD8fnObnuy4mituQWFocFnJVq11dXgUAZoDHi8uGSCR9\nny3pzOYGg7HeYKjT6+V6g9xgqNMb5AaD3GCo1xtu6A31er2OoiArl7lUjIdHmGu8ss+5hDze\nk4NDF4WGbJXVrauspgfUbTGaVpZXflJT+/rQIUsiBrvmU34A2H5D/uzlq/Tljg/wj+jIt6OG\numBjSNIm4ZPq2jeuVZC/ypoMxnmFJS9EDN4QF+1h/0VergMTO4Q48FF17dIr1+k3IYZLxI0G\nI7mIUAD/qavf39C0JibyufAwAddv2ULd80551WFFe+PrcIn4h1Ej+qyvX8+9Ex15TaMlL6LQ\nmM33FhSfTUvu1cxuf0PTwSaFTG9oMJAcTt/SrW65bvMc1iYxn/d8xOAnBod+XlP3XmW13NDe\nzK7RYHzjWvlH1bUroob8NXwwt0FaMAJvSdm1zTUyekqgSPjtyOF3BDht2GGn4wG8NCQ8w9fn\n4eLLlzsGmtlcIzvZ0vr9qBEjPV23NQXRD3JPhNyJiaJeKLv2KiOrm+QzKG9s6sWxqbMD/Ohi\nCqNxSdm1cTn5Zxmjc6H+4tdGxbsVVeSziMfbOWpEaL+6/8oD2Doifqpf+2hwcoNhTkFRc+88\n72s0GBcWld5XWPx5bd2+hsaTLa2lak33sjp/ofCVIS7xVuheJeXzXx0afm1i+tqYKLqzCwDU\n6fVLyq7NvnipwWWa6jbw+S/xhMysbtwg75z0VFfO6mhpg7xz0lMWh4XQU/KVqnE5+V/LbnAY\nFRt4xw6hvqOiqBfkTZnqPwejWhAS9N+EYR58frBIdCA5cbe88dWr1+nndxeUqsm5F58cHPrP\n2Khgrt9SgFi6rtU+VnyZTtw/iIu+xbefjZcLABI+f2/iyEkXLpI7FiVqzRNVsqXg5JuOvzUp\nniq5QneQ7JS3QBAmFoWIRcEika/ZLGhtTY2ODhYLw8TiYJEoTuoh7Q9PypzCWyB4K2rICxFh\nH1bVflxdSzezO6JozuXzPvZWL+I2PoCjLa0vS31aGMfMs+FhH8fHSPrPd+QtEPw3Ydht/n7P\nX75K9rDKZPpL6ZUjiuYvhsf7CgVcB2gbJnYcO6poXldRHS/1WBMT1b/+pkddVa3TL2pqLWXc\nivh75JB1sVHMn8r5wYF3BPitrajeWF1DRhGjAL6W3djb0LguJuqZwWHObZJiBDij1X925fr5\nNuXtAX4roob2m4eFrkprNj9wqZQevGZBSNDL/fYeUoBI+P9Gj5qYe7HBYACA/8/encdHUd6P\nA/88M7P3brK57/skCQFBBMIhVyqIqFgE9OtVWzzagkf1W8/+aj0qrdpqtfpVrLVegKhVPLgk\n3AhCJOS+7zt737sz8/z+mM0SAoRsyGY34Xm/fPnanZ3d/bDZmf3Mc3yewxarRCr/yyi9uJnj\nHqlverujy9O4hABiJeIIkUjI0iLETJRILORwkWJRtFgUIRINHOGk0+mqq02z4gOr53GMqRnm\n2ZTEB+JjXmxpf62tw4UxAGh5fEd79ymKeSElyS8l/TDA882tf2xq5fqHH8hp6s2MtIGtX+PI\nbVERM4OUt1TUnOxfbW9zT99xk/mTSVkBsn7MICSx86ctPX23V9a4MC7SGz7t1WxMTVoXG01+\nWSek02bLdaWVrf1ZHYPQPzJS7zvfJH8FTf85NenumMgNtY07tDpho9bF3l9T/3ZH1xuZaZc+\njF3Hsnt0+o+1xt0KtaVPB6ADgEMGY4/T9Y+M1Et88cvcb2obivvP/lly2TuBV4vYK2ky6TeT\ncxaWlArLsO5lxJsc7PRLftkfjKY7KmtrbWeWyYoSi97JSl8xYDYiMXzhItFLaclrIsNvqaiu\nt9kBAAO83Nq+T2/4JCdzjCvsGFnurqraLwZMI02XST/Lzc4fn8uBCDJksh+m5T/X3PpsU6vQ\nGN9gs8/56fSTSfF/SEoMtCkggZXYXX/99YO2fPXVV57bvb29mzZtKikpwRhPnTp13bp14eHh\nYxvgaPqgu+fuqjpPOR89y95bU/9RT++mrPRArnRFjMBOrX51xZn1EFU0vSU3a9mQo0wyZLLv\n8nO2a7TraxuaB/TMzik+fVtU5MvpySPomW2w2bdrtF9rdPv1BuHKHs4ezv96e2eUWPRUUoK3\nr0wINnV2/6t//I2Spj/PzQ4K1M6a4bsqSPnv7Iy15dXC79n/OVwF3T23R42w6cWF8fPNrc81\ntw2s+3pzRPibmWlhosD6PRp3ZqiUxdOn3l9b/3F3r7DlpMk8/UTJPzPTbouKGJsYTpktq8qr\nhORSMBvwN9OnDBwLOE4xCP0xOXFucNDtlbVdTicAsBg/09R60GD8IDszVhJAc7ED7rMemMkN\nZLfbn3zyySVLlqxfvx4Avv3226eeeurVV1+VSCTn3T/A/b2t4+G6xnMHuB7QG684UfJcSuL6\nuBgyHXJieL2988G6Rs/PWDxD77giP3dANfkhrAgLXagO/lNT69/7O1kwwAfdPd9qtX9OTf5l\ndNRFrxRZjA8ZjF9rdNs12pphrCP+dGNLKMP8Ou6y7t4amWKTeX1tg+fupqz0nOH9lQPfzRHh\ndan2JxqaAQADrKuuT5JIPVMrhu+02XJ7Va1QuFEQKmL+mZG2JnIcX6IHlCCG/mhSZrrJ+Fe7\n08ZjADBx3O2VNd/r9P/ISFXSvr3MeLez+7e1Dfb+wo00QrfZLXeImQmQ1XksCVGfnD7l9qqa\nvTqDsGWvzjDt5Kn/ZGf+bMDsN/8aN2MYd+7cmZ2dvXr1aqVSqVQqV69enZmZuWvXLn/HNRJ/\namp9aEBWtzoyfH1cjOcvYeG4h+oa5/xUWta/uKSvNdkdlvFQ33Lc4TB+sK5xfW2DJ6ubLKK/\niIkcZlYnUNL0X9KSS2ZcsSgk2LNR42Lvqa6b/VPJif5ev0H0LLu5p+9/KmuijhxfeKrs5db2\nc7M6GqE8nv29WlV11bSnB7TSra9t8FzxE8OkY9lV5dWen7QH4mMnWLLyeGL8rf3fQAfPryyv\nHM51ggeH8YstbTOKSwZmdUtDQ0qvvGKCfVCBYKWY+TYhdvKA88y/u3quPFlyasCHP4p4DF9r\ntIUl5b+qrvMcAlFi0bc5matcjonXPhErEe/Oz3s+JYkZsP7YstPlv29ocgXGfORxk0cfP358\n1apVA7csXLjws88+W7Fihb9CGgEM8Gh908ut7Z4td8dEvZ2ZRiN0S1TEr6rrKvqTuWNG0/ST\npx5LjH8iMd5Hc4jsPP9Rd+8/2jtLzBYZRV0bFrI2MmJ5WMjlM63Mpywcd2tlzVd9Ws+WmyLC\nnkI4ZEQVRCfJZd9Pydvc0/e7+kZPbdLjRvPMkyX3xEY/n5IUKmIAoM7d2ao9qDde6BQTzNDX\nhIasCAvNNui7aqqzE+PS5bI/pSRqWVaoSsAD3FVVG8wwy8PGQUmCUdFid9Tb7RzG3TZ7I830\nOl1tOu/W/36ltaPR7u5+mhMc9Ne05NGP0t/+GhNZ0ac5RTMAoHWxy0srjk7LDx/GkIB6m/3O\nqtqBS6ooaPqltOR7yZBin8mUiI9Pn/JwXeObHV3ClmqrbVbx6b+kJq+Pjxmtj93Acu91db/R\n3lk3oO8VAOYEB23JyQoHvHuU3ijQUAieSIpfoA6+tbJaGCrDA/ylpX2/3vjxpMxUmdS/4QVc\nYnfHHXeYTKagoKD8/Pw1a9bEx8cL21taWlJSUgbumZyc3Nra6o8YR4jHcH9t/dv9hxkAPBAf\n+7f0FOEYmx2kKp4+5YWWthdb2oTpkE4e/6mpdVuvZlNW+uiWfW9zOP/Z3vlOZ3dff31LG89/\n1qv5rFejoukbwkPXRIb/LCTEL9OpJoZOp3NFaeXJAc1pv0uI+0tqcnVV5aW87NrI8OVhIc80\ntXqmv/EAb3V0bevV3BwRtk9vqLxwI0qqTLoiLHRFWMh8dbAIIQCoMxm6BuzwWnqqnmU/6u4F\nABfGN5dX7ZySO28c1um4qF6Xq9RsLbdayyzWMoul3GI9q2qaTAVaI2jLR/biUWLR1pws0UQc\nRyFC6DGb+cng0HqOB4A6m/3Gsqo9U3KHqMWPAd7u6Hqkvsk8oE+gIFj1fnZmur9//CY8KUX9\nMzOtMFT9y6o6YZq2g+cfqGv4Xq//V1bGJY5orLbaXm/vfL+r59zVzB6Ij/1rWrIIIcd4W2LV\nWwXBqlNXTv1VdZ1nnbRjRtMunf4+mZ+XvkU4MFoOBc8999zKlSszMjKMRuORI0c+/fTTZ555\nJjU1FQBWrly5bds2esAQAY7jbr755s8//9yzxW63v/POO567Uql07ty5vo7Z4XD09fXFxcUN\nvRsH8LjR8rXtzBf9PoVsg/I8kyRqWe5po+X0gKWdKYBb5ZIHlXL5kL8W3d3dZrM5JiZGLr9g\nT1+xi/3AYt/jcF605zWYQoUS8bVS8QwR4+1oP5fL1dXVlZDg/zH4vb29RqMxKipKqRy7Sek1\nLHefztTlGWgC8FSQYo1MAgAajYZhmODg4CFf4OLqWO5Zk/VHp2vo3WiEpoiYBWJmoUScds4o\nfp1Op9VqQ0NDQ0LcLXMswAa9eV9/i6CKQv8OCZo0JsP/GxoahCN91Jl5XMdxtSxXy7J1LFfD\nclreVyc9GuDdENVVo1e3yGQy2e32iIgxGvk+NKvV2tnZaVaq1lPivv6v97VS8V+Dlec9QfRw\n/NNGy8EB31IRgt8qZHfLpaMygNhut2u12tjYgKgm43K5WlpaJBKJpzHCj3p6euRyueek18nx\njxrMxQN+U6Io9Jdg5Qzvv6g8hsMu1wcW+2Gna9BRRAHMEYvuVkhn9r8sx3FNTU0ikSgxMXHE\n/5ZRhDFuamoa1EI0KrbaHC+arHaMl0jEr6mH+1vT0NCAMU5LSxvBO2ZnZ6MLH0SBldgN8t13\n3x07duyPf/wjDC+xMxqNixYt8twNCQl54IEHxjDeC3IBbJQpj9HurzsCuMtpu8lpv9D+PMB2\nkeRDiXzgHpGY/7XdMp1jL/SsoQM4IJJsF0nqqcE/0iKAuaxTg1AZLeLP91w15ueyrvmsM5tj\nJ2ArxGgrpkUbZQprf01OGca/t5tH9lcbGgbYz4jfk8i15xzeMoynca6rWNeVnCvIywPcidD/\nkynLKPfVfDDmN1pNcfi8X41A5ARoo5lmRLXQTBNFtSCq55zvvO/8ymm74cLH9YRRSzOPy5SO\n/i/5apf9dsfgpuKDjPhNqdw0oDhtMs89bLek8GQ4rx9wAJvFsq1iqedIpgBWO223OO3DHBpi\nQ2gPI/5GLG1Hg58hw3gJ61zutI+jE8Woa6bo98SyRxwW5ZjkVMuWLaMvPBUm4LpiB5o9e/Z7\n770n3FYqlSaTSa0+M+vEaDSqVGd1UEql0ieeeMJzVywW5+fn+zpI4Sp2iKTbyvPrujXH+ocg\nUADPhofcFnSR1qypAHex7OO9uoP9T+xB1B9lqpuUij+Eqc87TqulpUWv16ekpAz8WLpZ7gOT\n+WOjWcMNPuSiGPp2lfLWIGUYTQFAL8d9Y7F9ZbYU250Dv5h6RH0tknwtksQy9HUK+fVK+eSL\nzet2OBzNzc2ZmZlD7zYG2tvbNRpNYmLiwG+O73xkND+r0XtK2MQyzL+iwiYN+Lg6OzvFYnFY\nWNiovN0UgLt5/IrO8L7BxALEM/QSuWyJQjZLKhUNIwfv6enp6uqKjo6OjDyrdMUWHq/p7Clz\nOAHAgKg/BYd+FhsZ6+N5beXl5Tk5OUNcgw5By3FbTdZTDke109XMctywT6wMQskMnSUWZ4lF\nmWKRikJGo7Gvr0+tVoeGel1QLYKms0a7xrherzebzYHQCAQAJpOpsbFRrVb/PDFRabXd19Un\nnFO2iqQzYmNXq9xVygw8/3Sf/ssB4/RphNYFK38XEiwe1R5qq9Xa1dXlo4Zebzkcjurqarlc\nnp7u/8qFra2tKpVq0EnvCoAb7Y4HezRdLAcAPMBmsawhSP1qZOjQR3ejy/W+0fypyWI+p6k7\nRSS6M0h5s0qhPN+4HZZlKyoqJBJJVlbWJf+bRgHP85WVlbm5ub548XwAb8f7l5WV8Tw/siyF\nGnIofEAndgMlJiY2NjZeccUVni1NTU2DOvvEYvFNN900xoHp9XqtVnuhpmY9y95SWnGkPzlj\nEHovO2OYJYUSAfanwvtdPb+rb9T2t6J/brYccjpfTU9de85Usr6+Pr1eHxkZKXTcHDWaXmvr\n+KxXc+4g+tlBqg3xsT+PCBs4EigRYDrAHwCa7Y6tvX2be/qKz55x2cFybxtMbxtMGTLZmsjw\ntZHhF5rdabFYOjo6AqH53WAwaDSa8PBwX/fX8Bh+39D0Up/Os2WaSrk9b9Kg4kYWi0Umk43u\nJ7MpGZ5zOs0c7+2gJafT2dXVpVarz41nb1zsvJ9Kq602AOhguV/06Q9cMdmna5pVVFQkJiZ6\nm9i1OhwvtbZv6uy2nnPdci4EkCyV5irkeQr5ZIU8RyHPkcsHDSRtbm4u7e5KD1FnZ/n/sgQA\nhIvyQDiUAKC3t7exsVEulycmJq4DMClUv6tvFB56ok83NTZmSYh6p1b/y+radseZJcJSZdL3\nszPm+mCwpk6n0+v1AfLhWCyW6upqsVgcCPFotdrznvQSARanJP+WzIPdAAAgAElEQVSiqu5r\njXtS13G7Y3ln77tZ6TeGD77axAC7tPrX2jt2aHSDji4EUBiq3hAXuyw0ZIiR2A6Ho6KigmGY\nQPhMAIDjuOrq6gAJBgDKy8sRQr6IJ6ATu4MHD06aNEm4PWPGjKKiooGJXVFR0cyZM/0U2rD0\nOF1LT5f/1H/lKqGozTmZ5x4/Q0AAd0VHLgsNWV/b8Glvn+dlb6mo/qi7983MtPhzGs+cGH/Q\n3fNaW+e5hTAkFLU6InxDfMyVqqEGASRJJY8mxD2aEFdjtW3u6dvS21dxduGVWpvtuebW55pb\nJyvkayIj1kaGp13e46CtHH9HVY1n/CwArAgL/SQnU+HjqlEe0eJRro0ZIRLtnpI7p7i01eEA\ngCqrbdnpir1T8gKn3G611baxpe3D7t4h6gtEi8V5CnmeQp6rkOcrFJMUMtVY/UUuBw8nxNbZ\nbMKkSxfGN5dX3xAe+p+unoFLhK2LjX45LdnX5dOI4QsXib6aPOm1to7fNzQ7eB4AtC52ZVnV\nb+JiXkpLFubBmDnuP109/2jvrDpnMpaSpu+IjlwfF5MtJ1X0A1cAJXZPPfXUsmXLcnJygoKC\n+vr6Dhw48OWXXz7zzDPCo9dcc82GDRu2bt167bXXAsC3335bVVX161//2q8hD6Xd4VxSUuY5\nMBQ0/UVedmHISDoEo8SirblZX/ZF/Lq23lPq4muN9sCPhhdTk+/rLxnQh/FHYundNQ297OBR\nLDFi8X2x0ffGRnu1HG2mXPaH5IQ/JCecNluEDK/h7DntpRZraWPzU43NVygVuQp5ilSaIpOm\nSCVRPD/hh1rYeL7CYi23WMss1u+0uoFFBzfEx7ySljLe60snSCS7p+TO+6m01+UCgJMm8w1l\nld/m5/i9Gs5Jk/nPLW1f9GoGfceCGDpfofBkcpMVCrKSga+9lpHaZHd8p9UBgJ5l3+/q8TwU\nIxZvykq/9rKpmDOOIIAH4mPnBQfdUlnjKUb4RnvnIYPxpbTkbzW6f3V1G875EUmTSX8TF3N3\ndFRwwFzdERcSQCe+1atXf/PNN//85z+tVqtarc7Pz9+4caNntqlMJnv++ec3bdr0y1/+EgCm\nTJny3HPPSaUB2lBUb7MXlpR76loFM/Q3k3PmXFpnxA3hoQvUwf/b0PRO/7LZRpb7dU39J92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USuGuv/89ExzWabl9e3BfDyAKZDLEiEDE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\nmGhh/UGHc2NrW9iiHAQJVcWe6qTK2YSEhMceeyxcwSCEUHBxPLza2LSqt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6ayXVPfEKIyu2/M1t22TmH53Cj9lbExBMDqjK5xejmA5wZX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\nmTNfffVVXV2dVCqVyWSoN7f7+OOP8/PzdTrd1atXP//88zvuuINj23J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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Retention rates for Target wikis where AMC was deployed in March\n", "p <- amc_retention_rates %>%\n", " filter(wiki %in% c('eswiki', 'arwiki', 'idwiki'), \n", " user_edit_count != 'undefined',\n", " user_is_bot != 'TRUE', #remove any bots and unregistered users\n", " date >= '2019-03-20',\n", " date <= '2019-10-30') %>%\n", " mutate(date = floor_date(date, \"week\")) %>%\n", " group_by(date, wiki, amc_selection) %>% \n", " summarise(n_opt = sum(n_opt)) %>% \n", " ggplot(aes(x=date, y = n_opt, color = amc_selection)) + \n", " geom_line(size = 1)+\n", " facet_wrap(~ wiki, nrow = 4, scale = \"free_y\") +\n", " scale_y_continuous(\"AMC selection count per week\", labels = polloi::compress) +\n", " scale_x_date(labels = date_format(\"%b %Y\"), date_breaks = \"1 month\") +\n", " labs(title = \"Retention rate of opt-in AMC on target Wikipedias\",\n", " subtitle = \"Where AMC was deployed on March 20, 2019\") +\n", " ggthemes::theme_tufte(base_size = 12, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_text(angle = 45, hjust = 1),\n", " axis.title.x=element_blank(),\n", " plot.title = element_text(hjust = 0.5),\n", " panel.grid = element_line(\"gray70\"),\n", " legend.position=\"bottom\")\n", "\n", "ggsave(\"Figures/amc_retention_targetwiki_March_weekly.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)\n", "p" ] }, { "cell_type": "code", "execution_count": 2020, "metadata": {}, "outputs": [ { "data": { "image/png": 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wOARqOxnKjRaABAKBQ6ys1R/ORWlpiYuH//ftLG7scff0xMTAQAgUDQxk1ACHk5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GC4VCRqOxp6cn1YEkT39/v8fjSXUUyWMy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iyVOqPwYOJI7P74xz8CwA033AAAjY2Nl1xy\niXpNDAQC995778yZM6+44or4Qj6eyWTy+Xy2mKH4Xq83Wks39F6VwWB46qmnoj8yDDN58uQT\nCWloX3755ZQpUwyGrJgaKhgMfv755yaTadasWamOJUkaGhoMBkNBQbp3jR8rH3/8saIoZ5xx\nRqoDSRKn0+n1eqdMmRLXs15xewPNPbeWH5cUn5l7UgJCS4jDhw+73e5Zs2aZTKbzAXb5g2ta\n2trEnonl93B8gyF/w4TCc03G1MZ54g4fPjxhwgSLxZLqQBKrurq6u7t75syZVus46OV54iRJ\n+uKLL+bOnZvqQJKktbW1sbGxrKxswEmCh6iug7gSuw8++AAAzj77bAD4y1/+EgqFzj///Fde\neeXBBx986KGH/vjHP55gYldWVnbkyJHYt62hoSE6fnbovT0nw3Gnn376icQQF47jbDZbxl8+\nVOqXBp7ns2fuwI6ODpPJlD3nq85hlD3nG4lEIpFIvOf7WmvPsAmOkFXlk/M046YnhtppxGaz\nqV+Pr8iDCyZOuK3+6DOt7eoDmgXx8obmaycUPVoxOZ0ncBkWz/NWqzU3N30nFxwTagus1WrN\nks+sIAgMw2TJyUJvY5HBYBjFKcfRr0JtdlQryd5++20A+PnPf26z2dT57aqqquJ97T7mzZu3\na9eu2JJdu3ZF6w+G3osQQonWIYg7XW51++Ice+H4yeoGZOO4P02reOlrM/J7OwpTgGda20/+\n+NPd7uzqgYBQJokjscvJyQGA1tZWSZL27dsHvatN5Ofnw1i09C9ZsqSqqmrbtm1+v9/v92/b\ntu3w4cPREbhD70UIoUTb1NEp9fZCW1mUn9pgxsrl+blfzpv7nZjFM46Ewws//fKn1XVBWUlh\nYAih0YmjKXbGjBmdnZ0bNmxYtGhRKBSaPXu2WkPY0dEBACUlJSM5yGWXXdZ/W11bTK/XP/DA\nAxs3bly1ahUAzJ49e+3atTqdTn3M0HsRQijRovMSWzn2W7k5qQ1mDBVo+Fe+NuMlh/O66rpu\nUYLeqrs9Hu9fZ0ydZzalOkCEUBziSOx+8pOfvPvuu+vXr1+/fj0A/PjHP1bL33nnHQBYtGjR\nSA7Sf33YWAUFBXfcccfo9iKEUOJ86g987g+o21cW5OuH7Lw8Hl2Rn7fAavnJV3Wvd/U0vxwK\nBM8+8PnNpSX3Ty7TMONguj6EEMTVFPv973//7rvvzs3NzcnJueGGG9ThsQDwzDPPAIBakYYQ\nQhkpdonVlYUZ0g7bR5FG84+vz3xuxlRz7+AJidKHGptP2//pJ71JLUIozcU3QfH9998fOwOw\n6t133x27eBBCKO1IlG7p6Jm0coped441k8fC/6CoYIHN8uPDtdEhFF8Egmcd+Pw3k0tvLS0Z\nFyttoLh8FQz9uv5omyDMNhlPNRlPNZu+bjRmQB1tuyB86g80R4QFVst0gz7V4SRPGq08gRBC\n6elNl7tNENTtlYX54/6ON5xyne7t2bN+39J6R/3RkKIAQERRbq8/+ndn93Mzpk7LpntkZpMo\nfayp9d6GxrCiAMBeb89cuBqGfN1oPNVsGkd5nkKhLhz6xBf41B/4xB/41B9o7/3MMgCX5Obc\nWlayIKO/kkVhYocQQsPY1N4zbIIArCzMijmrGQI3TpxwcY79h4drovf7/3p9c/Z9+rspk35R\nMiHtb/RoGF8EgqsO13zs8/ffJSh0v8+/v3dXeuZ5EUX5MhBUc7hP/YHP/AG/LA/4SAXg9a7u\n17u6z7CYbyktWZaXk9kVz5jYIYTQULyS/JqzS90+22qp0GfRYPzpBv37c7/+P00tv2loFBQK\nACFFubH2yGvO7r/MqCzHeQnGJ5HS3x1tfqCxSVCOLSJXoOG7RUkaaFm5AfO808wmNdX7usnI\nJyVP8gG87fJ82pPJ+auCoQGjHcJer++Kg4cr9LpfTpzwo6JCA5tpQ6BUmNghhNBQXnY41eZI\nAPhBhg6bGAJLyO1lE7+Vm/ODqupPe4dQvOP2zP7400cqJl87oSiTqz4y0QGf/8df1X4eMxpG\nyzB3Tyr9VVmJqNDPAgE1h9vvGzRz6p/nnazW5411ntcQjnzq96uZ3Cc+fyOrg8++HMkTizWa\nOSbjHJNxrtnIAtnQ0vqu2xvdWxcK/7ym/t6GputLim4oKY5O0J0xMLFDCKGh/K13+jodwywv\nyJYVjfr4utHw8amzH21quae36s4nyz+trnvF2bVxemWpVpvqANHwREofi3kHVWdazM9OrzzJ\naAAAniVnWcxnWczRx1cHQ/t9/v1+/35f4GOfL/aJUYJC9/n8+3rzPI6QaQb9qSbTqWbjqWbT\naWaTbmRzA0mUfhUMHQoGDwaC+32Bj3y+TkEc4akVazSnmo+9YrFGE7v3O/m5n/gD65tat3Q6\noqmqUxTvb2h6qLFleX7e7ZMmzsygnqOY2KHsolD4d3e3SOm5Vmsuj3//aBgN4ci7vYNDL83N\nsXHZ+zfDEXJb2cRFdtsPD9ccCgTVwh3d7pM//vSJqVOuzr66zPHlQ69v1eGaqmAoWqJnmN+W\nl904ccJgHc54Qr5mNHzNaPgBFABAUFai9Xn7fP7Dg9TnSZQeCgQPBYKbOgCGrM/zyfLnvT3k\nPvEHvgwEI8qIFjvRMcwso2GuyTjHZJxjMp1sMgy7uvFck/FvM6f+ZnLpY82t/9veEV1VJaIo\nmzo6X+jo/HZ+7i2lJdGkdlzL3osUykIfen2/qKlXWxAYgFPMpsV222K79RyrZYTfKVG2eb6j\nM3rvyphlxE7EaWbT/lNn332k8bGmFvXe6JaklVXVrzq6np5WUTDO18/NSEFZuevI0d+3tMkx\nedi5NsvG6ZVT9XFUUxlYJrY+Lygrn/oD+/3H2m3lQdptY+vztAzzdaNholZ7MBCsC4VGuGhd\nDs/NNujz3O7LTpo5x2ScYdBzo2rtnaLX/WHqlPsmlz3V2vaHlrZojaAC8Kqj61VH1zlWyy2l\nEy7LzU2DwSGjN0xit2/fvnnz5s2bN++jjz4a7DHz5s3bt2/fvn37Tj311LEOD6Gx0S4Iv64/\n+rf2YzdpBUC93DzY2KxnmPlWy2K77YIc22yjcVx/pNHYii4jVqDhL8qxpzaYNKFjmIcrJi/N\ny/nR4Zq6UFgt/D9n1x6P94/TKr4bs+wsSrndbs+qr2qjbxMAmFj2wSmTfjah+AQvdAaWOdtq\nPtsaX54XUZTYPG8w5TrdnJ4KOeMck7FMpxUE4b333ls0FhXDuTx396TSW0tLnmvvfKy5tTqm\nFvN9j/d9j3e6Qf/LiRN+UFQwTr/wD5PYbdmyBQCuuuqqIR6zYsWKffv2vfjii5jYoTQkUvr7\n5tb7jzZ5pYFHwgNASFHedLnfdLlvq4c8nl9kty6228pkZUYyA0Xp579eX/Sif1VBfnKG/o0X\n862Wz06b86v6o39saVNv4A5RvPzg4RWF+U9UTsnBfg6p5pPl2+oanm5tj02vLrDbnpleOVk3\n9n0iR5fnqXhCZhoNc0zG3tZVYxL6POgY5qcTiq4tLvp7V9cjTS0feHzRXV8FQz+trrunofGG\nkuKfTSged512hgn3vffeA4AFCxYM8Zj58+dHH4lQWnnT5V5TUx/brQQALrDbVhTmv+v27HR5\nmiKRPk9xiuLWTufWTicATPYFLwqLi6nuq7cAACAASURBVO22hTYr3qiy0N/aM38ZsRNhZNkn\np05Zlpez6qvaxnDPR2lzh2OXy7NxeuU3c7GCM2Xe6Hb/tLr2aPjY9c3KsY9WlF9TXJicbydD\n5HkHfP4OUZym1/cMXDUZZ6VuYjyGwLK83GV5uR94fI80tfzd2RVtHe4QxLuPND7Y2PLjooKb\nJk6YMn7mORrmXlVbWwsAlZWVQzxG3VtTUzOGYY0JSqkkSYk+viiOdNjOuKb+Jiml4+V8j0aE\nW+qP/r3bFVs4Sat5ZMqkpTl2APh+rh0AqkPht9yet9ze3V6vp1+VXoMoPd3a/nRrO0vIXKNh\nkc16vtVytsWkHZ/18yMxXt7fEyfLsqIoQ5xvRFG2OnqWETvJoD9Zpx3XvxxKKQAk4pL1DZNx\n/+xZtxw5+lxnz6+rTRAu+eLQeVbLhTbrhXbr142GZN60s+TKrCgKDPSGuiXp1iONf+t0xtaP\nXZJjf7Ji8gQNL6Xo18IDzDPo5hl0MOC4clkSB21Q6SGKYkJvQPMMuq3TK2rKSh5vbd/U6Qz3\nDuMIyPIfWtr+2Nq+LNf+y5Li00zGBAXQhyzL6v8DnjI/5BQthA45vx/HcbIsS5LEDj7kRJIk\nnuc5jku3D5IgCHv27Enc8cPhsEajYTL3Hh9LUZRwOMwwjC7tpySNALxI2K2Ei62L0wJ8j8pX\nUmmwFggF4DCQA4Q5QNiDABIMeifSAj0Z6ClUOYUqFUAzpnEuGAwCgMFgSHUgSSJJkqIomuOn\nRYj1HjC/YXquntdS6Xt0uDtPeotEIrIs63S6xF2y/kuYxwjf1a88B+A0Ks8D5RSq2BL02jGy\n5MosCIIkSVqtNvbu/AEwjzNcV8zlywL051RePM7/egGAUhoOh/XxjPYYNTeQ1wj7d8J4+90I\nZlNlOZXPACXRV35JkgRB0Gg03ECt0t/4xjeGyMqGSeysVqvX6/V4PBbLoCusud1uu91us9lc\nLtdgj8lIe/bsOfnkk4f4zWQSn8+3e/duu91+zjnnpDqWobze1b2m5siRcDi28Fu5Ob+fWj7y\nWfKDsvKB1/tiTd1HsvJlRBjiE5LH8wtt1sV264U59kR0W0mm7du3y7J8ySWXpDqQJGlpaXE6\nnbNnzx7sAd/+survzm4A+P/s3Xd8G/X5OPDnpnQatmzZsjzi7cRJyGCE9QvtF0LCN5TQhoaw\nwi4QOqB8actKGS3Q0hQoUHYYJYGQBCijlCaQpsw0IYEESOx4b9ka1taddOv3x0mKvOOh6c/7\nlVdep/NJ+siWdM99xvPgAG2nnZTuqdr27Nljs9kWL15sMMQxuHIJwm0t7c/19I50wBytZoUx\n9+yc7O9lZ8dp9G3Pnj3V1dVGY4av4di/f7/FYjn11FPz8vIAwCkItw/5zZ9nzH12ZlWRasSr\nlzQSXjyxZEnCnjEoSVus9gc7uo4MnMwDANWM+ufFhdcXmZm4XT80NzfX1dXV1taOPmQ6rDGG\nYsvKyr799tuDBw+OMs3um2++AYDS0tLxPjeCTKG6AHtTY8tHTlfsztka5vGayrNzxncm0xD4\n2TmGQq1ar9fTZvNOp/sjp+sjp6srGBp0pJ3nt9ns22x2AKhhmLNzss/OMZyZk50zjbOdZQY7\nz38QGcc/K8eQ7lFdwhhI8tmZVSuMOS/3Wnc63a4hk2GUDGcPdXRlkcQSg+GcXMM56X9RlHRb\nrfZfNLXEpvMtoKm/1lStQiuUJ0GF41eYTZcV5L9ld/y5s3uv5+hK3iaW+2VT60Md3TeVFK4t\nMqdaessxWrNkyZJvv/32pZdeGiWwe/HFF5Ujp7hpCHJs/KK4vrP7jx3dsckttQTxqxlFd5bO\nmGSvgJmmLyvIv6wgHwBaWO4jp+sjp/sjp8s55IzVyLKNLPt0Ty+BYQt1WiVD3mKUIS89vW61\nR5PsX4HS143Tecbc84y5oiwf8PmVj8zHLjc/cHTII4h/tzv+bncAQCWjVj4v5+TkZJFjZJpF\nYtkE8cZD9W/YBgyAX5if99TMyryMq5SVFASGXZifd2F+3mduz+NdlrfsjujyXksodEdL+wPt\nXdcUmv6vpLgsZa5Pxgjsfvaznz3xxBMvv/zysmXLLr744qEHvPrqq6+88gpJkj//+c/j00IE\nGZEM8Eqv9faW9t7Q0b40DOBKs+kPlWXmkadPTUwlo76eMV9fZBZk+Uuv78N+10dO13893kFn\nLFEOF1J8qKNLQ+CnZ2XN1jAzNUw1o65hmDK1amKpNZFE2tgXXg+rI4gL8lC3x0QQGKbUG7it\ntMTBCx86XTv6ndudrp4hPd8tLPcc2/tcT68Kxxdn68/JzTknxzA/UbPU09e/SfqKplZnzKqv\nYhX9zMyq84y5SWxVplqcnbU4O6suwD7c2b2pzxbtR/CJ4uNdlqe6e1eb8n41o/j4FHjfjhHY\nVVdXP/DAA7fffvull176/vvvX3311QsXLszKyvJ4PAcOHHjxxRdfffVVAHjooYcqKysT0mAE\nCdvn9f2iseW/Hm/szpP0uidqKk+Nc1kYEgtXVLy7fIZPFD92eZSx2u8idZaiAqKk/Ci6h8Kw\nCkY9k2FqGHVNJNorValQVuTUUR9go8MuF+QbtWNVK5oIUZS6O+WONghyWJ4JM+Zhefmgzpxq\nlYMYKfJiU97FpjwA+Mbn3+F0be93fer2DCohFZSknU73Tqf7NwBFKnpZjuGc3JylOYa0SyQW\nb53B4M1s6HO1FiJRHQZwbWHBn6sqslGXZzzN1jAbZlXfX1H6eJflmZ7e6NCNIMuv9dle67P9\n94T5pyS7LtnYn5bbbruNJMk77rhj06ZNmzZtGvRTiqL+9Kc//fKXv4xP8xBkGDaev6ul/QVL\nX+w5IZ+iHqgsu9ZckOAISUcQPzDm/MCYAwCWUCg6Ia97SLeEQqmr3TBwNq4Kx6sYdQ2jrmGY\nGkZdzTA1GnWJSoWCvaSIdtcBwBVTmL4uFJTa26S2Frm9RWprBX7IO4TRYLlGzJiH5Roxkxk3\nF2LGfEj5dejjNV+nna/T/mpGcUCU/uNyb3c6t/e7hs5P7wmGXu61vtxrxQFOytKdk5NzTq7h\nlCz9NO/wlgGe7+n9dUubRzj6/VeuVj0/q3q8k4mRCTPT9IOVZXeWlbxg6Xu0qyeaL3C+Tnty\nsqM6OMZasbfeeuuFF1749NNP79y5s7m52ePxZGVlVVVVLVmy5MYbb0TLJpCEEWT5mZ7eu1s7\nYqe4kRh2Y5H5vorSpC9ZKKTpNQX5SjX0ugD7kdO10+k64PN3csHRSyIGJUmZVB67k8HxaJde\nDaOuZtQzNUzhVI8vI4NIMmyKlBErUdFnTm4Nqexyym3NUlur1NYs91pg1CwEwAbk7oDc3Rm7\nD9NnYXn5WJ4Jy8vH8vIxYz6Wlw8ZMX1KQ+DnGnOUPMZtXHB7v3N7v+vfLtegjJISwF6Pb6/H\n9/v2TgNJLsnJPic3Z1mOIXWmNCVMK8f95EjTv53u6B4c4KfFhX+oLNPFo18ZGZWOIG4uKfpZ\nceE2m/3PnT1feX2/mlGUCpcdx3oiLC0t/cMf/hDXpiDI6D52uW9qav3G54/d+X1D9hM1lfO0\nKZd9bbaGma1hflFcCACcJDWxXCPLNrFcY4BtZLkmlh26xnYQVpK+8fkHvV4dQUS79JSAr4Zh\nUOX1KfSx2x0torCmwDSBDmC53yG1NsvtLVJbi9w3YuKPY300r0f2eqC1ecBeRoPlGvECM1ZQ\nGO7kyy+AdA76y9WqG4rMNxSZBVne7fFu73fu6Hft9/oGXRG5BOFNm+NNmwMAajXMObk55+Qa\nvp+drSEyfImSJMNfuy13trb7xaNRb5EkPVtdfl7pjCQ2DCEx7BJT/iWm/F0u9+LslEh/hiYu\npBNJBpcgaAh8ui207AqGft3c+nokr72iREX/uariomHzmKcYNY4fp9UcNzD6DIhSIxsO8hpZ\nrjHANrBsX2iMLN8+Ufza5/96YLSXTRI1DFPNqKsZRkfg2STJ4LiGwLMJkiFwDT5gD5rMN7qJ\nlBHjeamrXW5tkZQxVm7wqOIgmD4Lq6jCyyvx8krQZckOq2y3y3ZbdAOEsZK9swG5OyDG9u1h\nGGbIiXbphTv5co2Qbh05JIadkZ11RnbW/RVldp7/0Ona3u/a3u+KXSClqA+w9QH2sa4eNY5X\nMeoimi5U0UU0HRLk49zemSRVpKILaToDvi2PBNhrjzR97vZE9xAYdilF/MhpP1WTsfMy086Z\nhuxkNyEMBXapS5KhleMO+QOHA4FD/sDhAFvnD7CSBABagsijyHyKyqOoPIo0Rv7Pp6g8isyj\nKCNF5lFUBtQsD0rSw509D3Z0xV6nqnD81hlFd5aWxGVWe6JoCHyBTrtg4BIqryhGuvS4RpZt\nCLCNLGcfq6aLWxD3eX37vL7RD1OocCXUIxgc1xBEeAMnvKSKIuRPW9oNJKHGcQ2OG0hSjeMa\nIrIRs2fiLzu1BUTpzUjmiJP0ujkj9wTLfp/c3iq1NsvtrVJXB4ijZvbHMMxUgJdXYmWVeEUV\nljtgmS2WnQ2VNTEPLctul2y3yQ6bbLfJdptss8r99jGeQpZlZ7/s7IfGI0d34jiWk6uEevl+\nVhYEvKdL5kPAMBijSf2YL4+ilL4QGeAbn397v2u70/m52ztoyQUnSYf8gUOxMxk6uqGjW9k0\nUqSZpotVtJmmi2k6sk0Vq1RmmkrxsE+U5Yc7e+5t62BjXvJcreaFWdVkY4Nl9JF9ZLoaI7DD\nxhMZjF7EAhmdEsaFYzg/eygQiIZxQ/lF0S+KsQWeh5VFEoODP5Iy0eGwz0iGQ0AiVeO/fzj6\nb2lqbWIHl5F4tLqiOmXrMYsihIb8XUgSqGMaJtMTxAl63Ql6XexOlyA0RsZwlWx5jQFuaCK9\nYxSUpKAkDXN3kgaA9zq6juVBohGeGscZfMj/BK7GMQYn1Dg2ZP9Ix+NTmMPdJQhydEMesgcA\nAJp9fi8vNNjsTj78q3AKQiPLeSPx0xVm06CHle02qa1FbmuR2lpkW98YjSBJvKQUK6vEKyqx\nsgpMc8xJEJS+N0MOVM88ulOSZJczJtqzynab7OwfI9qTJNlhlx12aKgrBigGgENfH+34olWY\nRhMO8hgNxkS2NRqMYWDQzqRGgRiAchX0m9JivyjucrmVbrxGdozOUQBw8IKDFw4NWbGuGCXs\nK6SpZFWF9giiCHIry61taP4y5oKNwrDbSkvWlZWocHx/UlqGpAPUY5cckgxtHHcoEDjsDxzy\ns4cCgfpAICCOPsN+3DyC6BHE5oGB0VDGSCefkQyHgCaaUiK/fJoy01TBsQUlU6iRZW9pan3f\nMaBIXQ3D/KW6QplqPW4se7T/w2GTQ0EIDgy/REkODvhFzQj4SVEMxS7IkCR58L2GC+NGomYw\nigKKCm/QNKgZjKSApkDNAEVhFA1qNVA0RkX20DSo1dkkvYimFpnyICYEd/CCEuQ1BCKDuSzr\nERJUEXJoRYEpMUoIGJSkQZHZKNHbOBw6MuxuCsMuNuWBJMndnZLSM9fWIvu8wx58FKPByyvx\n8gqsvAovmQHk1M19xHEs14jlGgFqj+6UJNnpCL+r7ZGAz+WEES4IBwsF5VAQXM5j+qXFKQoU\nhEGrg2VBgEFd1AOP0QCcKwjnAg+52lZRvYPj/xvi20XZKktdguQ9xtceMWbYV0jTypBudKgX\nx0B5w3kFMbwhxm7AgD3DHzNgwyOISs5bjyiKI/ePLNRpX6qtWZgCadJSiCyHZz7IIIc3ontk\nORL3Y1lZWG5eZiw5OhZjB3YYhi1evPjSSy9dtWqVUpMOGa9BYdzhQKBunGGchsBnazRzNJqZ\nGrVHEO087xAEBy/YeV75fzLNU77axmgAjmdrsvJEqPyurpCmTTSVT1HKhomizDQ9VcmTfKL4\nQHvXo109saMtOoK4q6zklpKiY7qADgbD/RkOe3jDbpX9/rHvOJCy4m4qe6E5Vo7Mvprgw5Ik\nUDTGMECSeoo+kWFOJCmgaUzNAEUCRXsYjZ+gWIpy0yqWIDiCdJEki+EsTrhxnMWABcwliKwo\nsZLoEkRWklhJcgkCK0qeYNCf7L5bTpK4cZ6Y4+R/pZDhpWeDnW0wZGrXIFiuES+vxMor8fJK\nzGSGRP4OcRwz5mPGfJgVs1MU5X5H5J0f6eFzOcdYkDumCUSBsiSHRgvRJq8E4BqAa2L2BHCy\nW830abU9+iwro+titH1qdQ+l7iWpHoL0jvOvo3w3Ds1PmWAqHF9XVnJbaclEZtcIPPB8OFzm\neRB4ObJxdL/ADw6m409mI79VZWPUyAzYgCzLJ3Fc8NMPlXvDMXTWDoLps5RcQpCbdzSvUFaq\nTIybQtjo46cXXXTRP/7xj0AgAAAkSS5btuySSy750Y9+pNPpRrnXNPHZZ5/Nnz8/K2vwKpgp\nDOPmapk5Ws1cjaZcrR5lzrskQyTU45VQzxrZUP538IKVD7nj2Z2jwnETRZlpKhrqDdrIp6nR\nv5NkgNettl83t8VmgMMALjblr68qLx62jjUfGnD2UmYjjdmtMs0xDEZSQFHAaDCSDHccUlRn\nb28IJ4tqZ3MU5VKpOZJkCdJN0yxBsBjhIogAhgcxzIXhAVHkJMkliIIsK70OA/6P7E/265w4\nc5B798uP53tdw/8YxzFzEV5RiZdVYuVVWHY6nBgE4eCunYHe3uOqKjU4BiwrswFgAzLLQiBw\ndHusZR/pzk8QPSpNn0rdzTB9KqZHxfSq1D1qpk+l7lFpvMnOlzSsU0j8eTUxRxTCYbEgyHwI\nBMFu6eF8vjyDQUUQ4f2hUMwxyQnX0g9JYUYjpoR60WgvBbr3mpub6+rqamtrq6urx3vfMQI7\nAPD5fG+//fbmzZs//PBDnucBgGGYFStWXHrppcuXL6cTuMDeZrNt2LDh4MGDsiwvXLjwuuuu\nS24PYjSwa2G56PqGQ/6JhHG1Gs1cjWaOlpmr1czRaCrUalzg5SAHQQ44TmZZ4LjwTaX/QKUC\nnAAATKUCpRNLpY5uYMrc9sgxoFJhOA4APK1yiKKdV+I/wTYw+LPzvJXnHbzgi88pmcAwJbxT\nxnbzadJM0wUUlU9ThTQdEKU7Wts+cXli77JAp328uvJ7hiwAAIEftHJQdlhlt3v4JxsdrcKU\nKxOCAHpAKiyMICBS7t3v9xMEodZoYVABeJzABkWZODH4GILAYh5ZZgPK5bLMscDzwIdklg1f\nMbNs+Io5jZAUUBTGMEBRQCobNFAUpmaAivyIpASK9qnVAkl5cUJUqbwEIRCkj6QEHPdiWGwI\nKMgwbGgY+z8AZBMEjmEAkE0SOGAAYCAJDDCQJAPImCjIPG8QeYwXZJ43hIIQCkIomM2yWIiD\nYCg7yCn9HQaex0AGgGyex2QZAAxCeCNb4LGYm0fRND6jHKuoxMsq8bKKwX/udLBnzx6bzbZ4\n8WLDKJn5ZFkJ8oBl5YAS7QUGRoH+o3u4MeZ4pB0/QXSrNVZa3aXWWNXqbjXTR6u71RqrStWt\n1viI8YV9ekEgZQkAdKJAyjIA6AVe2dAJPCnJYx8jSxWs/0e9XQSav55wSe/ei29gF+VwOLZt\n27Z58+ZPP/1UuZfBYPjxj3+8YcOG8T7rBHAcd9NNN5199tnnnnsuAPzzn//897///dhjj6mS\n9w0bDezyP9977IOhDEAtgc2RpTkSPzsYnMv6y9gAHmSBY+VgMDxax3HHOktmYkaOCzGVOkgS\nDoJ0qBk7SfcRlF1FWwmyGyM6g7xTRffTjA0g3t/ouSR+H0Nf73fj0eFUt2siY0kUNSABhLJx\nbB/OQ4cO6fX6BOXflmXg2PAQSXgjBCwbvuxmoz8KAM/LPA8cG95gA8DzssBPYGAiyZT+QqXj\nkIrpQaQoYDRAUlh4gwxvsAHZ74OAX/b75YAf/H7Z7wO/Tw74xxwtnRhMn4WVVeAVVXhZBVY8\nA1J7+eSYjimwGxdJklkW2IHxXyCyHZmxGv6bxlI6jAfuwQbvGbLeSHknxKKoo7MYOVYOchAM\nAsf1tLXlMCoVAHAcBDlZuTzmOODYyYxHR8O+EIHrBIGUwgEZJUkAoBcFYmBkhowDE15+jjHM\n4D2a8IakUtvtdpPJNMwxkY3hH0cUZadD7nfI/XbZ4ZD77YMnWB+7Ybr38jCjcSpn00ZMJrAb\nxyWI0Whcu3bt2rVr9+zZs2bNmqamJpfL9cILLyQmsNu+fXttbe3q1auVm6tXr+7q6tqxY8eK\nFSsS8OyjmyMJn4zwI0YUa/2eWp97jtcz2+eZ43OXB/z4kBlWiZ5VFHlbH53lECEDUABmAPOo\nD+Am6T6Vyk6r+lRMH62yq1R9tLpPxdholVWl6lMx4726jcJl+eru1t8dOWgMhWSAcXQekiRm\nzIvEcCYsLw8z5mPZhoTOeZowDANGg0W+iybY4minYCgEgtIXGAJBiGxE9vDCsMdIQQ5P5Pw2\nNhD5GDiSeRokCEyrA40W02pBq8O0OtBqsdw8vKwCy5u6YmIZCccxrRa0WpjwOzY+evbs0VRX\n64zGYX4WCsrBYDjgY9lwOMhxEAzKQQ44Vua4kcJBrSjO9Htn+lNlpodEkiJgpEaDk6RyrY6p\nVOFRCGXEgMBjtonIMXR4hAEnQKXCIscDTWOJX/jMjCOxfCgUqv/00+IlSyb/tLLfJzsc0G+P\njfaOqe9A4OW+3qFZx7GsbGUAFysuIRb/z+RbOEnjOPs6HI433nhj8+bNn3zySbTH7oILLohb\n2wbYu3fvqlWrYveceeaZb775ZioEdrPtfZ/kmACAlqUqv2+O1z3b757t88z2emb5PRnZi54t\nhLKF0CjfcRxOOCnaSdG9arWFZpw03atielSMi6J61UyPirHRKnFIyHWiu//Rw1+d7HKM8fQE\ngeUaY4os5WF5JsyQkx4xXPwow6CRC9zx/i7+9a9/iYLwgyVnySEeBB44Vg6FYvoLQ8BxMh9S\n+hQhxMuCshEa0IOYOpO0cBzTaEGrwzQa0OrCcVt4jxbTanu9PnuAnXfSScluKJJAtAqjVaDP\ngnF9QEJBmeMgGAyHgwlG0+G5sAQZDr9oFRDE/v37LRbLqaeeihY1jhemXMKVlg3YKwiys19W\noj3H0ZjvWPIeyB637HFDWwvusKVHYOfz+d55553Nmzfv2LEjOsfuvPPOU+bYJWwktKOjo6Ki\nInZPeXl5Z+eAooqhUGjz5s3RmyqVatGiRfFrUjAY7OrqUqlUl/Rbl7Y0jNQbNzoZx2Waliha\nUqllipYoSlapZIqWaFqiaZlWSTQtU7RE0TJNS7RKomlMEJQJQFgoGN7gQyBKAIDzPCZLAACh\nkPIjnA8po7oYH4rcK6Qcg/G88iM8FFKmHGGh8MHRe+GhEADgwXEPvaolsTDIFgbZOb7hp8Hx\nOG6jVVZa3atS22mVjVbV+H0/sPUMmtskY5iozxays4Vsg5CdI2QbhCyDqM+SB8Vw/U7oH5Ab\nZfLcbjfHcfy0mX0sSRJgWHOPZcBenALt+EYZMIHHRBEPhTCex0QBCwZxUcAEAQuFMIHHRREL\nBTGBV/bggvKjYORHIeXuoz4BJqnUkpqR1GpRpZYZRlQzkpoRVWpJHd4vqRlJNWqmw5DgCYb8\nHNfc3DzaYRlEWQPX1dXlcIx14ZTmWJbt6elxuUZY+zJJeMIXWAgSCCHgBs838Pv9ANDT0+Oe\n2FTjdCOKoiAIcf/AkiowFYGpKLoDZwOk10N6XKTHQ3o9hMdFej2E3zds956PVvVPUQuVz2l/\nf/+wL7mysnKUNMNjvEcvvvji9957L7oqdvny5ZdccsnKlSsTvyrW5/Pp9frYPVlZWV7vgB4j\njuOeeOKJ6M2cnJx4t7OlpQUA5jkdp9p6JQwTSTJIkjxJiQQpEIRAkiJBCiQpkKRAkAJBiiTJ\n44RIkjxBCiQpEoSEj9X7zcvABwHGOycgMh+IigzvqSab/YgSeAAgBQFkmRIFkGVSEDAMSJ7H\nMIzg+ci2cgxQIg8ykOKA42MfJ1/gi2I6eGQM41TqAKMJqDUBRhNgtAGGYVWMHDu3yRsAbwCg\nZ5Kv5dhZLJaxD8ogdXV1cXtsAkgCyLHfihgAKfC4KBKyRAoCLgq4JEsEwVNUiKR4khq+a1YC\nCAQhML5PSrxO/6mqra0t2U1IBJ/vmKqwZICOjo5kNyGh4vkFNRZGD4weTMUAgEsSE+QYLsBw\nLMMGGI5luADDsr1BvnlKW2i1Wq1W69D95eXlxMhD52MEdlu2bInmsbvwwgtTvMtXrVb/4he/\niN5UqVSzZ8+O39O1tbUVFhaqVCqppqYbA3mEWWVkRqSBDgaDLS0tDMOUl5cf412Uyxk+5v8R\njpPxUBAAZIpWYjgMQAuQ9CycfX19KpVqymaap7wjR47IslxbWzv2oRnB4/H4/f7CwsJkNyRB\nOjo6/H5/eXk5w2R4ddHOzk6j0ajRjGP+Vjrq7u72eDylpaVabdK/LBNBFMXW1tYJrCRIgBBA\nCMANoJKk2VO0ysrhcFitVpPJZBxutig+6rOMHXLIsvzZZ5999tlnP/3pT8c8csxHmzCdTuf1\nemPPsh6PZ1AfHk3TV155ZfzaMIjFYikpKRmaxy4jeb3elpYWtVpdVVWV7LYkCMdxiVsVmwIa\nGxtFUZw+f9/u7m673T59Xq/dbvf7/SUlJRl/rWK324uKioY9HWYSl8vl8XiKiopSvMNlqoRC\noc7OzunzgQUAq9Wam5s7gZecNgv4S0tLW1tbY/e0tbXNmDEjWe1BEARBEARJNWP02MW1E25c\nFi1atGvXruOPPz66Z9euXaecckoSm1RSUpLELHoJRtN0VVVVxo9uxMrLy5s+f18AqKyslFKj\nnFdi6PX60YczMkxhYWFWVtZ0eEsXFRVl/HAzAJjNZo1GMx1eqYIgiLKysrGPyxQGg6Gqqion\nZyK10ceRoDi5WJa96aabli5dGk1Q/NFHHz3++ONq9ahr3xAEQRAEQaaNtAnsAMBqtSolxQBg\nwYIFP/nJT0wmU7IbhSAIgiAI6Ow3tAAAIABJREFUkiqmILDr7u5+7bXXNm3apIRcCIIgCIIg\nSFJMPBGH1+t98803N23atGvXrmk1NQdBEARBECQ1jTuwEwRh+/btGzdufPfdd1mWBQCaps89\n99w1a9bEoXkIgiAIgiDIsRrHUOyePXs2bdq0ZcsWm80GADiOKx11Tqcz4xMjIQiCIAiCpL6x\nA7vm5uZXX31106ZNjY2Nyp65c+defvnll112mZJGLo2WXyAIgiAIgmSwMYZiTz/99N27dyvb\nZrP5kksuufzyy2OTySEIgiAIgiApYoweOwzDlP9vvvnmhx56iKbpoT9FPXYIgiAIgiCpYIzE\n62eccQaGYbIs/+UvfykrK7vlllu++uqrxLQMQRAEQRAEGZex59i1tbVt2rTp1Vdfra+vV/bM\nnj17zZo1l112WXl5OaAeOwRBEARBkNQwjlWxX3755aZNm15//XWr1QoASk8eoFWxCIIgCIIg\nqWHclScEQdixY8fGjRvfeecdJY+dSqVasWLF5Zdffv7558enkQiCIAiCIMjYJl5SbGjlCTQm\niyAIgiAIkkRTVit248aN33zzzZS0CUEQBEEQBJmAKQjsEARBEARBkFQwRroTBEEQBEEQJF2g\nwA5BEARBECRDoMAOQRAEQRAkQ6DADkEQZHjFxcVT+CCjPNqUPBGCIAigwA5BEESBoisEQTIA\nCuwQBEHiqLu7e0qOQRAEORYosEMQBAl31xVHRPeLovjYY4+dcsop5eXlixcvfumllwDg8OHD\nZ5xxRuzdnU7nySefLAhC7M4zzjijvr5+pI7Affv2LViwYOPGjYA6CxEEmTpkshuAIAiSfN3d\n3cXFxUN7zu68887c3NwtW7aYTKaDBw/eeuutRqPx/PPP1+l0u3fvPu2005TD/v73v7tcrh07\ndpx77rnKnt27d+fk5NTW1g77dDt37rzjjjueeeaZ6CMgCIJMCdRjhyAIMqK8vLzbbrutvLxc\no9Gcdtpp999//3PPPQcAF1988WuvvRY9bOvWrQ8++ODmzZuje1599dU1a9YM+5jbtm3785//\n/NZbb6GoDkGQKYcCOwRBkBGtXr069uaJJ57Y0tICACtXrty5c6fL5QKA+vp6QRBWrVrV19fX\n09MDAC6X67PPPluxYsXQB3zmmWc++uijN998s6SkJCGvAEGQ6QUFdgiCICOaMWNG7M3s7Gy3\n2w0AWVlZS5YseeONNwBgy5Ytq1atAoCVK1e+/vrrAPDGG2+cd955DMMMejRBEJ588snf//73\nGo0mQS8AQZBpBgV2CIIgI8LxEb8kldFYQRDefvvtlStXAsDKlSu3bt0qSdLmzZuHHYclSXLd\nunUrV65samqKY6MRBJnGUGCHIAgCAKBSqXieP/bjTz/9dI7j1q9fP2vWrIKCAgAwm81lZWUP\nP/ywRqMZadnERRdddN9991188cV79+6dmnYjCILEQIEdgiAIAEB5efnOnTtFUTzG4zEMu+ii\ni5588kllHFaxatWqxx57bKRlE4qzzz77mWeeWbt27fvvvz+pFiMIggyBAjsEQRAAgN/+9rf3\n339/RUXFsWeVW716tVarXb58eXTPueeem5+ff/75549+x5NOOun111+/7777nn/++Ym3GEEQ\nZAhMluVktwFBEARBEASZAqjHDkEQBEEQJEOgwA5BEARBECRDoMAOQRAEQRAkQ6DADkEQBEEQ\nJEOgwA5BEARBECRDoMAOQRAEQRAkQ6DADkEQBEEQJEOgwA5BEARBECRDoMBu4urr61mWTXYr\nEoTjuP379x85ciTZDUmczs5Ou92e7FYkzoEDB7766qtktyJx+vv729vbk92KxGlsbNy/f7/f\n7092Q+KuqanJ6/UmuxVx19LSsn///unwShWCIHz77bfJbkXi9PX17d+/v7e3dwL3RYHdxNnt\n9nGVDE9rPM9bLJZpFeh4PJ5AIJDsViROb2+vxWJJdisSh2VZl8uV7FYkTn9/v8VimQ5fWQ6H\nIxQKJbsVced0Oi0WSzAYTHZDEkSSJKvVmuxWJI7P57NYLD6fbwL3Jae8NalDFMXu7u74PX4o\nFLJYLNPk3MBxHAAEg8GOjo5ktyVBvF7vdDgLRkmSBADT5+/rcrl8Pt/0eb3KR7i3t9fj8SS7\nLfHFcZzVas34vknlstNqtU6T609BEERRnD4fWCW0cLlcw77kGTNmYBg20n0zObCTZTmun21R\nFFmWVU6HGU+5ApYkKeO/LqN4nscwbPq8XsX0eb0cxwmCkNzX2ydKAVmuIIkEPJcoigDAcVzG\n1wcXBGE6TJKJ/kFHOcFnElEUp9UJSDnn8jw/gZecyYEdSZKzZ8+O3+M7HI7KysqsrKz4PUXq\n8Hq9nZ2dDMPE9VeaUg4dOqTX60tLS5PdkARpb28XRXH6/H27u7vtdnsSX+9bNsdFh48Islyk\nopflGM7JzTk7JzuPouL0dMrUgvLycoPBEKenSBEej6esrMxoNCa7IfEVCAR8Pl9paWleXl6y\n25IIoVCor69v+nxBNTc3OxyO/Pz86urq8d43kwM7BEGQlHV3W4cgywDQEwy93Gt9udeKA5yg\n1y3LNSzLMZyenUVNj54YBEGmFgrsEARBEu0zt+eQf/DUKAlgn9e3z+t7sL1LTxBn5mQvyzEs\nyzXUMExSGokgSDpCgR2CIEiiPdtzNIvBQp32G59/0Fxdryi+a+9/194PABVq9Tm5hmW5hrMM\nhuyETMhDECR9ocAOQeKFk6QWlsMwbLYG9bggRzl44Q2bQ9k+OUu354QFDl74yOna3u/c4XR1\nBwen6mjluGd6ep/p6SUx7JQs/Tm5hmU5hpP0OgKN1SIIMgQK7BBkCjgFoZnlwv84ZYPtDoaU\n9Yc3lRQ+Vl2Z5CYiKeNvvVYuspr+hkIzABgp8iJT3kWmPAA45A/scLq29zs/cXnYgYvuBVn+\n3O353O25u7UjlyKXGAxKT94MlSrxrwJBkNSUQoHdoUOH3n///W+++UYQhJKSklWrVp166qmx\nB9hstg0bNhw8eFCW5YULF1533XXTZDUQklJ6gqFmjmtiuWaWjUZy/bwwyl0e77Isz83539yc\nhDUSSVkywHOW8DhsNkkowVysuVrNXK3mlpIiTpI+dXt29Lt2OF3f+AanPOjnhW02+zabHQBm\na5hluTnn5Bq+n52tIVDaeQSZ1lIosLvjjjvmzZt31113VVZWdnR0/PWvf/V4PMuWLVN+ynHc\nXXfddfbZZ//iF78AgH/+85/r1q177LHHVOhSFYkPAaCdF+r7Xc0c1xSN4ViOnVDmwuuPNH+3\n6PgsNEFq2vuPy30kEM6ytqbApCVGfEuocXxpjmFpjmE9gCUUUiK8D/tdtiF5s+sCbF2Afayr\nR4Xji7P1y3JyluUaFui0aKQWQaahFArsVq5cedVVVym5Fmtqam655ZYHH3wwGtht3769trZ2\n9erVys3Vq1d3dXXt2LFjxYoVSWsxkikCotTMDeiBa2a5NpYTwQWd466ypcbxSkZdpVZXMepv\n/f6dTjcAdAaDv25pe3ZmVRyaj6ST2GUTNxSZj/FehTR9pdl0pdkkyfC1z7fD6drR7/rC4wlJ\nA7INByVpp9O90+m+rQXMNL00x7As17A0x1BAxys9HoIgqSaFArurr7469mZhYWFsZdK9e/eu\nWrUq9oAzzzzzzTffRIEdMl51AfaAzxftgWtiOctEK0saSLKKUVdFwrgqRl3NMMUqOtpTYuP5\nuXu/VrpYnu/pXZ1vXJKT4elhkVFYQ/zf7eFlE6dn6+dpNeN9BByDE/W6E/W6O0pLfKK4y+VW\nevIaAoNrLfSGQhv7rBv7rBjAQp32OF6aTZD/bwpeBIIgKS2FArtB9u/fX1xcHL3Z0dFRUVER\ne0B5eXlnZ2fsnlAotHnz5uhNlUq1aNGi+LUwGAx2dXVNk7FgpdQ0x3HNzc3JbsukbPD6H3J5\nJ1BTyUQQZSRRGv1HkGUUacAjIZwsQMAHAV8QoGXgHddlaW92uABABrjqUP0/zXmalFzMqBTH\nS/e/77HzeDx+vz/Br/c5jz/ax7aSwCf/7HMA5uDwS2N2V7buUy74WTC0mwt5Bs4WkAG+9vm/\nBgBG/9/6xkfycyf5pCmOZdmenp6Mr+KtVJrq6elxu93JbksiiKIoCML0+YJyOBwA0N/fP+xL\nrqysTL9asV6v9+WXX167dm10j8/n0+v1scdkZWV5vd7YPRzHPfHEE9GbOTk5Op0uru1saWkZ\n+6AMwrJsXV1dslsxcfsI6iG1Vh41riIATLJklsRCSTJLYqEsmSWpUJJUMDgatAAcyzBtJcBp\nat1ukgKALkG8o7VjbTB1i3an9d93AhJ5+pcBNmqzAcMBQA9yZWd73ZSWbV0IsBDgRoAGnPya\nJL8iqEaCHDQh9F0udHpD41xxtLU+GcDn8yW7CQkybIX4DDbdvqCsVqvVah26v7y8nBh5em4q\nBnYul+vBBx+89tprTzjhhHHdUa1WK0srFCqVKq515dra2goLC6dPj11LSwvDMOXl5cluywS1\n8sKj1n45pjNDjWHRHrgykiwlyTKSKCIJ5VPR19enUqmmpLDmI6K4vM/hEiUA+IBSXVZceLKK\nnvzDTq0jR47IslxbW5vshiSI0mNXWFiYsGf8jAtabE5le5Vet2BGvJ76OIALAADALUm7g/yn\nLPdZMNQtiMpP3zTkrjJlch3Vzs5Oo9Go0Yx7mDu9dHd3ezye0tJSrVab7LYkgiiKra2tEyic\nmqYcDofVajWZTMNWPcbx0Ra/p1xg53A47r333ssvv/zkk0+O3a/T6bxeb+xZ1uPxDOrDo2n6\nyiuvTFBDASwWS0lJSVZWVsKeMYm8Xm9LS4tara6qSsvp/x5BXPHVwegQ1Y/zjY9VVxaPGl1x\nHKfX60tLSyf/7FUAT2TbLq9rAAAJ4G5v4OCsWamWlqKxsVEUxTT9+05Ad3e33W5P5Ou97VC9\nsoEB/Hr2rKqEpK0+AeBnAABw8idffCnJAPBlkG/OMS7Lzdi5nna7vaioaNjTYSZxuVwej6eo\nqGiapP0KhUKdnZ3T5wsKAKxWa25u7gRecmqdWvr7+++9995rrrlmUFQHAKWlpa2trbF72tra\nZsyYkcDWIelKBrjmSGNdZHb5bA3z4qya0aO6KbemIP9HeeEzTRPL3dXanshnR5KuNxRS6oMB\nwPcM2YkvRnIjFZ0QCne1tk/lGDCCIKkkhQI7t9t9zz33XHnllccff/zQny5atGjXrl2xe3bt\n2nXKKackqnVIGruntePNSAWnXIp8b96cpOSTe2pmZQ4Z7iN/vKvnU7cn8W1AkuUFi5WPzKi7\noagg8Q2Yg2OLhHACvH1eXzTKRBAkw6RQYHfPPfesXr36pJNOGvan55xzTl1d3datW30+n8/n\n27p1a319/dKlSxPcSCTtvGPvv789vHqawLBNs2dWMeqktKSQph+uDq/slgB+cqRpYrmOkbQj\nybAhUm3CSJEr85IzSnh5iI1+469rbZdQrx2CZKIUmmPX0tKyfv369evXx+7cvHmzMjOUYZgH\nHnhgw4YN1157LQAsWLDg/vvvV6uTc4ZG0kV9gL2iviF6/vpTZfnypNb1utps2ma1f9DvBICG\nAHtPa8efqsqT2B4kMf7V72zjgsr2NeYC9agTn+OnXBJ/lJP9ltMNAN/5A1tt9ouHFDRDECTd\npVBg9+67745+gMlkuvPOOxPTGCQDOAVhxbeHPZHFgJcV5P/fjKLkNgkAnp9VfdyXX7sEAQAe\n7uz+YV7u/8ueFutvprNnI911GMBPCpMwDht1R0H+uy6PIMsAcHdrx6p8I5mSWRURBJmwFBqK\nRZApJMmwpq6hieWUmwt12udmpsQ6+WIV/VBlmbKtDMhyaEA2o3UFQ/90hLOcnJWTPTPhyyZi\nVatVawryle1Gln2ld5gUWQiCpDUU2CGZ6faWtujZ1EiRbx1XmzrpRa4rMkeTTdQH2N+3d45+\nPJLWNlh6haPLJo61OGz83FteqoqMBd/X3hlE1xUIkllS5VSHIFPoTZvjz53dyjaFYW/Ora1I\npemYGMBzM6v1kbzhf+ro3uedLonypxtRll+K9IoV0NQPUyC5WpladW1kOLiDC26w9CW3PQiC\nTC0U2CGZ5qDPH7tg4rGayu8bspPZoOGUqVV/iAzICrJ87ZGmEFqjmInedzg7YpZN0HhKTGhb\nV1YS7cB+oL0rIKJOOwTJHJg8pcUKU4ogCI2NjfF7/K6urvz8/GlSUkzJ+q1Wq4uLi5PdltG4\nJPkip6czsmDiR4zqwawJ1tux2+00Tcevsogkw9Uu75ehcGqxn+mYn2mTOfuqtbVVluXKysok\ntiGRvF4vy7Imkymuz7LW5f0kyAMABvBBnqE0efMBLBZLIBAoKSlRvrLW+9iX/OGU3b/Sa67R\npFCX9iT19PTk5OQwTDI/TQnQ19fn8/mKiooy/pUqRFHs6uoqKytLdkMSxOVyORwOo9E4bFnL\n2tpabORlTym0KnbKYRhG03GsLoDjOEVRcX2K1KFcAMT7VzpJIsD/WfujUd3xNPWg0UBPdNEf\nQRAkScb19a7PM5xrsQdkGQCe8bHLtJq5NBW/pzsWqfz3nVokSRIEEdfX2yOIn4cEZXuxmq5O\nUgJFhXIaiL6lf2ogt7GcT5IBYIOfXZOl16VGb+LkTZNvZqVaaLy/o1KHKIopfgKaWgRBKP9P\n4CVncmBHEERc68pZLJYZM2agWrGp4xeNLf8NhpRtM02/d+KCydQNm8JasSOpAnhAo7ulqRUA\nRIC7/dyXtbOoJKWfQLVip9xLre1iZEjklurKqiTlJVbY7Xa/319SUhLtALiFVCkLd1yS/A6l\nurs8Qyo0olqxGQnVij12aI4dkiE29ln/2m1RtlU4/vZxtQmuBjsxNxUXnRHJY3fQ5/9TR3dy\n24NMFSFm2UQhTZ9nzE1ue4a6dUZxLhW+tn+kq9vBC8ltD4IgUwIFdkgm+Mrru+FIc/TmX2sq\nT8nSJ7E9xw7HYMOsaiaSfuJ37R3f+QPJbRIyJd619/dE+o9/UliQrI7YUWSTxK9mhKfMugVx\nfSe6qECQTIACOyTt9YZCP/yuLlp39RfFhclN7j9eMzXMfRXhAd+QJF9R18Bn7pKm6SNabQIH\nuDZV35A3FRcWRKZ1Pt7VE41EEQRJXyiwQ9IbL8urDx3pipyQFmdn/bmqIrlNmoBbS4qjhcW+\n9vkf7exJbnuQSWphuY/6Xcr2ucbcMnWKrp3XEsTtpSXKNitJD3V2Jbc9CIJMXmotnmhubt6x\nY8fHH38cCASGlo49//zzB+0Zs7wskvF+1tD8qdujbJeqVW/OrU2RVGHjogzIHr/vgFJe7O62\njvOMOXO0mmS3C5mg5yx90dRwNxSlaHedYm2R+ZHOns5gEACe6en9ZUlRSmXzRhBkvFKrx+6R\nRx4xGAzr168f6YB3B0pk25AU9FS35flI3nw1jr85t9aU7HQhE1arYX5bFl6WGJSka480iWhA\nNj2FJPnl3vDbskRFL8/NSW57RqfG8XVl4U67kCQ/2I467RAkvaVWYPfkk09ecsklM2ZkyKp7\nJK6+cHtvaW6N3nyxtvokvS6J7Zm835QWR1/Cfz3exyOLfJH08ne7oy+Sd/q6QjORessmBrm6\nsKAqkmPvpV7rkQCb3PYgCDIZqRXYIcgx6gwGVx6qi5bh+k1p8SWm/OQ2afJIDHthVnV0KHld\na3sji06x6efZnvCyCRLDUnbZRCwKw+6JJLETZVlJbocgSJpKs8DuiiuuWLly5ZVXXvnwww93\ndaEhg2mKk6Qff1dvjXSKLM0xPFiRIXVm5uu0d5aGT7EBUbqqvhGVkE0vzSz3H5db2T7PmJsW\nyRQB4DKTab4uXHxvc5/toM+f3PYgCDJhqbV4YnQnn3zyypUra2pqPB7PF198cccdd9x3332x\npS05jnv++eejN9Vq9eLFi+PXHpZlW1papk+tWABgWbauri7ZbYG73L4vufAy2GICv5eEhvr6\nKX+W/v5+n8/n9yf6DPdjgK0UeZgXAOALt/fur76+LCF1PCVJAoBU+PsmhlIrdspf73ofGw3F\nzxVDqfP7VN7JbW1tI31lXUNgvwQAAAngV98eftyQrhMbfD5fe3u71WpNdkPiy+v1AkBHR4fN\nZkt2WxJBFEWe51PnAxVvLpcLAGw2G8/zQ386eq1YTE7JCdrnn3/+mGsjPvjggz179tx7773R\nPR6P56yzzorezMnJufnmm+PUQiRZ/k6pXlSFl4uqZfnPrLdMEpPbpCnXihP/p8lS6gCoQH7C\n7ymUpTHug6QAHuBqrcGNYQCQL0sb/O40GhORAX6l0Tfg4av9hwPemRKqRYEgqWj58uVKMdlh\npVOP3SCnnXbaSy+9FLtHrVbfeeed0Zs0Tc+fPz9+DWhqaiopKVFPj9QAHMc1NDRoNJrq6uok\nNuNzlnul1w6yDAAYwCPmvB9o41XLtaenR61W5+YmoRLUfIBGp/sJpwcAgoC9ZDRtLjLFewb+\nd999J8vyvHnz4vw8qcLlcvl8vpKSkil8zLd9AbfVoWxfbcxZWJVCMwRaW1u9Xm91dbVGM2Ia\nnTsD3FW94e6f9/JMfzOnZRHS1tZWk8mk1WqT3ZD4am9vd7vdlZWVOl269q2OiyAITU1NtbW1\nyW5IgthsNovFYjabTSbT0J/i+GjXjGkc2A1F0/QFF1yQsKfr6Ogwm81ZWVkJe8Yk8nq9DQ0N\nKpWqtDRegdSY2rjgTfsPCpE+5t+Wz7ixPI6N8Xq9er0+Wa93fYm0a/9BpbzYbi74L5K+ocgc\n12c8fPiwKIpJ/PsmGEEQsixP7et94+tvlQ0Sw26eNbMolSbYWSwWr9drNpsNBsNIx1wJ8CIX\n/MTlAYD/BNjWrOzvG7IT2MapYbFYTCaT0WhMdkPiy2azud1uk8mUl5eW8fd4hUKh1tbW6fMF\nxfO8xWIxGAwTeMlpNFAw2Keffjp79uxktwJJEL8o/vC7OntktsH5ebn3lGXyJ1yF4y/Mqolm\nyvhNS1sHF0xuk5DRHfYHormyf5SXm1JR3bG7L+Zi6e62jiS2BEEmrzMYfNvuiK60mybSJrBb\nt27d559/7nQ6RVHs6+vbtm3bli1brrjiimS3C0kEGeDq+qZvIiv1ZmuYjbUz07DAxPicnKX7\nv5IiZdsjiNc3NKXifFgk4rlIrmwAiHf3avz8jyF7aU64S+8Tl2dHpDAagqQRSYYd/a4ffVdX\n8d/9K7+rX7jvwLSqg5xaQ7GxRcOi28oqitWrV7///vtPPfVUIBAwGAzz589/6KGHiouLk9NQ\nJLH+0N61zWZXtg0k+fZxs7PIEeeNZpLfVZS+6+hXEsZu73e9ZOm7Jh3yok1DrCS90htehlnN\nqJfkjDjcmfp+X1H6kdOlXEWsa21fmmvI9GsoJHP088JLvX3P9PQ2sVx0pyUUuqK+Ycf84zK+\nO0CRWoHdKCth58+fH9eVEEjKet/h/G1ru7KNA7w6e+ZMDZPcJiWMGsdfnFVzxtffKGtib21u\nOyc3J11So00rW612pxBeQ3p9kTmtTx+nZOlX5OW+a+8HgC+9vnfsjh/lZfh8NSQD7PX4nu6x\nbLHaWWmYHAI7ne4/dXbdXjqVi6VSVtoMxSLT05EAe1ndkejH9P7KsnONKV15c8qdnq2/KTIg\n6xKEtQ3NyW0PMqxotQkVjl9lHmYVW3r5fXlp9Nxwd2sHypKNpKyAKL1o6Vu0/+ApXx18udca\nG9VhAGdkZ1GRmcp3t3bs8XiT1MyEQoEdkrq8onjBoXq3EE5Td0G+cZpcbw3yQEVZDRPupPyH\no39jX4ZnXk073/j8uyMnjAvyjPkUldz2TN58nfZCU3it5bf+wJbpkQIXSS9NLHd7S3vpf7+8\n9kjTPq8v9kdZJHF9kfngouM/OX7e7yrC64F4Wb60riF6QslgKLBDUpQkw2WHGw77A8rN+Trt\nK7U1aT3CNWEaAn+5tib6Wb2psbV7Ok0ETn3PDlg2kSGTIH9fUUpGujruae0UUjKVPTINSTJ8\n5HSt+LZu5p79D3V0OfgBabRna5i/VFd0n7bo2ZlV87QaAPjNjJLoeqAWlrvuSFMSGp1YKLBD\nUtQ9bR3vOfqV7VyKfGturXbkRNsZ7/Rs/Y3Fhcq2SxBuRAOyKSMgSq/1hTu0ZmmY76Vh4rdh\n1TDMmoJ8ZbuRZaNLQxAkWfoBHuroqtyzb+nBQ/9w9MdeatA4dmF+3ocL5h4++YSbS4p0MScL\nHIONs2ea6fDU5G02+8uZ/mZGgR2Sit62Ox5o71S2CQx7dfbMKmZaVPgYxUOVZdFfwnuO/tet\n9uS2B1G8ZrW5IssmbkjzZROD3FteqookuL+vvTM43Jx0BEmA/V7fNY2tlxLq21va2wdm9CxW\n0feUz+g6bdHWubPOHmE1egFNvVRbHf1s/ryxpT7AxrnJyZSitWKnhCAIhw8fjt/j9/b25ubm\n0vS0WKKoZMFWqVQFBXEfaWoRpTUevz/yxvy1RrVGnYRfstPppCgqpcr1fCmI13kCyi/GgGNv\nZWmNU7d8v7OzEwBmzJgxVQ+Y4vx+P8dxk69PcKkncEgQAYDGsA8NWsPIlbmTy2q1chxnNpvH\n9ZX1YCC4hQuP+9+uUV2SjE/ieFmt1uzsbJVKleyGxJfdbg8EAiaTKYPLWvpl+CAYej3IN4qD\nLypwgJMp8scqcglNHeNQzvpAcFPkzTybJDbqNVSKflgBADwej8vlMhgMw1a3Ou6440apKpZa\n6U6mFoZhoxTPmTy73a7X6xlmWqTe4DjOYrEQBBHXXykAuCXplu6+aFS3Uqf5uSk5qRYCgYBa\nrY736x2XpQCXAP6axwcALkl+mJeeKpiyX05XV5csyyn1euNNkqRJvt66EH+oP7xs4jytpjwn\ndZdsO51OjuN0Ot0otWKH+pVefLfTwkoyALwQFK4y5TMpnwrM6XTqdLqMrxXrdrsBQKfTpdTF\n51Rp4oVNHu9Wb8A/pJ/4TLPNAAAgAElEQVQ4C8d/rNdcm62fQY4vgLknW/66u+9QiAeAOkF8\nVoJ1xtT9uuN53uVyjXQOwka9gMzkwI4giLjWlevo6CgsLES1YqeQJMPabw+3RSbDHq/Tbjp+\nvoZIzoSB5NaKHcnTRcWf7ftaKS/2vj+wlyldlT81sR2qFTsBD8RMdvy/msrS7NT9NjiWWrFD\nlQL8VMIe7uwGAJsovkuQv56R6mnhUa3Y9BWS5Hccjud6+j5yDlPyZCbIt86svtxsYkburBrd\n26aCE/Yd8IoiAGxwe88vLTnPmDupFsfNNK0Vi2Se37S0fdDvVLYLaOqdebOTFdWlrCySeHHW\n0ckiNzY0T7cyiKnDJ4qvW8PLJmZrmNNTOKqbjNtLi6OFXh7q6PJMg2wRSOJ1B0P3tnWU7P5y\n9aEjg6I6NY5fXmDau2DuU2Lw+iLzhKM6AKhm1I9WVyjbMsA19U2WUAZmGEBnTSRVvNZnUzoG\nAIDCsC1zZs3I9FkyE7MkxxBNgWvn+VuaW5PbnmlrU58tGuX8tLgw1UcoJyqPom4uDqfIdvDC\no109yW0PkkmU3CWrDx0p/++++9o6bfyAy9SZGuaPlWXdpy16ZXbNAu04phCM4trCgksjy71t\nPH9VfWPm5d9GgR2SEg74/Nc1HE0v9HhN5fczJW1EPDxaXVkSKSz2Wp/t73ZHctszPT0fSV/H\n4PhlkVNFRrp1RnEuFZ6380hX96DMYQgyAS5BeKyrp2bv/qUHD22z2WMTJRIYdp4x98MFc+tP\nPuG20pLoe2+qPFVTVRFZcbKj3/VwV/fUPn7SocAOST4bz//wu7pAZN3TdYUFa4vMyW3SVJHa\nWqQD+4Gf4t7+bJJ4emZV9ObPG1uihUqRxNjr8X0VSXZ/sSkvZ5zzuNNLNklEp9Z5BPFPnV3J\nbU+svhD/Sq/1G58/2Q1BjtUXbu/ldQ3mL778ZVNrC8vF/qhERf+uorTztJPemzf77BxDnHrB\ns0ni1Tkzo/m317W2fzmwcEW6S60vo+bm5h07dnz88ceBQODdd98d9FObzbZhw4aDBw/Ksrxw\n4cLrrrsukyaNTltOQTjv28MdkdREp2fr/1pTNfpd0oMkCdv/If7nIwDAsrKJs5cTi06FScwO\nGeQ8Y+6agvxNfTYA6AmGbmlqfbm2ZqoeHBnTs5be6PYNmXIdMopfFBf+paunL8QDwF+7LbeU\nFJlTINPTZqvtZw3hq5rTsvQ/LS68cIrWEiFTzieKr/XZnu7pPTAkCscAluQYflpsXmHMJROS\nMOi0LP195aV3tbYDQEiSLz185KuTFuozJQd+avXYPfLIIwaDYf369UN/xHHcXXfdVVVVtWHD\nhhdeeKGqqmrdunXBYHDokUgasfP8kgPf7fWEr5aKVfSbc2vplM+nMDaW5V96VonqAED2uIW3\nXg899ifpyFQmVnysujJ6cv1brzW67gSJN7cgbokkiF6o056SpU9uexJASxB3RCo1B0TpwfYk\nd9o5eOGiw0cuPdwQ7ave7fFeXtdQsnvfk4LUjlYUpZK6AHtTY0vJ7i9vaGgeFNXlkOQtJUX1\nJ5/w4YK5K/OMiYnqFLeXlpwZmfDTxHI/a2hJ2FPHW2oFdk8++eQll1wybIrU7du319bWrl69\nWknbs3r16pkzZ+7YsSPxjUSmSm8o9D8Hvvs68jnXE8Tbx81OhW6ASZLt1tCTD0sNdYP39/bw\nLz7Db3hS7pmak2IuRT41szJ68/ojTdOhvnUq2Nhn9YvhX/X106C7TnFDkTm6nuk5S18Hl7Tr\n6g/6nfO+/HrrcMVX7Dy/kZcWHWn+wbeH/+Hoz7x58WmEl+VtNvtZB76bu/erJ7otg76dTtLr\nXphV3XXaokeqK2ZqkpAOVik1lkdRys2NfdaNfRlSaiy1ArtR7N2798wzz4zdc+aZZ+7ZsydZ\n7UEmqTMY/P6B7w75A8rNbJLYvmDuSfq0z7QpNdaH/vqIbIt8QRAEPm8hxPTwS41HQo+vF7Zs\nkl1T0MG2Ms94kSk8IaErGPoVWiGbEM/1hMdhdQRxmSmTl03EUuP4b8vDV91BSfpdpOhfIvlE\ncW1D8w++ORzNUoEBXFtYsNqUR8V09kgA/3Q4V3xbV7Vn3x87ulBKoATrCobubu0o271v9aEj\nu1zu2OhajeNXmU17Tljw5YkLriksSG5Cq2IV/WJMqbGfNbQ0DZzzl6ZSa47dKDo6OioqKmL3\nlJeXK0WQkLTTynFLDhxq5cIfISNFbp8/98T0j+rEPV8I72yDSF8OptGSa67Bq2pku03Y/g/p\n2wOgrPySZfGrveLB/cSpi8ml58Lkipc8UVP5b6dbSRPwgqXvwvy8Zbmpm059AnqCoQ+drrla\nTYrE/V+4vd9GLkguMeVFc7xNB1eZTX/q6FJOfn/rtd5WWlyTwNI7n7s9V9Y3NseceotU9Auz\nqv83NwcAekOhDZa+53r6OmOm6LRxwTta2u9t61yVb7yxyPz/MjTXYIqQAXY6XU91977n6BeG\nVCutZtRri8xXmwumfJXrZKww5v68uPCJbgsAeEXx0sNHPjt+frpPB0rRWrHnn3/+oMUTK1eu\nfOONN4iYng9RFC+88MK33noruodl2UcffTR6k2GYJUuWxK+RqFbsxLSL0nXeQF9kjMSIY8/q\nNTWpl4h4XLViMVk27f+v4cih6J6gIaf7+8t43dHZV2q7zfT1HsbaG3tHUaXqnz3fWXucPIl5\nuztCwq994ZrWOMD3aPIiFX0qSYzr2ynVasXKAPsEcQsX2hUSBAAc4KeM6icMPVXfuBOuFbvO\nz70XDPcAbc7SzEmTwG5itWKHej8k3Bl5s52rov6gTUShUl6Gp9jgy1wotrzU/9LknRp19sB3\nuQTwjs3+T0r9pTTMuW0WSaxWUefSpCZVS/oeu5SqFeuR5XeC/LYg3z5cUdfv0+Tq8X8jDSJJ\nksViKS6e+sInQVle42UbIiPFV6npWzTJT6E6mVqxGRXYeTyes846K3ozJyfn5ptvTkBrkWPX\ngRPrGL0z8q1qlKX7WV+JlN4zwyiBX1B3MMfVH91jz8n7tnaeQFJDD87vt81sPqLhArE7OTXT\nVFplMRXCRM83f2B0XxADnq5QEpcLobP5kF4e/FWb4vyA/ZtS/ZOiu/DBMdP3+NDNoQCdvG8t\nL2BXabNDGAYA1aLwKOtNVkuSRQbs5xp9B04AACbLT7Desjh/fttw4hG1tjXmzaAHeS0X+J4w\nWhahHhz/gFJ9RKp8Qz5TGpDP5EM/4IMz0vybJxU04sQHtPoTkgrC4N9zjiwv5bnlQihvSL3X\nVNOJE7do9MpLwGT5Ps5/vJjSw/fLly8nRu4LSKEe0dHpdDqv1xtb5dDj8ej1AxajMQzzxz/+\nMXqToqiZM2fGr0n19fVlZWVMAkcikohl2cOHD2u12tra2gk/yHfB0G87Lc7ISGUJRW4tKSyn\nh4l+UkFnZyfDMGOm1CHsNv17b+DuozVwuIUn4d8/e8HIIRp31lL58Lea3Z9ggfDCETXHHtfw\nXa2nP3DGmULxRKqXPi2Iqzp7GmPmEllw4kWaeVWl+WGW7ops/QnMGJf1Bw4ckCTphBNOmMCz\nT5XvgqG/Od1/9/oDI5wJPqFoj17/YrHZPOl+sv7+fq/XW1ZWNq57Pe90h6zhdNBriwtPzI7j\nN8zUamxs9Hg8tbW1Wq12kg91t9f/k54+AJAx7H1T4QvFk+3FH4koy8843evtzlBMKH+mVvOI\nOb9g5DdAY2Oj2Ww+Ua9fAcDJ8jte/9+c7gMxSz0CgL1Pqd6nVKdpmCuz9cv1WioNO/BaWlqc\nTufMmTMHnQcTg5Pldzy+V9yer9lh1tCcqlFfZchertNSU/d7FQShrq5u3rx5U/aIMU4E8Lu9\nv+61AYCMYX/VGz4qK85Lamd8X19fV1dXcXGx2TzM8qxRuusgjQK70tLS1tbW448/Prqnra1t\n0LARRVFnn312wprU3Nycl5c3bDdp5vF6vQBA03RhYeHEHmGPx3tR8+FoVFfNqHcuOK5Unfwe\n75H09/fr9frRX6905DD/xqvAhUemgCTJCy7OPvHksYtmlJTA/5wlfPxv8eOPIFJFh+ztydr2\nKj77OPK8lVje+KbkFwIcKil+x97/VLflPzGzlYOyvNXt3er2nqjX3VhkvsSUP9Js5YMHDwLA\nhP++k8FJ0jab/enu3t2eYTrA/l921vE67VPdFiXWO8AFz+uy/H3u7JOzJjXlTpIkQRDG9Xpl\ngNc7Lcp2FkncUFOlS5/EVx0dHQCQl5cXe3k8MdcUwtNe/36vDwD+5fN36/TxmP7YwnJX1jd+\n5vZE92gJ4s9V5TcUmUePFjo6OoxGY3SQ/ZcAvwT40ut7utvyutXOxlwz7A6wuwOs2UH/pLDg\n+qKC9Kph2NPTAwC5ubkJzufaxHLP9PS+1NvXP6QASRZJrCkw/bTIPHeKyn/FCoVCDQ0N8fuC\n+lVh4R5ResPmAACrINzm9Lw/f04S4/1AIAAAY56DhpVyE5tGsmjRol27dsXu2bVr1ymnnJKs\n9iDj8pnbs+ybQ9GMU7Ua5j8L56VyVHcsxM/+w7/0bDSqw/RZ1A03EyeefKz3p1Xk0uX0r39L\nnHJ6bOJiqe670CMPCm+9LvvGN8xHYdiqfOO/Fx535JRh6vDs9/p+cqSpcPfeGxqav/MHRnqQ\nBFMqf5fu3ndFXeOgqE6p/P31SQs/O37eEzWV782bE12m0BMMfe/At6/0Jjo3wScud10g/Ode\nU2BKo6huamEAv68I9yvLAOta26f8KV7ptS7cdyA2qjslS//ViQvWjhXVjWSRXvdibY3l9JOf\nnVk1KOzoDYXub+8s371PqW0lpuT0pKSLFnWt3fvVw53dg6K6Wg3zx8qy9lNPerKmMh5RXWI8\nP6u6PHJW+qDf+Ze0LYucNoHdOeecU1dXt3XrVp/P5/P5tm7dWl9fv3Tp0mS3Cxnbxy738m8O\nR8ulz9Fq/r3wuGJVOi86EQRhyybhvbcgcg7Aioqpn9+Kl45vXA8AsGwDecHF9C9vw2vnHt0r\niuKeL/4/e/cdHlWVPg78nHunzyTTkknvnQRCB+klgFgoFuyIUnTXXV2/u+sqYkPWVWyLigLr\nD1ZXRBELgiJIVUBpIhBI7z2Zmunt3t8fNxmG9IQkM3Pzfh4enuTOncxJTnLvO6e8r+O1ta4f\n9yFnr5d6pAhbKmd/lJ4ySnLNvFuzy72ltn74mfNTzl/6oknt9NE9zHOTiOuo8neaV+Xvka3t\nv0kpPz5qhKfCo52iHswveqK4dDATlW2ubfB8vCJioOYfA8J8hdxTzXm/Vn9Mb+ivr9zgcC7M\nzXswv8jYOrrPwfiF+JgTo4Zff7YzKYdcFRmeO27Uz6OG3xkawrk2Q4oncHmtslrd+787tmpw\nOF+rrE461UHgyyPwnaEhP2ZnXhk/+h+x0bIAL6wn43A+ybhaauwfJeWe5PmBxb+6YcGCBe0/\nZnZRCIXCf/7znx9++OHy5csRQtnZ2evWrfOH3UCga/u0uttz8z3TH6ODJAdGZCr9abt7b9HG\nZtfH/6Eqr45SECNGcZfch7h9D1VxWAT3oUeoogLXd9/Qda0VqR1298F91JlfyNk39qEcmYAg\nloarloarzhlNW+oaPmlotHhtWDthaD5haI7g8ZaGq/4YGT5oo6d6l+uj+sYN1XWeZDcePAIv\nVCpXRYbN7qRG5HCx6MyY7Dsu5x9tDSPeqa4rttp2ZKQNQs4RtdP5tbpldd0NwUFtIuYhaF1C\n7NTzl5iP15RV/jyqHxY/7WrS/KGwxDuoyhSLPk5PGd3fU71TpMFTpMF1DsfH9Y0ba+q9M6QU\nW21Pl1a8UF61QKlYFRmWI2dV8qBeYS4dH9c32tqteY3k8x4IU/05KiKw36K3M1ka/FxczAvl\nlQghJ03flxeQpcb86/7avj6sN5VKtXr16kFrDLh+ezTaOy8X2FsvCpOlwd8NHyYNkPQQHaJr\na5wfbbmaWxhjcvpszo239nk3qzciJY33xFPUpd9d3++mdS17bGmD3vXVZ+4TRzk3LbxmVK/H\nxgRJNgdJXkuM+6i+8Z2aOu+q23UOx2uV1W9U1cxXyCcR5HD3AG4SZG4S/6tvtLa7STDx5WNR\n4d0uclJyOT9mZ/6luGxjTctat+81uinnL+4enpEwwG/ztnnd3oZCcdhuTZEG58hlB3V6hNBx\nQ/MBrf56EigaXO6nSss9mZ8RQhihP0dHrE+M5/dfheU2Ini8f8RG/y0m6nut7p3qukM6/dXF\nqRT1RZP6iyb1mCDJqoiw+8JCxYF2d+8zo9u9o6FpY239xXZFXQmEZsllqyLDBrn812BaExdz\nzGA4rDMghIqttieKSrcGWhlu/wrsAJt81qhemlfomeybJgveO3xYwL318UZdPO/cuR05W5Ms\n8Hjcux4gsrL78zUwJkaM4mVkuk/85DpyALUOa9EN9c5tm4mUNM5Ni3BkXzI5yTicJ6Ij/xwV\neViv31Lb8LVa48kg6qbpvRrtXp4oiiv4c2X1yojwfswg2m3l797eJDgYv5eSOEIseqyolPkW\nLpkt485d+CIz3VP5sd/RCH1Y1zIPK+Nw7gwd1OXqfutfiXGHzrUEQ6vLKuYoOh5q7dZBnf7h\n/GLvYbN4AX9besqMAetQbyTGtyoVtyoVhRbr1vrG/9TVey8gO2c0PWI0PVVafpcq9PGoiMBd\nQNYT+Rbrf+sbN9fW611tN0bIOJwlqpC/REdm+KL812AiMPooPXXk2fMapwshtK2+cbZcdl9Y\nIBWYgcAODIitdQ2rCks8qzFuVMi/ykoXDtg77wFH0+5jh1w/7Lm6qE4q5T64CkcNTDpfLo+c\nkUOMu8F96Af3Lz+j1oEiqqjA8c56YvhIzk0LsVzRhy9MYJQjl+XIZeU2++ba+q31Dd7Vlmow\n8XRpxcsV1feqQv4YFTHy+mYbL5stH9TW/6+hsbldBVsFl7MsXPVoZHif6xasigyPEwjuvlLA\n3IE0TteNFy9vTEkaoKVvh3X6wtZtE0vDO91ZPNSMDZLcGqL4Vq1FCJ0zmnarNYtCepfw2eKm\nniotf7+mznup5IqIsLeSEwb/TWCqSPhqYtyauOjtDU0f1NZf8HorYnC5t9TW/6e2PkcuWx4R\nNkcu86vyCdep0eHcp9V9WNfgvVvFY2Jw0B8iw5eoQgSBewHvpWg+78O05MW5+cynfywquSE4\nKLG7jFH+gz2/msB/bK6t/2NhiWe+7Ral4ovMtAC+KDgczs//R+Ve8Bwg4hI4DyzHQQOb6QaL\nxZwFt5M3THUd+I66eL7lKE1TF8878i6Tk6dxZs5Bgj4GRvEC/r8S416Kj92t0WypbWAm1Bhm\nt/s/dQ3/qWtgJqHuD1P1Ko5xUDTzNb0ntjz6cWJrnkJ2Zkz2gktXmJ2qDopeWVB8xmh6LyWx\n39OSeW+bWBkB87BX/TMhbq9ay/yxP1dWuUCp7Hl1gdPNpqX5hQWtETNCSMXjbklNXhjSlzct\n/UVCko9Ehj8SGd5+8QCN0I86/Y86PYHQqCBJjlyWI5dOk0oDsQKVi6YvmMx7NNq9Gt15o6l9\n3kgBQdwZGvJkTOTQXE66KET5h8jwD2rrEULNLvfdAVVqDAI70M/erKr5e0m5545+lyrkfxmp\ngZj/k0Eb9M6P/kPXXK1KTIwcy73jHsQdpLzKOFTFve8haupM93ffUOWlLUedDvfRg9TpX8jp\ns8mpM1FfgyRmU9udoSEXTObVp84cJjg2r55iJqGeLat8OEL1SER4t29Yq+z2LbUNH9Y11Dva\nlgQQEsTdqpA/RkX0b8KzZKHgxOgRd10u+LE1MN1SW19us30+LK0fN+g1OJy7NS3bJqZIg7NY\nPRnXW1li0RJVyGeNaoRQrtnyWWPTvT2YtHLS9Nryqlcrq70rit4eqtyUmhQyWH9Z3WIWp74c\nH7u1vmFzbX25V4pjCqFzRtM5o+m1ymoph5wtl82Vy+YqZAO90PP6FVis+7X6AzrdUX2zuZM1\nteki4aOR4Q+GqwJ9l+t1ejM54WdDM5Mc6ozR9EJ55b8Se533wCeGdLeBfreuouq5skrPpw+G\nq/5fWjIZsFEdt77W+dHmq/nkCIIz7xZyxuAlwfYgYuOJR5+gLv3u+mEPrVEzB2mL2bXvW/eZ\nXznzbiZGjOr6K3QtWyL+s9O2zE01jhz1fm39Fa9Ed2qnc31lzRuVNTcq5X+IDL9JoWjzrpVG\n6Eet/oPa+j0abfscYClC4aOR4Q9FqOQDc5OQczjfjxj2f8Vl77Zupzig1U/87eK3WRnXnx2D\nsbW+wdGaVQW2TbT3YnzsrqaWJZsvllctUYV0vWLystmyNL/oN+PVRBIyDufdlMT7/XIZk4rH\nfTo2+qmY6O+12g9q63/Q6NoMbhlc7q+aNF81aRBCKULhXIVsnkI2Uyb1nzSHOpfrkM5wQKs7\noNNX2DooFMHgYrwgRPHHyIiZcmmgXrL7lZAgdgxLG3/uAjNku76yOkcunR0Iu6T9tFZsv3C5\nXEwy/QGiVqulUinXb95fDiin06lWq7lcbhdZzrc4XFvsV5fcLuaSz/C5ATJ03QF+weWkS+eJ\n1mqSbg6neuI0Y+TALKrrMUxRsrLi8NzzpP2adCFWZWhd9lhLiKrPX7m+vh4hxJSvyXNTOxzu\nAy532xXUCKkIvIhL3sEhFQQ20eiA0/WZiyrtqPL3WJK4m0dO5ZCD8yvwjdP9mt3pbL2eiTFa\nJ+BO7XwLttVqtdvt3ZZhoBG6zWyvomiEkBSjfRJBgGZ30Gq1drs9JCRkIC5Za23Ob50tfynP\nCbgLuR3/2GmEvna43nK4bF63nfEk8YKQG9Z/b/+0Wq1EIuHxBqSj9DR91k2ddtPHna7Gzm+e\nBEJpJDGeJKZyiBEEMRCXQZ1OZ7PZFAoFv6O95BRCBW7qtJs65aJ+c1Pt/5A9lBiPIompHGIq\nhwz248s1RVFqtVql6vslrm92Od2v2loWIisw+kwsUAzKT8lsNjN1UyWSDmY5Ro0a1UVVMTYH\ndhRFabXa7s/rq9zc3MTERJFoSMzLWCyWixcvSiSSrKys9o/SCD1f17hJo/McWaWUr4tQ+fFV\noksUxT92kHf216sHZArrbXdTSn/ZC4ltVt4vP3PPn8HekykYO9OGOUePd0dE9TbpHULozJkz\nFEV5V3NpdLk+0Rk+1hpq2iVr5WE8USw8bbba2l1Awjic++XSpQpZ5KCvLj9ptjxUWav1Smy7\nNly1Utlx6KZWqw0GQ1JSUtdf84jJsqS8ZSL+DyHyteGDfV/pL/n5+Xq9Pisrq8P7xHWqcrom\nFpUy45oxPO6vKQm8doFaldP15+q6E16DwQKMX4hQLe/rXtrO5OXlRUVFDXSxRxqhKzb7EZP5\nqMnyq9li7/xOqiTJ6RLxzCDxDLEovP/+KAoLC7VabUZGhlR6de9wldN1xGg6YjL/bLYaOs9e\nJCKISWLhTIl4pkScEiCJ6Fwu16VLl7zLig6aZZW137XWxZkbJPkkLmoQbm21tbWVlZWxsbGR\nkZHtH1Uqlbjz90JsnoolCGJAi+hxOByZTDakasV2OGJHI/REUal3VPdUbNRrifGD2bz+ZLc7\nd3xE5eV6DhAJSbwHlgvF/X87vC533kvPme8+vN99+peWvbo0zc2/zM2/jHg8Ii6BSE4jMrJw\nWE+nDpnLhHf/hiD0Snj4Ohod1us3VNd9p9F67l0Omv7J1LYu2ZggyeNREfeEhfpqSeWCEPR7\neNii3Hxmms9F06vrGkoR2piS1H7Vs91uZ0awuv6an9bnez7+c2JCSMDmemAG6mQy2fXXim0v\nBKEVJsv7NXUIoSqH8yuH609R1xS4/KJJ/UhJhc4rica4IMnHGanpA/Dz5PF4UqnUUyt24ExH\naDpCCCErRZ0wNB/UGQ7q9L8ZTW1CPI3b/ZWh+StDM0IoUShgtlzcqJBf57bfiooKhJBUKhXJ\nFSebW179nLGrSgmJQsEtSvmtSsVUafDAZQccIA6HY6Dv6Z35RCYbefZ3Zhb7gNG0w+Z8PHrA\na2obDAaEkEgk6sO3zObADgwCN02vKCj+r1fVzrUJsc/F+Xi+ss9odZPzv1vopqtbIMkbpnIW\n3N6HAbBBgGVyzm13k+Mnub77hiotvvqAw0EVFVBFBWjft1gZSqSmE6npRFIq6lONc0+GlCKr\ndVNt/ba6Rt21Oa6COeTSMNUfIsOH+cGughg+/+jIrPvzCpkcHAihD+saCq3WLzPT+7Aqv9bu\n2Ktp+TozZVLWZ/C6HmviorfVNTCrkf5ZUf1weBizmbrR4VxVWLxbfXXyhIvxmriY1XHRrMlw\nKyQI5m8Eobhqu2O/VndApz+k02ucbadAS622Ldb6LbX1QoKYJgueK5fPVcj6sB2HolG+m/qR\nJ3i1rOrMlUJH55X1wnhc5lXmyGVhvCGxcKjfyTicj9NTZ13IZdYQP1VaPk0WfJ3ZoAYUBHag\n71w0/UBeIbMhjvF6UvzfYvqSPtcfUEUFzu3bkLVlIIomCOPUWaE3Lej6WT6Ho2O5jzxOXbnk\n2r+Xrq9r8yitaXL/0uT+5WdEkkRsPJGaQaSm46iYPpTKSBEK30xKWJcQ91mj+oOaujNGU7ZE\n/IfI8PvCQv1nnThCKIgkv87MeLas4tXKaubIT/rm8ecu7h6eMbyXd9D/V9/g2bYJ2ya6FsHj\nPRYV8UZVDUKo3uF4r6buqdior9WaRwpKvGsBDxOLPk5PGdPfJcL8RzSftzwibHlEmJumzxnN\nB3S6/Vr9r81G17VztVaK2q/V79fqUQmK4vPmymVzFfIcubTrtx91DscBrf6ATn9Qp290OBFP\niMxtB84RQnyCmCINYuK5bImYJeGzT02TBT8bF722vAohZKeoe64UnB2T7bfFSCCwA33koOi7\nrhR801o9EyP0Tkpim/mXAOI+ddK1+wvkWZUiEtVOmcVJSfdpo3qBGDacN2w4rdVQRQVUXi5V\nVIBc1y6Mc7upshJiJSEAACAASURBVBKqrATt34tFYpycSiSnEWkZWCbv1QsJCeKhcNVD4Sob\nRfltbkICo38lxmWJRSsKipk6YGU22+TfLn6SkbqgxznS3DTtqTah4nEX9zL17hD0j9iozbX1\nRrcbIbS+qvqyxfKx11g+gdAT0ZH/TIwL4ETlvUFiPD5YMj5YsiYuptnlPqzX79fqD+j03jX9\nGDV2x7b6xm31jQRCo4MkcxWyeXL5DdIgZkmDjaJ+NjQz8dwlk7mLRfHpIuE8hXyuXDZDJoUc\n2v3uubiYwzoDk8M532J9orjsw7RkXzeqYxDYgb6wUtTtufn7tC3r6giEtqQlLx+YpP8DjqJc\ne79yn/jJcwCHqLjLVlkbm4J82Ko+wQolOWESOWEScjqp8lKquIAqKqBrq9G1owW0xUxfPM8k\nPcYKJZGSRiSncdy9qxTrt1Gdx31hoclCweLc/DqHAyFkdLsX5+atS4x7Oja6J2MY+7S6ytbc\nEMvCVYGSm9SHQrjcJ2MimVENjdPlHdXFCfjb0lMGruabnwvmkItClExZjmKrjck8clhnMF77\nN0chdNZoOms0vVJRHUSSM+VSB0X/ZDBY2u0695BzyBy5fK5CNlcuixX0Za0F6CEOxtszUkee\n/Z1Zi/L/6hrmymVLVP6yo85bIAV2Cxa0nRT79ttvfdKSIc7sdi/IzWNqJCOEOBj/Nz0lsErp\nXWWxOD/ZSpUUeg4QaRnce5chgRA1NvmwXdeLyyVS0oiUNDQf0SYjXVpMFRdQV3JpY9uSQbRW\n4z510n3q5GSC1EtlbjGfSEnDkdF9mKv1QxOCg86MyV6Ym8csKqcQWl1acdls6clbbU+1CYzQ\nKqg20TP/Fx31Xk2d9tq1ZcvCVf9OTpR2nnpmSEkWCpKjIv4YFeGk6V8MxgM63QGt/ly72g9G\nt/tbdcdZHTgYTwgOGm6zJOu0948bGxYamNfeABQr4P8nLfmOyy0bqh4pLBkfHBTvf/F0IAV2\nCCI5P9Dsct986YqnpCCPwJ9mpN0eGpCzVLS60fnfLXTT1XEFcvJ0zi2L/XOrRJ9hSRAeMYoY\nMQotpunaaqqogCouoEqL0bWjBQTlVug0rn3fon0IS4JwYjKRnEZkZOLgwB5lieLzfho5/OGC\nos9bF4Nub2gqslo/UMq7CDSq7HbPgHSOXJYUOGUifUvKIf8eE/VMaQXzqYrH3Zya1NsCskME\nF+NpsuBpsuB1CXFqp/Ngaw7hGnvbwi2MBIGAGZmbLZdJOeS5c+fqKHfgpn8PULeHKldFhm+p\nrUcI6V2u+/IKjo0c7m/bgAIssAO+ZUQo50LumdYd9QKC+CIz7RalLws79hlVcMX56UfI1lqn\nksPhLL6LHDuhyycFOIxxVAwZFUPOyEEOB1VRRhUXUHm5dEN9mxNpk/HqXG1YOJGRRSSnEQlJ\nKDBLDIlIYsewtEyx6IWySmZO+nSz6WaL9S0RP7uTp3xY1+CGbRN98nhU5AGt/ojecEeocmNK\nkgp2YvZACJd7tyrkblUIQijXbDmg1R/Q6X7SN5MYz5RJ5ylkcxWyFCFsyvYLbyclHDc0M+V5\nThqML5VXvZwQ6+tGXSMgL9PAJwwYv+RCRa1RnYgkvsnKmBMI9VXacx8/6tr7tWflGRaLOQ8s\nJxL8dCXsgODxWudqFzBbLmqPH5Nrm7iutgka6IZ6d0O9++hBxOUR8QlEchqRkoajAiyjDUbo\nubiYTJFoaX4RUyKz3uV+qNmCG9V3t1sl46Lp/9e6bSKCx+v5fguAEBKRxOGRWU6aDtwK0b6V\nJRZliUX/FxPppmmMMKzt9DciktiRkTrht4vMxqx/VVbPlktn+NP60QAL7JYuXWo0GoODg0eM\nGHHXXXdFR0f7ukVDRaPTtUYYVO6p10SS32ZlzJL70a9yD9Fms3vPV+7zZzxHcFQM98GVWBqQ\nEWq/YLZcXNY1U07njVkZVGE+VZhP11S12XKBnJ70eAgrlERqBpGQiKNjsTI0UBbk3RaqTBYK\nFubmMQXd7Qjde6Xgd5P5lYQ479vnXo3WMx32cIQKApQ+gB/a9YNpVr81QiJenxT/eFEpQshN\n0/fnFf4+dmQfMmUOkEAqKbZu3brFixenpKQ0NzefPHnyiy++eOmllxITEz0nWCyWv/3tb55P\nJRLJbbfdNnDt0ev1EomEE5iTU73SQNN/slPVrZ9KEHqbT2YF2jVHpNeGlBfLK8sJrwqo+qjY\nijETKbKDTjSbzSRJCgRDZXGVRqNBCHny9ZMOe3BTQ1BTfVB9Lc/aQa4sDzeHY5PKLTKFRaaw\nyOS2YH8PkfU0vdpJn/fK6TqZxC9xCE++rycd1K8UjRAiENrFJyMC7Ve9Q83NzQ6HQyaTsf6S\nZTAYRCIR66t4G41Gu90+dOqVUxSl1+sVCn8ZPqcRetpJ/eRuuYxMIvEb/Voa3Wq1ms1msVgs\n7GgKfvz48eysFbtv375Tp069+OKLniPNzc2zZs3yfCqXy5944gkftIxdGglyjVBSh1t+hyQ0\n/ZLVlNpVUWn/Qrrd4U110bVVwWbjNQ9gXBqbWBKTGCijTT4kMZuUeo1Sp5EZtCTVaeYFhoPH\nN0iCjUFSgyTYEBTs5PpjJUoXwu8LRD9yrrYtnnI/ZzOrKHcTJlaIpcw3OdbtfMHaVY0mAMCQ\nZcL4cVFwU+vN8VG75WanfXBeev78+WTn6ZEDOLDT6/WrVq3auXOn54jb7S4svJq3giTJsLAB\nzKz2+++/p6SkiMX+W1fk+hXZ7AuLy2pbkxfIEb03PSUzQHYIYk0T57czxMXz2N42IygSipzz\nF7jTM7t4emlpqUgkCg8fKgvnT548SVHUlClTujrJ5SSqKojSYqK0mPAqvNYFWiqjIqLoyCgq\nIpoOj6T7VNZsIDQ2Nm5r0rzupDwlAZQczkcJMYebTW81tGS62ZEYN18acNkMO5abm6vT6UaO\nHBkUxJLvqDO5ubkxMTFSaeAtFOmVvLw8tVo9fPjwgSj+64ecTuf58+fHjx/v64Zc46TJcmtx\nGbPRik8Qh1ITs/rp/lhdXV1WVhYfHx8T08GC5uDgYNz5kASrxuRJkszIyBjMl5NIJMHBwYP2\nioMs12y5paSgoTWqC6Gpd7jEpHC/z0JMUVTBFfeJY1RxYdtVYgjhqBhywmRy1Fg+r5uRJB6P\nJxQKWX978GAuE91/v8oQNHIMQgjZbFR9LV1dSddUUeWltFbT8Zc16EmDHuVfbvk0KBgnJBFx\nCTg6loiKRr4bzzOZTHeJLVNjYu+5UmBwuRFCGpfr9pIKQet0SjSfd0dMlL8lMugzZgZWIpGw\n/leaw+GIxWLWf5vMDOxQ+E4ZDoeDIAh/+2bnS6VPOxz/rKhGCNkpalVV7ZnR2f1S9kOtViOE\nBAJBH77lAA7sfv7558EM47pwVG8otdqShIIkoTCKzwvo+wBFoyq7vcRqK7RanyurVLcWeYzl\ncZ/TqWP9aeNPe7TB4D59kjp9km42tH2MwyWzRxETpxKxcb5oGhsJBER8IopvWeRKGwx0TSVV\nVUFXV1LVlcjS8bI82tjsSaSCCAKHRxDRcTgmloiOw+ERg59BcL5C/svo7AWXrhRbbQghO0XZ\nW6eal0eEsSaqA8BP0AYDVZSP9DoklWJlCFaEYKksoNfDvBgfe1hn+KXZiBC6Yrb8X0nZptQk\n3zYpYAK7NWvWzJ8/f9iwYcHBwWq1+qefftq9e/dLL73k63YhhND/Gpq2tiZHEBBEolCQLBQk\nCQRJwpZ/8QKBH+4Rs1NUmc1eYrWVWG3FVmuJzVZitZXb7PZ2i6hShMLdyXElvzR2+HX8AVVe\n6j5xjLp8EbUri4WVIeT4ScS4GzCrJ819DkulWDqcGDac+ZRuNtA1VVR1FTOehzrcfkFRdG2N\nu7YGnT6JEEIkiUNCiagYHJ9ExCdgVfjgXO4zRMJTo7OXXMk/pLv6foDEeAVUmwCgX3RZ4RCR\nJJbKsDIEK5RYEYIVSqwMwaowHw7n9woH40+HpY06+7ve5UIIWdyUm6Z9u6M5YAK7JUuWfPfd\nd++//77FYpHJZCNGjHjttdeioqJ83S6EECrxKupso6grZguTutCDg3EMn5/EBHzMP4EgSSgQ\nd774sX81u9xM3FZitZZYbczHVTZ7N8vgEUIIDROLDmZnSuz2kgFvZu9Zre5zp9y/HveuHtGC\nIIj0THLiFCI1PaDfDgYoHCzFwVIiIwshhCiKbmqgqiqZwTy6rga1y5aHEEJuN5MzD/12BiGE\nBAIiKgZHxxExsTg6FssHcDecgsv5YUTmX4rLNtbUMUduVsqj+YFxXwHAP9H1tVRhPlWUT5WW\nIJez0/PcblqrabuWgyBaoj1lCFaGYmUICpaSbj/dtBcv4G9KTVpZULwxNfGBMJWvmxM4gd2I\nESNGjBjh61Z0rMRq7foEF02X2WxlNttB3TXHw3m8q9Fe6wjfdebCaXA4S6y2Epu12MpEcrYS\nq63J2fkfVZdmyKQ7M9NCuVyjfZA2+/QQXVPl/uW4+/dzyNm2/A6WBBHjbyDHTxrQUAD0AkHg\nsAgyLAIxhT3cbrquhqqupKsrqapKurEedbjT1majSopQSREzBovFEhwTi6NjiehYHBOHJf28\nA4CD8XspiSPEon+UVii4nH8lwJQ9AL1Gm010UQFVlE8V5newJKbnKIrWaWmdFhVf3RB5A0KO\nUz95oj3U8kEIFkv6oenX5y5VyEyZ1E/qrARMYOfPLo4bVWq1ldpspVZbqc3OfFxutXU7Hlbv\ncNQ7HCcM19RlFxBEJJ83TCTKFIsSBfxEoSBRIIgT8NsP7epcrlKr7bLZcsViZV60yGptdrWd\ni+whOYfDvFaiUDBMJMwUi5KFQr+r2+1yui+cp379maqsaP8gkZBETpxCDB+JBmsoFPQFSeLo\nWDK6tQiPw0HVVtNVFVR1FV1dQWvU7be8IOaGkX8F5V9pifNk8pYgLzqWiI5F/VRtaVVk+Coo\nIAZAr7jdVEUZVZRPFeR1MNPqBStDiJR0Ii0DR8ciYzOtUdMaNa1pavmg2dDFcxm0yUibjKii\n7JqjAgFWXB3ba/k36Ev3/CSqQxDY9Qs5hzMmSDIm6Jo3DTaKujpmZmuZA62w2Z3d/eLaKKrU\naiu12vZqtJ6DfIJIFPCThMIIHrfa7iix2cptNgfVl1Q1PAInCK6OESYLhUlCQYKAzx/0deu9\nQmvU7l+PU2dP0RZz28f4fHLUOPKGKTg80hdNA9eHx2M2YbQE41YrVV1BV1dR1RV0VSVt0Hf4\nJFqvo/U6KvcCQghhjJWhODqWmbT17WbbnqDNZlqjRtomWqOmHR1XfO93EbW1wVYrKRFQMbFY\nEYJlclii0DsuJ1VWSpWXYomESEnHIaG+bpCP0eomJpijSoqQo/MpHYGASEolUtOJlHSs9Crf\nFyxtW5nQ5aQ1mqtxnlZNa9S0Ttt+5XRbNhtdW03XVl9zkMPBciVWhhDDssgJk3v73QU0COwG\nioAgmJJ/bY7X2h1XLBbvsb1Ci9XY3S+unaLyLNY8Szdzvm3wCSKKz/MehOts8M9/0TRVXOg+\nfZLKvdB+wg6HqsixE8kJk5Cw7c8ZBCqhkEhJRynpXnFeJVVeStdU0VUVtMnYwVNomlY30upG\n6vezCCFEEDhURUTF4KgYHB1LRMcgju/eSVsttFZDa9S0VkM31FEN9bRWjbpbvDEQWtIUVZW1\nLMvocMV6aBjqLg3QUMNUUqaKC6iCK8hrRQpWKImUNKZ08hC6/jgcVEUZlZdL5eV2luEIIYQw\nxpHRLT+fxOSeTqFwuDgsHIe1GzK3WqiGemdNdfWlC7FBEmaQD9naZSdtw+WimxropoYhuCYH\nArvBFsnnRfJ5SH7NwTqHw3tJXInNWmK1aZy9WCiq4nE9q/SYQbgkgcB/Rob7gDYZqdO/uE+d\noPW6to+RJJGVTd4wlUjw8a5yMOCEQiIljUhJYz6jdVq6qoKqrqSrKqnaqo4v7hR1zSYMDoeI\njMJRsTgmjoiOwaFhA5JUxe2mdRpao6bVrSMNmiZaq+l4m4g/6HDFOsZYKrtmPksZghUhaMgU\n1mPQFjNdXEgV5lOFeZ2OGWs17lMn3adOIoIgYuOJ1HSckkFExwx+yp4BR1FUdSXNbIOoLO94\nRSxCCCEslbWMzKWkYVH/ZSEQioj4RBwZXW5zJs2ezRyjr87kqq+Of5vbzecghBXKfmtJgIDA\nzi9E8HgRPN5U6TW5jvUul9dMrq3YaiuxWusczmg+j4nbWgI4oSBJKAhi0aoyqqzE/cvPVO6F\nDnKXyOTkhMnE+Bv6fe08CAhYrsByBTFiFEII0TTd1EhVVdA1TJxX0/HOO5eLqqxAlRXol58R\nQojPJ6JicHQsXyTh8voUr9jtrXHb1fsKbdB3ccMLGDTNzHGjkkLvw1gswcoQ1Brn4ZBQrAxh\n298gRVGV5VRhHlWYT9dU9aI3KYoqL6XKS9GB75FIRCSntQQ3Mnn3z/VjtF7Xsqe1uKCztJQI\nIcTlEYlJREo6kZqOwyIGrXk4KBgHBXvyaLawWa+ZxlWraa16CE6aB3BJsW45nc5z584N3NfX\n6/USiYT1FbUZLpdLr9dzOJyBK19DulzyqrKQ0kJh+71UGDerwtUJKc3hUfRgzSObzWaSJAVD\nZqxCo9EghJTKQH13iylKaDQItRqxXiPSaQXNetyDi5ubxzfLFBaF0iJTWORKp+CaTRgcu41v\nNvHMRoHZxDeZeGYj32zitK9Q1zNuHt8mltjFEockyC6S2MUSuyTIJeifbR/dam5upizmMC5H\nZLMy3wjfbOKZjDybtdsV6x1ykxyHJMh+7XfkFIkH7S+0MwaDQSQScXuWXoBvNgU11gU11AWp\nG8jOswe4SY4pNMwYFmEMDedazcGN9UGNdcJOBvMYtqBgY1hksyrcFKKiyP6/TRiNRrvdLpVK\ne/id9gThcknUjcFN9UH1tQJTc6fnYWwNlhpVEc2qcHOIiiIGY1iBpmm9Xi+XB3a43HNWq9Vs\nNovFYmFHO8PGjx9PdD42zObAjqbp5ubOfzWv21CoFethNpt/++234ODg7OzsPjwd22zI5URO\nJ7bbkNOJnA5styOnAzmd2OFADjs2GYm8XNx+IblQ5Boxyj16PD3o6ySgVmxAwy4Xqq8l6mrI\nulpcV421mp6EL3RQEBUehUgS6zRYp+3gF7JHr43poGBapqDlXv9kCtqnbxI6rRXrcmGDDuu0\nhE6L9Vqs02KdFut13a9Y7xBJ0lK59zdOyRS0TDaYyxy7rRWLHQ6iopQpeYx1XS0Uo8IiqMRk\nKjGZiortYKGYyUiWlRClxWRZMWq/qcuDw6GiY6nEZCohhVKF9deelf6pFWs2YZ0W67WEVktU\nVxDVlV0tHhBL3PFJVGKyOyEJDfp4rX/Wih04UCu2YxjjAa0rx/pasVc5naTDznfYJRZTsKmZ\ndjqR1YKczpYPXK7WD5zI6aStVmS10E4ncjmRxUK7XMhu68MsVUtR19Fj+T7a4Qi1YgOeUoky\nWyphILudqqtpqWxbU0U3NnQY52GjkTTm9+IlOt6CoEI8fn98A/2pq1qxHQ7Ttm77oBrq6cb6\nlpVMtu62fbjdWKvGWnXb40JRyw+H+UGFhRNhEf2VpKaNjmvF0jRdW92yDaK0uIuwFUuCcGIy\nkZxGZGTi4C7/HKRSFBWNpkxHCNENdVTeZaq4gCoraRsbuVxEeSlRXorQASyW4KQUIjmNSM/E\n1/e31utasVYLrdVQ9XV0Y33Lhp6edChB4IgoIiWNyMgi4hJ8uJPaP2vFDpwhWisW9JTTiZxO\n2mZFDgdyOmibDTnsyOmk7XZktyGng3Y4kM2GHA7a1RqxORzIZm05YrMhhLgITUMIIeQ48sPA\ntpbLI0eOIW+Y0nYnPADXg8+/prKtyai+cN5RVqJyOujqyo4327bB47fZUoCVIVgmZ+FieYZQ\nhKNEOCrG+9ujTUZmARPy3ibSk5+e1ULXWOiaKu9jWCRGbXKPKUNwUH++VaYNBqoojyrMp4sL\nOlxZ34LDJRKSiNR0IjW9b1mTmBTc5Iwc5LBTJUVUYT5VmE+r21bEoc2mllrJGOOIKOYVibhE\n1I9Lelyu1n08XstAtZpeDcHiEFVL25JS/PBdCugaBHZ+z+1GDjvNTGU6HLTVysxgXv3AE7G1\nBGpO2m5HNhtyOWiHE/V1Ac1gwxirwsnxN5BjJgzQ+3gAPLAkyBGfpJZIo7KzEZMVrzVDMlVb\njTHB/r0CfYIlQVgShOISrjna190ktMWMLGa66tpk4zzeNaEzE/n1JoAm3G6yrNj1y09UYT7d\nUNfVtxMW0RK+JCSj/lqpxuMTGVlMMT1ap2V2Y1AlhW1z3NA0XVvtrq12Hz2IeDwiMaUlrAwN\n6/lLcVxOsqGOqq1q+5Pv0zUfi8U4MaVlG8TQSxHCJhDYDTynE7nazlrSFgtyuZDTQVutzAwm\nslpol6vlA888JvNooOBwsVCIuFzE5WKhCHG5LUe8P+byEIeDRSLEYU5rPSKWQLkI4CtYJscy\nOTF8pK8bEpj4fBwZhSOvrdztdtMGfUsCP626Ze6vqQF1u2zR4aDraum62msO9mDKuyXhXF5u\nVkEeQXU6PIVFYpycSiSnEWkZA71xFcsV5ITJ5ITJiKLouppOJ4IdDir/MpV/GTGbPROSiPRM\nMiMLibzS43knRNSqaa0mtbYmy2JGvxzpyx2izcw487FcATmr2QECu37gPvojVVeLnE7ksLeE\nYg4HbbMihzNgwjKSRDw+FggQh4t4PCwQIh7vauDF5TowUVRRIQgKSsnMQnwB4nIxn4/4AsTl\nYR4XCYRwRQAAXEWSWKFsm0KMpluiPe+cFD1butdx1r1gKVaGILGELi+ljS1b5ToY2SNJIjae\nSM0gUtNxVIwPLlYEgaNiyKgYckYOslqo4sKWvCrtknTSxmZmrtZFEER0LAoOpjUaWqNuX9qh\nR0uPMcYyudfY5xBNTDjUBFJg19TU9OGHH164cIGm6ZEjR65cuTIkJKT7pw08qiCPKi32cSOY\nATAOB4lEiMPFXC4SilrGzzhcJBRhLhdxOC0fcNsd6S5zutVorHIek8vlaUwKMQAA6C0mzpDJ\nUVLKNcfbDUe11JLqekqRCRM7zzniVRwi3Y8WeAhFxPCRzPDw1bIWhXlts21TFFVZ3osvC6VE\nQKuACexsNtuzzz6bk5Pz5z//GSH0/fffr1mzZsOGDXy+H6zrvP61pQIB5nARj3dN4MUcEQgw\nj4e4PMQXYD4fcbktQ2tcXsvQGnM+AAAEqNaNGtccdDiulg31DO/pdd0s3RMIDIpQQdaIoJFj\nrqlM6pewQklOmEROmIRcLqqitGXLRV1NNxGtQIAVIXqC1GEifFhmUFw8FP8F3gImsNu/f396\nevqSJUuYT5csWVJdXX3gwIFbb73Vtw1DzIJikRgJBIjPx1wu4gsQn4+4PMzjIYEQcbmYy2PW\nmWEuFwmEiMfDXB4SCBCPh3k82HMEAABt8Xg4IgpHtFu6p9O2xHnqppYPmg1EqAqnpBMp6URc\nQtmZM8nJyTiwUm1zOERSKpGUiuYvoE1GqiifLsxnVuO1jL0xu3mYrTxiCUKo6ty5uro65YjR\nhH/MXAH/ETCB3enTp++44w7vIzNnzvzyyy/9IbDj3Hmvr5sAAABDAEnikFB2F4nCkiBy1Dg0\napyvGwICVcBkYKqsrExIuGaPfXx8fFVVVWfnAwAAAAAMNQFTUmzx4sW7du0ivTJiuN3uO++8\n86uvvvIcMZvNjz76qOfToKCge+65Z+CaZDKZhEIhOTSSdLjdbpPJxBTb8HVbBonVaiVJkjdk\nlh4z9feGRCUVhBBCTqfT5XJ1WIeRlcxms8vlkkgkrL9kmc1mPp/P+ireFovF6XSKxWLWf6cM\nmqZNJlPbgnjsZbfbbTabQCDocCPB5MmTu6gVy6pfCLfbnZeX5/lULpcbDO3Kyfcrk8k0oF/f\nfxiNxmPHjsnl8smTJ/u6LYPKau0uEQNb7Nu3z+Vy+cPahsHk6Fs12AD066+/qtXqKVOmXFdp\n0QDh6qLgKVucO3eurq5u4sSJfpIdYnAM9D3dfxQXF+fn56enpycnJ7d/tOshuYAJ7CQSidFo\n9L4kNTc3twneJRLJ7t27PZ9ijIfCJWxwlJeXv/nmm1lZWbNmzfJ1W8CAWL9+vc1me/vtt33d\nEDAgvvvuu7Nnz65cuTIjI8PXbQH94MiRI2fPnr3vvvvGjBnj67aA/tfQ0HD27NlRo0Z1eM/t\netw9YAK72NjYsrKyUaOuJlErLy+PiblmezxBEFFRUe2eCvqBQCBACBEEIRJ1k/EOBCiMMUII\n+petmDuBQCCALmYHpkP5fD50KCtxuVzm/z70b8Bsnhg3btyRI0e8jxw5cmTChAm+ag8AAAAA\ngL8JmMBu3rx5eXl5O3fuNJlMJpNp586d+fn5c+bM8XW7AAAAAAD8RcDsikUINTY2MiXFEELZ\n2dkrVqxQqVS+btRQ0dzcfPDgQaVSOX36dF+3BQyIPXv2uFyuxYsX+7ohYECcOHGioaFhxowZ\nCoXC120B/eDUqVM1NTVTpkyB+yArFRYW5ubmZmZmpqWl9fa5gRTYAQAAAACALgTMVCwAAAAA\nAOgaBHYAAAAAACwBgR0AAAAAAEtAYAcAAAAAwBIQ2IEeGTqVl4Ym6F/Wgy5mGehQdrue/g2Y\nyhPAV44ePbpjxw6JRMLn81NTU++8806xWOzrRoF+A/3LetDFLAMdym790L80AJ3bv3//ypUr\ny8vLmU+PHz/+6KOPFhUV+bZVoL9A/7IedDHLQIeyW7/0LwR2oFM2m+3uu+8uKSnxPvjtt9/e\neeedly9f9lWrQH+B/mU96GKWgQ5lt/7qX1hjBzpVVlYml8sTExO9D06ZMsVms73++utqtdpX\nDQP9AvqX9aCLWQY6lN36q38hsAOdEovFBoOBvrY2idFolEql991333/+8x9fNQz0C+hf1oMu\nZhnoUHbrHDve9QAAIABJREFUr/6FwA50KiYmJjw8/Ouvv/Y+uH379pkzZ+bk5DQ1Nel0Ol+1\nDVw/6F/Wgy5mGehQduuv/iVffPHFAWkgYIWsrKz3339fp9MplcqGhob333/faDQ+8cQTJEk2\nNDSQJBkVFeXrNoK+g/5lPehiloEOZbd+6V8I7MBV33//vVQq9d5ZHRwcPHXq1DNnzuzYsePs\n2bOjR49+7LHHeDweQujUqVORkZGRkZG+ay/oHehf1oMuZhnoUHYbqP7txw0dIKAdP3783nvv\nXb58eUNDQ7cnq9Xqhx56yGg0DkLDQL+A/mU96GKWgQ5lt4HrX1hjB1p89dVXjz766K233rp6\n9erGxsbOTnO73efOnXvmmWduv/12iUQymC0E1wP6l/Wgi1kGOpTdBq5/ofIEQAih4uJim802\nZcoUjDFCaPXq1a+88opKpWp/5rZt2xoaGh555JExY8YMejNBH0H/sh50MctAh7LbgPYvpq/d\nWAuGJoqiqqqq4uLimE937969Z8+ezn7PQMCB/mU96GKWgQ5ltwHtX9g8ARBCCGMsk8k8n6an\np9M0/cEHH0ycONGzrpOmaea9BQg40L+sB13MMtCh7Dag/QuB3dBF07TJZOLxeB3+6rT5PTMY\nDGvWrBk5ciRUmw4U0L+sB13MMtCh7DZo/Qtr7Iaow4cPf/TRRy6XCyE0c+bMu+66KygoqM05\nCxcuRAitXr366aef3rBhw6RJk2AWIFBA/7IedDHLQIey26D2b2825wKWOHLkyKpVq8rLy2ma\n1mq1W7ZsefjhhwsLCzs8eceOHbfeeuunn346uG0EfQf9y3rQxSwDHcpug9y/ENgNRStWrCgq\nKvI+cubMmfvvvz83N7fNmXq9/k9/+hNcQQIL9C/rQRezDHQouw1y/0JgN+S4XK5Fixa1P37x\n4sWlS5dWV1d7jhiNRriCBBzoX9aDLmYZ6FB2G/z+hc0TQw5BEIcPHx4xYoT3lhyEUFhYmFgs\n3r59+5w5c5ilnRwOR6FQzJ8/30ctBX0B/ct60MUsAx3KboPfvxDYDUV2u/3YsWNTp05tczwp\nKenAgQMhISFMNTqMcUxMjC8aCK4L9C/rQRezDHQouw1y/0JgNxQlJyd/+eWXNE2npqa2echi\nsZSVlY0ePdonDQP9AvqX9aCLWQY6lN0GuX8h3Qn75efn79+/32AwZGdn33zzzRwOh8fjPfvs\ns08//bRQKJw1a5b3yS6Xi4ZiJAEF+pfd2vcvQgi6OHBBh7Kez6/JMGLHcnv27Nm6dWtOTs6o\nUaOOHz9+6NCh6dOnEwQhkUjGjBnzzjvvNDc3Z2VlEQSBENLr9Rs3brznnntCQkJ83XDQI9C/\n7NZZ/yKEoIsDEXQo6/nDNRlqxbJZQUHB888//+677zJJDmma/utf/3rLLbd43jHo9fr33nuv\nsrJyypQpBEEcOnRo4cKFixYt8mmrQU9B/7Jbt/2LoIsDCnQo6/nJNRlG7Njs/fffT0pKysnJ\nYT7FGNtstqqqqjFjxjBHBALBtGnTMjIyGhsbMcb33HPPpEmTfNde0DvQv+zWbf8i6OKAAh3K\nen5yTYY1dqxFUVRJSckdd9zhfTAmJkaj0bQ5Mzk5OTk5eRCbBvoB9C+79bx/EXRxIIAOZT3/\nuSZDYMdaBEGsXbu2w6sGYAHoX3aD/mUZ6FDW858uhsCOzeLi4uLi4ryP2O12Zs0mw2AwYIyD\ng4MHvWmgH0D/shv0L8tAh7Ken3Qx0f0pgEUoivL8khkMhjVr1pw4ccK3TQL9CPqX3aB/WQY6\nlPV80sUQ2A0tBEFQFIVaf8MmTZoE1WnYBPqX3aB/WQY6lPV80sUQ2LHEnj17jh071u1pBEE4\nnU7Pb9g999wzCG0Dgwb6l92gf1kGOpQdukgb55MuhsCOJUaMGLF169ZuYzuSJJuamuAiwlbQ\nv+wG/csy0KEsUFpaun379s4e9UkXQ2DHEnFxcWvXru02touNjb1y5QpcRALXpUuXLl261Nmj\n0L/sBv0bKOx2O/PBxYsXd+zY0dlp0KEswOPxDh482NmgnU+6GCpPsEpFRcXzzz//8MMPT58+\nvbNzDAaDVCodzFaBfnT58uVXX331qaeeGj58eIcnQP8GNIfDQZIkSZKdnQD96/9omn7yyScX\nL14sl8tff/31Z555ZtiwYZ2dDB3KAn/4wx/++Mc/+s81GQI7lmBGcYYPH96T2A4EooqKis8+\n+6y5udlkMtXW1j7//POdXUdAICouLt68eXNlZSXGOCsr66GHHoqKivJ1o0AfVVRUPPfcc263\n+9lnn+0iqgPssG3bNovF8thjj/m6IS1gKpYlCIJYv379pUuXejgnCwJLaWkps0pj3bp1b731\n1vLly1999dUu5mRBYKmqqlq7du2CBQs+++yzTz75ZMyYMc8888yVK1d83S7QR0KhkKZpZn2V\nr9sCBtyECRNOnjzpdrt93ZAWUCuWJVQqVVpa2muvvZaSkpKamjp69Oi33npLoVDEx8f7ummg\nH6xfv/6OO+6YPn06xpggiOTk5JSUlFdeeSUtLS0sLMzXrQPXa9u2bfPmzZsxYwbTvykpKUlJ\nSa+//npOTg6fz/d160Av0DRdVlYWEhIyc+bMqVOnwnV4KAgJCfn666/j4+MjIyN93RaEILBj\nE4jt2Iqm6Y0bN/7973/3zmAeFham0+m2bt2akZEBsV3gunTpUkFBQW5u7oMPPtimfxsbG2tr\na2EiL4AUFhY+++yzeXl54eHhSUlJMpms/XXYarVyuVyfNhP03eXLl3fs2EHTdGhoKIfTUrsL\nY1xVVVVeXn7DDTf4tnkMCOxYRaVSpaSk/POf/0xLS/PEdqNHj5bJZL5uGrgu33zzzY033thm\n8AZjzOFwdu7cOXLkSLlc7qu2geths9neeustm802ffp0gUDg/RBN0+fOnZsyZYqv2gZ6pba2\n9oUXXli+fPlDDz0UHh7OHPTEdlKpNCEhwWAwPPPMM+Hh4REREb5tLegbhUJBEMTRo0c3b958\n+fJlq9WqUChEIhFC6IsvvliwYIEn2vMhCOwCyc8//xwZGcnsmGPe6LcpS4cQCgsLa2pq+uij\nj9LT01NTU2fNmgXDOQHq0qVLjY2NYWFhGOOampqKiors7Ow2J4jF4smTJ2/fvn3OnDm+aie4\nHsyNf//+/U6nc+TIkd4P5ebmNjc3T5gwwVdtA72yadOmmTNnzpo1q81xpovfeeedvLy8Tz/9\ndNasWfDXGohomq6srHQ4HOnp6VOnTp0/fz5FUceOHfvwww/PnDnD4XAuXboUHx/f/qY8+CCw\nCxg0Te/atevgwYOTJ08mSZJ5o9/hTKvZbFYqldu3b58yZYpSqfRFY0E/UKvVzMR6WFhYWlra\n5s2bJRJJYmIi86her//3v/+9ZMmSrKysTZs2LVq0yB/eKYKeaGho2LNnz4ULF0iSVKlUMpls\nzJgxH374YXBwcJv+vfvuu+GNWaD44IMPHnvsMR6P1/4hmUw2e/Zsq9U6f/789pEf8H+FhYXP\nPffc4cOH9+7de/r06dTU1NDQ0OTk5JycnNmzZ7tcrhMnTjQ3N2dnZ6ekpPi6sRDYBQ6M8cSJ\nE3/77TcmtlMoFJ2tojt16lRiYuK9996rUql81FjQD7wXTcbFxY0ZM2bTpk25ubkul+vSpUsb\nNmy49dZbJ06c2NDQcOjQoSVLlmCMfd1k0D1mGVZUVJRQKNy1a9fly5fHjh2rVCrHjBnz1ltv\n5eXlORyOixcvvvfee7fccgskLQogu3fvnj17NjMr50HT9Jtvvjlp0iQ+n5+amgrX5EBUXFy8\ndu3aFStWPPbYYwsXLnS73Rs2bEhLS2N6UywWZ2Zm3nzzzdOmTRs9erSvG4sQBHaBpbPYTiaT\nJSQkMOfodLr33nvv/vvvDwkJ8W1rwfXzju1SUlLmzZtns9muXLlis9nuvffeqVOnUhT15ptv\nTp48GXLaBYoXX3zxwQcfXLx4cVZW1ty5cz/77LP6+vqxY8cy43aff/45h8OJi4u76667xo4d\n6+vGgg7U19d/9dVXu3fvPn78eFNTU2RkJLM4sra2try8vM18+vnz5y9evDhz5kwfNRb0gxde\neOHBBx+cPHkyQogkydTU1ISEhNdff33GjBlCodBzWnBwsO/aeA0I7AJMh7Hd22+/3djYKJPJ\nCgsL169fv2jRojYXFxC4vDfEREZGJicnT5w4cezYsaGhofX19a+++qpAIHjkkUe8N1QCv2Wx\nWD766KO//e1vzPDqtm3bDAbDX/7yFy6XS9M0E9vt2LFj9OjRWVlZvm4s6MC+ffvefPPNpKSk\nSZMmxcXFlZSUbNmyhZk2SUlJ2bJli/d6CZ1O98orryxZsiQmJsa3zQY9ZzQavbepNTY2fvPN\nN08++aT3ORERERqNhhluH/QGdg8Cu8DTPrabMWPGb7/99sUXX5SUlNx7772wMjdA9WRDjGfF\n1a5duz755JNp06atWLECojr/5Ha7z58/r1AoPMsfCYL48ssv582bJxAIPvzww/z8/LVr14pE\nIrfbzYy8dpggA/iJw4cPf/XVV6+++uqkSZMiIyNjYmLGjRs3bty4999/H2OcnZ3NrJc4f/68\nxWI5e/bsxo0bFyxYABfkAFJVVfWPf/xj7NixnuE3iqK+/PLLm266qc3qSbFYvHfv3ptuuskX\nzewGBHYBqU1sJxaLJ0yYsHDhwnnz5sXGxvq6daCPerghRiwWI4SGDRs2f/78tLQ0WFrnn06d\nOrVmzZoffvghPz9/8uTJTGxHEER1dXVhYeHvv//uieqYk8vKypjMJp7YLjEx0ZM1A/ic0Whc\nt27d2rVr22QqkUqlN9xwwzvvvJOcnJycnDxv3jyKosrLy/l8/kMPPTR+/HhfNRj0gVQqlUql\nb7/99rhx45jYjs/nFxcXV1VVtZkHKygoqKysnD17to9a2iUaBCy32/3GG2+88MILDofD120B\n/aO8vHzp0qVHjx5tc/yzzz47fvx4Y2OjT1oFeuv7779fsWLFiRMnTCZTm4e0Wu2DDz64cuVK\ns9nsObJs2bLLly97n1ZTUwN/135l//7969ev7+zREydO/PWvfx3M9oCBc+TIkWXLllVXVzOf\nNjU1LV269Pvvv/ecoNfrV65ceebMGR81sBswYhfAPON2hw8fnjJlCszHBRAm75FEImlz3DNa\nAxtiApdGo3n99df/9a9/ZWRktE9+IRQKx4wZc+zYsZKSEpqmf//997fffnvRokVTp071Pi0o\nKIjJWAn8xM8//6xSqTIzMzt8NDo6+tNPP506dWqbXbEgEMXHx8tkMs+4nUgkGjt27AcffHDl\nyhU+n19QUPDmm2/eeOONOTk5vm5pxyCwC2xMbPfTTz+VlJT4yUZr0BM//PDDe++9x2Qy8ySd\nZjCxHWyICVwnTpwgSbLNyiqdTnf06NHLly+HhIRERETMnTvXZDJdvHjRbrcvXbqU2XAH/FlR\nUZHRaBw1alSHj2KMT58+nZSUBAlN2KFNbCeVSnNychoaGg4fPlxfX3///ff7cz5CCOwCHsZ4\n9OjRGzZsmD17tvfWa+DPVCrVb7/99vjjj//6669btmypq6uTyWQKhYJ5VCaTwYaYwFVVVVVU\nVORJQUfT9O7du9944w2EkNls3rZtW1ZWVlhYWGpq6g033MAksfNpe0GPcDicL7744qabbups\nbmTXrl1z5syRSqWD3DBwPU6ePKnT6aRSafsE721iOy6Xm5WVNWfOnOnTp/t5RThIVc8GfD6f\nJEmTyQQFQwNFdHR0UFCQ2Wx+5JFHHnzwwaNHj7777rsIIeaqERQUJJfLH3/8cV83E/TFhAkT\nPv744z179tx0000lJSX//e9/aZp+4403mJvB8ePHN23a9NZbb/m6maB3mIS0X3755ZIlS9o/\nmp+f73a7o6OjB79hoM/27Nnzww8/KBSK0tJSlUqVnp4+bNiw9PT00NBQ5oQZM2YghNasWbNu\n3bqoqChftrU3YMSODU6dOmWxWG655RZfNwT0AkEQJ0+enDhxIofDSU5Onj9/vtPp/O9//3v4\n8OGioiKRSBQeHg47XgMRl8sdN27czp07N23adOHChTlz5qxatcqTPUG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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Retention rates for Target wikis where AMC was deployed in June\n", "\n", "p <- amc_retention_rates %>%\n", " filter(wiki %in% c('itwiki', 'jawiki', 'fawiki', 'thwiki'), \n", " user_edit_count != 'undefined',\n", " user_is_bot != 'TRUE', #remove any bots and unregistered users\n", " date >= '2019-06-17',\n", " date <= '2019-10-30') %>%\n", " mutate(date = floor_date(date, \"week\")) %>%\n", " group_by(date, wiki, amc_selection) %>% \n", " summarise(n_opt = sum(n_opt)) %>% \n", " ggplot(aes(x=date, y = n_opt, color = amc_selection)) + \n", " geom_line(size = 1)+\n", " facet_wrap(~ wiki, nrow = 4, scale = \"free_y\") +\n", " scale_y_continuous(\"AMC selection count per week\", labels = polloi::compress) +\n", " scale_x_date(labels = date_format(\"%b %Y\"), date_breaks = \"1 month\") +\n", " labs(title = \"Retention rate of opt-in AMC on target Wikipedias\",\n", " subtitle = \"Where AMC was deployed on June 17, 2019\") +\n", " ggthemes::theme_tufte(base_size = 12, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_text(angle = 45, hjust = 1),\n", " axis.title.x=element_blank(),\n", " plot.title = element_text(hjust = 0.5),\n", " panel.grid = element_line(\"gray70\"),\n", " legend.position=\"bottom\")\n", "\n", "ggsave(\"Figures/amc_retention_targetwiki_June_weekly.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)\n", "p" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On the target wikis, retention rates remained fairly consistent from deployment of AMC through the end of October 2019 with weekly retention rates mostly staying abover 60%. \n", "\n", "Thai Wikipedia's AMC retention rate dipped to around 58% during the weeks of 2019-07-21 and 2019-08-04 but increased to 78.8% by the end of October 2019. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Moderation actions on mobile web " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Methodology\n", "\n", "We calculated changes in the overall rate of moderation actions on mobile web. Moderation actions are defined in [T213461](https://phabricator.wikimedia.org/T213461). \n", "\n", "Since moderation actions recorded in the log table were not tagged with both the mobile web edit and amc tag until March 18, 2019 (https://phabricator.wikimedia.org/T215477#5008003), we could not calculate a yoy increase for these actions but reviewed changes since March 2019 through September 2019. As a result, seasonal fluctuations may elevate some of the identified changes. \n", "\n", "Data was retrieved from the revision_tag field availble in mediawiki_history and the [logs table](https://www.mediawiki.org/wiki/Manual:Logging_table). All actions that were completed on mobile web were tagged as mobile web edit and advanced mobile edit if applicable. \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Overall Rate of Moderation Actions ##" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Overall rate for logging table actions on mobile web (not limited to AMC tags) \n", "# March 2019-October 2019\n", "\n", "# In terminal\n", "# spark2R --master yarn --executor-memory 2G --executor-cores 1 --driver-memory 4G\n", "\n", "query <- \"SELECT \n", " SUBSTR(log_timestamp, 0, 8) AS date,\n", " logging.wiki_db as wiki,\n", " SUM(If(logging.log_type = 'block' and logging.log_action = 'block', 1, 0)) as block,\n", " SUM(If(logging.log_type = 'block' and logging.log_action = 'unblock', 1, 0)) as unblock,\n", " SUM(If(logging.log_type = 'delete' and logging.log_action = 'delete', 1, 0)) as delete,\n", " SUM(If(logging.log_type = 'protect' and logging.log_action = 'protect', 1, 0)) as protect,\n", " SUM(If(logging.log_type = 'move' and logging.log_action = 'move', 1, 0)) as move,\n", " SUM(If(logging.log_type = 'thanks' and logging.log_action = 'thank', 1, 0)) as thank,\n", " SUM(If(logging.log_type = 'review' and logging.log_action = 'approve', 1, 0)) as approve\n", "FROM wmf_raw.mediawiki_logging as logging\n", "INNER JOIN (\n", " SELECT change_tag.ct_rev_id as rev_id,\n", " change_tag_def.ctd_name as tag_name,\n", " change_tag.ct_log_id as log_id\n", " FROM wmf_raw.mediawiki_change_tag as change_tag\n", " INNER JOIN wmf_raw.mediawiki_change_tag_def as change_tag_def ON \n", " change_tag.ct_tag_id = change_tag_def.ctd_id \n", " WHERE change_tag.snapshot = '2019-10' and\n", " change_tag_def.snapshot = '2019-10'\n", ") as ct\n", "ON logging.log_id = ct.log_id\n", "WHERE \n", "logging.snapshot = '2019-10' and\n", "logging.log_timestamp >= '20190301' and \n", "logging.log_timestamp < '20191001' and \n", "(ct.tag_name like '%mobile web edit%' or ct.tag_name like '%advanced mobile edit%')\n", "GROUP BY SUBSTR(log_timestamp, 0, 8), logging.wiki_db\"\n", "\n", "results <- collect(sql(query))\n", "save(results, file=\"Readers-Web-AMC-metrics/Data/moderation_counts_log.RData\")\n" ] }, { "cell_type": "code", "execution_count": 755, "metadata": {}, "outputs": [], "source": [ "load(\"Data/moderation_counts_log.RData\")\n", "moderation_counts_log <- results" ] }, { "cell_type": "code", "execution_count": 756, "metadata": {}, "outputs": [], "source": [ "moderation_counts_log$date <- as.Date(moderation_counts_log$date, format = \"%Y%m%d\")\n", "moderation_counts_log$date<- format(moderation_counts_log$date,\"%Y-%m-%d\")" ] }, { "cell_type": "code", "execution_count": 757, "metadata": {}, "outputs": [], "source": [ "moderation_counts_log$date <- as.Date(moderation_counts_log$date, format = \"%Y-%m-%d\")" ] }, { "cell_type": "code", "execution_count": 885, "metadata": {}, "outputs": [], "source": [ "# Query to collect unblock and rollback from the revision tag table table. \n", "# Done using change tags now available in mediawiki_history\n", "\n", "# In terminal\n", "# spark2R --master yarn --executor-memory 2G --executor-cores 1 --driver-memory 4G\n", "\n", "query <- \"select\n", " date_format(event_timestamp, 'yyyy-MM-dd') as date,\n", " wiki_db as wiki,\n", " sum(cast(mw_rollback as int)) as rollback,\n", " sum(cast(mw_undo as int)) as undo\n", "from (\n", " select\n", " wiki_db,\n", " event_timestamp,\n", " array_contains(revision_tags, 'mw-rollback') as mw_rollback, \n", " array_contains(revision_tags, 'mw-undo') as mw_undo\n", " from wmf.mediawiki_history\n", " where\n", " event_timestamp IS NOT NULL and\n", " (array_contains(revision_tags, 'mobile web edit') or \n", " array_contains(revision_tags, 'advanced mobile edit')) and\n", " event_timestamp >= '2019-03-01' and event_timestamp < '2019-10-01' and \n", " snapshot = '2019-10'\n", ") edits\n", "group by wiki_db, date_format(event_timestamp, 'yyyy-MM-dd')\"\n", "\n", "\n", "results <- collect(sql(query))\n", "save(results, file=\"Readers-Web-AMC-metrics/Data/moderation_counts_ct.RData\")\n" ] }, { "cell_type": "code", "execution_count": 758, "metadata": {}, "outputs": [], "source": [ "load(\"Data/moderation_counts_ct.RData\")\n", "moderation_counts_ct <- results\n", "moderation_counts_ct$date <- as.Date(moderation_counts_ct$date, format = \"%Y-%m-%d\")" ] }, { "cell_type": "code", "execution_count": 759, "metadata": {}, "outputs": [], "source": [ "##Join the two moderation count tables\n", "moderation_counts_all <- inner_join(moderation_counts_log, moderation_counts_ct, \n", " by = c(\"date\", \"wiki\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Average number of moderation actions per month by type ###" ] }, { "cell_type": "code", "execution_count": 2021, "metadata": {}, "outputs": [ { "data": { "image/png": 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AAAkUBiBwAAACASSOwAAAAARAKJHQAAAIBIILEDAAAAEAkkdgAAAAAigcQOAAAA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\nHq1fmqtUXEtr1aqljHa6cuWKrWMsO/v5I1zIkiVLnJycwsPDw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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p <- moderation_counts_all %>%\n", " gather(action_type, action_count, block:undo) %>%\n", " filter(date >= '2019-03-18') %>% #date where log actions were tagged\n", " mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date, action_type) %>%\n", " summarise(action_count = sum(action_count)) %>%\n", " group_by(action_type) %>% \n", " summarise(monthly_avg_count = round(mean(action_count),0)) %>%\n", " ggplot(aes(x=action_type, y= monthly_avg_count, fill = action_type)) +\n", " geom_bar(stat='identity') +\n", " geom_text(aes(label=monthly_avg_count), vjust=0) +\n", " labs(title = \"Average monthly moderation actions by type \\n March 2019-October 2019\") +\n", " ylab(\"Average number of moderation actions per month\")+\n", " xlab(\"type\") +\n", "ggthemes::theme_tufte(base_size = 11, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_text(angle = 45, hjust = 1),\n", " plot.title = element_text(hjust = 0.5),\n", " panel.grid = element_line(\"gray70\"),\n", " legend.position = \"none\")\n", "\n", "\n", " \n", "p\n", "ggsave(\"Figures/moderation_counts_bytype_overall_avg.png\",p, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "code", "execution_count": 2022, "metadata": {}, "outputs": [ { "data": { "image/png": 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nUgrBi1dY23m/th5dHTBGJ8k4PLILHzVXPnzp07dy7XUQB4Gp/PZxiGYRhzmW4P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TzjggA5okSe24E3PgclqXm3gcTdIAl9MeWMYM8pYImgQAACAASURBVDhthhRXs5Wx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\nUSFnAIG6ujrsz1Uh9CjHhz1ZrBzfgE+8tbW1trZWKBTKcrKyqaioGPgkFSL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sd1oHK3kVHwAgzHyFt2EPIsBueBAREbFq1arS0lJra+vd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RO8mSAo8lIcNvekJY2L8Po7kwHTJuh5Yotz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\n06fbXOATyGtef7YisYasmGLN5t0MOeBnpIbyvfapiNsjLiS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URNd1HnHh2jKGiwAAIABJREFUncKb8yg5ewBAmQZWwWutB61HUJY2rkij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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plot overall moderation actions by action type\n", "\n", "p <- moderation_counts_all %>%\n", " gather(action_type, action_count, block:undo) %>%\n", " filter(date >= '2019-03-18') %>%\n", " mutate(date = floor_date(date, \"month\")) %>%\n", "group_by(date, action_type) %>% \n", " summarise(action_count = sum(action_count)) %>% \n", " ggplot(aes(x=date, y = action_count, color = action_type)) + \n", " geom_line(size = 1)+\n", " scale_y_continuous(\"Number of moderation actions per month\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %Y\"), date_breaks = \"1 month\") +\n", " labs(title = \"Overall rate of mobile web moderation actions by type\") +\n", "geom_vline(xintercept = vertical_lines,\n", " linetype = \"dashed\", color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-03-20'), y=2E6, label=\"AMC deployed on Arabic, Indonesian, and Spanish Wikipedias\"), size=3.5, vjust = -1.2, angle = 90, color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-06-17'), y=2E6, label=\"AMC deployed on Italian, Japanese, Persian, and Thai Wikipedias\"), size=3.5, vjust = -1.2, angle = 90, color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-08-07'), y=2E6, label=\"AMC deployed on all Wikipedias\"), size=3.5, vjust = -1.2, angle = 90, color = \"black\") +\n", " ggthemes::theme_tufte(base_size = 11, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_text(angle = 45, hjust = 1),\n", " plot.title = element_text(hjust = 0.5),\n", " panel.grid = element_line(\"gray70\"),\n", " legend.position=\"right\")\n", "\n", "moderation_counts_bytype_monthly\n", "ggsave(\"Figures/moderation_counts_bytype_monthly_overall.png\", p , width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is an overall increase in all types of moderation actions on mobile web following the AMC deployment. The thank action is the most commonly used moderation action on mobile web. However, the number of blocks and approves has both seen signficant increases since AMC was deployed on all wikis. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Overall moderaction action counts across all Wikimedia Projects" ] }, { "cell_type": "code", "execution_count": 795, "metadata": {}, "outputs": [], "source": [ "moderation_counts_all_overall <- moderation_counts_all %>%\n", " filter(date >= '2019-03-18') %>% #date where log actions were tagged\n", " gather(\"action_type\", \"action_count\", 3:11 ) %>%\n", " group_by(date) %>%\n", " summarise(total_count = sum(action_count)) %>%\n", " arrange(date)\n", " " ] }, { "cell_type": "code", "execution_count": 2023, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Warning message:\n", "“Removed 6 rows containing missing values (geom_path).”Warning message:\n", "“Removed 6 rows containing missing values (geom_path).”" ] }, { "data": { "image/png": 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TacAgD8l8FARUWW7d69rznkv+MnkNgpAtYXBwAA8LGzZ8lotGxbVewGDWrZ9q/x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FpaWlkQFCAGAymaKyWAFk8dhBa5pdwOmY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\ni8Xy9fX19fWlqUaGQnTUIUPN9Cc3AtG9DQ4/6pChxvQmOlw8wThSqZTL5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Fjw5z//+V04F6axW7duyWQyV1fXZ8+eJScnP3/+/G9/+1tY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\nYwcAAACgJ/4Hn3bTMK159OYAAAAASUVORK5CYII=", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p <- moderation_counts_all_overall %>%\n", "mutate(rolling_average = rollmean(as.numeric(total_count), 7, na.pad=TRUE, align=\"right\")) %>%\n", "ggplot(aes(x=date, y = rolling_average)) + \n", " geom_line(size = 1, color = 'blue')+\n", " scale_y_continuous(\"Number of moderation actions (7-day rolling average)\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %Y\"), date_breaks = \"1 month\") +\n", " labs(title = \"Rate of mobile web moderation actions on all Wikimedia Projects\") +\n", "geom_vline(xintercept = vertical_lines,\n", " linetype = \"dashed\", color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-03-20'), y=4E5, label=\"AMC deployed on Arabic, Indonesian, and Spanish Wikipedias\"), size=3.6, vjust = 1.5, angle = 90, color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-06-17'), y=4E5, label=\"AMC deployed on Italian, Japanese, Persian, and Thai Wikipedias\"), size=3.6, vjust = 1.5, angle = 90, color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-08-07'), y=4E5, label=\"AMC deployed on all Wikipedias\"), size=3.6, vjust = 1.5, angle = 90, color = \"black\") +\n", " ggthemes::theme_tufte(base_size = 11, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_text(angle = 45, hjust = 1),\n", " plot.title = element_text(hjust = 0.5),\n", " panel.grid = element_line(\"gray70\"),\n", " legend.position=\"right\")\n", "\n", "p\n", "ggsave(\"Figures/moderation_counts_daily_overall.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Overall month over month changes in moderaction action rate" ] }, { "cell_type": "code", "execution_count": 1998, "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", "\n", "
A tibble: 6 × 3
datetotal_action_countmonthOvermonth
<date><dbl><dbl>
2019-04-01 7810383 NA
2019-05-01 8300069 6.26968
2019-06-01 6859370-17.35767
2019-07-01 8408001 22.57687
2019-08-0111393652 35.50964
2019-09-0114949262 31.20694
\n" ], "text/latex": [ "A tibble: 6 × 3\n", "\\begin{tabular}{r|lll}\n", " date & total\\_action\\_count & monthOvermonth\\\\\n", " & & \\\\\n", "\\hline\n", "\t 2019-04-01 & 7810383 & NA\\\\\n", "\t 2019-05-01 & 8300069 & 6.26968\\\\\n", "\t 2019-06-01 & 6859370 & -17.35767\\\\\n", "\t 2019-07-01 & 8408001 & 22.57687\\\\\n", "\t 2019-08-01 & 11393652 & 35.50964\\\\\n", "\t 2019-09-01 & 14949262 & 31.20694\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 6 × 3\n", "\n", "| date <date> | total_action_count <dbl> | monthOvermonth <dbl> |\n", "|---|---|---|\n", "| 2019-04-01 | 7810383 | NA |\n", "| 2019-05-01 | 8300069 | 6.26968 |\n", "| 2019-06-01 | 6859370 | -17.35767 |\n", "| 2019-07-01 | 8408001 | 22.57687 |\n", "| 2019-08-01 | 11393652 | 35.50964 |\n", "| 2019-09-01 | 14949262 | 31.20694 |\n", "\n" ], "text/plain": [ " date total_action_count monthOvermonth\n", "1 2019-04-01 7810383 NA \n", "2 2019-05-01 8300069 6.26968 \n", "3 2019-06-01 6859370 -17.35767 \n", "4 2019-07-01 8408001 22.57687 \n", "5 2019-08-01 11393652 35.50964 \n", "6 2019-09-01 14949262 31.20694 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Calculate MoM (month over month) overall increase in moderation actions.\n", "\n", "moderation_action_monthly_overall_mom <- moderation_counts_all_overall %>%\n", "mutate(date = floor_date(date, \"month\"))%>%\n", " filter(date != '2019-03-01') %>% #data incomplete for March\n", " group_by(date) %>%\n", " summarise(total_action_count = sum(total_count)) %>%\n", " arrange(date) %>%\n", " mutate(monthOvermonth= (total_action_count/lag(total_action_count,1) -1)*100) \n", "\n", "moderation_action_monthly_overall_mom" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There was a signficant increase in the number of moderation actions across all Wikimedia projects following the deployment of AMC to all Wikipedias in August 2019. From Q4 (April to June 2019) to Q1 (July - September 2019), the total number of moderation actions on mobile web increased by 47%. The month over month increase from August to September 2019 was 31% across all wikis. \n", "\n", "Data was unable to compare year over year changes so these increases may be elevated due to seasonal fluctuations; however, there is a greater rate of increase immediately following the date of deployment compared to previous months and the percent change is higher than we see in overall moderation rates across all types of platforms. For example, in September 2019, there was an 8% month over month increase across all platforms. Once a desktop revision tag is created, it would be valuable to compare moderation action on mobile web compare to rates seen on desktop. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Moderation action rates for English Wikipedia " ] }, { "cell_type": "code", "execution_count": 2024, "metadata": {}, "outputs": [ { "data": { "image/png": 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QMAAACwEOixAwAAALAQSOwAAAAALAQSOwAAAAALgcQOAAAAwEIgsQMAAACwEEjs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\nNE3r9fr8/Pz/+Z//sdvtubm5N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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Time series of action type on Wikis\n", "\n", "p <- moderation_counts_all %>%\n", " filter(wiki == 'enwiki',\n", " date >= '2019-03-18') %>% #date where log actions were tagged) \n", " gather(action_type, action_count, block:undo) %>%\n", " arrange(desc(date)) %>%\n", "mutate(date = floor_date(date, \"month\")) %>%\n", "group_by(date, action_type) %>% \n", " summarise(action_count = sum(action_count)) %>% \n", " ggplot(aes(x=date, y = action_count, color = action_type)) + \n", " geom_line(size = 1)+\n", " scale_y_continuous(\"Number of moderation actions per month\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %Y\"), date_breaks = \"1 month\") +\n", " labs(title = \"Rate of mobile web moderation actions \\n on English Wikipedia by type\") +\n", "geom_vline(xintercept = as.Date('2019-08-07'),\n", " linetype = \"dashed\", color = \"black\") +\n", "geom_text(aes(x=as.Date('2019-08-07'), y=300E3, label=\"AMC deployed on all Wikipedias\"), size=3.6, vjust = -0.5, angle = 90, color = \"black\") +\n", " ggthemes::theme_tufte(base_size = 12, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_text(angle = 45, hjust = 1),\n", " plot.title = element_text(hjust = 0.5),\n", " panel.grid = element_line(\"gray70\"),\n", " legend.position=\"right\")\n", "\n", "p\n", "ggsave(\"Figures/moderation_counts_bytype_enwiki_monthly.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "code", "execution_count": 2025, "metadata": {}, "outputs": [ { "data": { "image/png": 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gcAAF1FKBSKfNgmNcjzscceKysr27x5c6qCSjqrDp4QJ3ao2BESOwAA6AoyMzPD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\nNTXVew0sEZEhQhmK1WOPYmmwA3DyyWKwO+kktQlwfgUe7GQrd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OLccwO6jBU7oh6OwY6IKGyEil24JtgBWLgQl14KAAkJmDZN8TJW7Ih6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\nEjujKi4uXrZsWVFRUWxsrLW1tdDdMRtlZWXMQ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33r1q29e/ceOHCg0N0xG69eveI2bH/58mVFRUVYWNiwYcNatmwpdL+MB4mdPhUXF48f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\nwQULHkey5AAAAABJRU5ErkJggg==", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Overall trend on English Wikipedia\n", "\n", "moderation_counts_enwiki_monthly <- moderation_counts_all %>%\n", " filter(wiki == 'enwiki',\n", " date > '2019-03-20') %>% #after log actions were tagged) %>% \n", " gather(action_type, action_count, block:undo) %>%\n", " group_by(date) %>% \n", " summarise(action_count = sum(action_count))\n", "\n", "p <- moderation_counts_enwiki_monthly %>%\n", "#mutate(action_count_avg = rollmean(action_count, 7, na.pad=TRUE, align=\"right\")) %>% \n", " ggplot(aes(x=date, y = action_count)) + \n", " geom_line(size = 1.5, color = 'blue')+\n", " scale_y_continuous(\"Number of moderation actions per day\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %Y\"), date_breaks = \"1 month\") +\n", " labs(title = \"Rate of mobile web moderation actions on English Wikipedia\") +\n", " geom_vline(xintercept = as.Date('2019-08-07'),\n", " linetype = \"dashed\", color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-08-07'), y=100E3, label=\"AMC deployed on all Wikipedias\"), size=3.6, vjust = -0.5, angle = 90, color = \"black\") +\n", " ggthemes::theme_tufte(base_size = 12, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_text(angle = 45, hjust = 1),\n", " plot.title = element_text(hjust = 0.5),\n", " panel.grid = element_line(\"gray70\"),\n", " legend.position=\"right\")\n", "\n", "p\n", "ggsave(\"Figures/moderation_counts_enwiki_daily.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Overall month over month changes in moderation actions for English Wikipedia" ] }, { "cell_type": "code", "execution_count": 822, "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", "\n", "
A tibble: 6 × 3
datetotal_action_countmonthOvermoth
<date><dbl><dbl>
2019-04-01 640008 NA
2019-05-01 659899 3.10793
2019-06-01 79131019.91380
2019-07-01153607194.11748
2019-08-01225572446.85024
2019-09-01310377637.59556
\n" ], "text/latex": [ "A tibble: 6 × 3\n", "\\begin{tabular}{r|lll}\n", " date & total\\_action\\_count & monthOvermoth\\\\\n", " & & \\\\\n", "\\hline\n", "\t 2019-04-01 & 640008 & NA\\\\\n", "\t 2019-05-01 & 659899 & 3.10793\\\\\n", "\t 2019-06-01 & 791310 & 19.91380\\\\\n", "\t 2019-07-01 & 1536071 & 94.11748\\\\\n", "\t 2019-08-01 & 2255724 & 46.85024\\\\\n", "\t 2019-09-01 & 3103776 & 37.59556\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 6 × 3\n", "\n", "| date <date> | total_action_count <dbl> | monthOvermoth <dbl> |\n", "|---|---|---|\n", "| 2019-04-01 | 640008 | NA |\n", "| 2019-05-01 | 659899 | 3.10793 |\n", "| 2019-06-01 | 791310 | 19.91380 |\n", "| 2019-07-01 | 1536071 | 94.11748 |\n", "| 2019-08-01 | 2255724 | 46.85024 |\n", "| 2019-09-01 | 3103776 | 37.59556 |\n", "\n" ], "text/plain": [ " date total_action_count monthOvermoth\n", "1 2019-04-01 640008 NA \n", "2 2019-05-01 659899 3.10793 \n", "3 2019-06-01 791310 19.91380 \n", "4 2019-07-01 1536071 94.11748 \n", "5 2019-08-01 2255724 46.85024 \n", "6 2019-09-01 3103776 37.59556 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Calculate MoM (month over month) change in moderation actions for enwiki.\n", "\n", "moderation_action_monthly_enwiki_mom <- moderation_counts_all %>%\n", "filter(wiki == 'enwiki',\n", " date >= '2019-04-01') %>% #remove first month as we did not have complete data\n", " gather(action_type, action_count, block:undo) %>%\n", "mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date) %>%\n", " summarise(total_action_count = sum(action_count)) %>%\n", " arrange(date) %>%\n", "mutate(monthOvermoth = (total_action_count - lag(total_action_count))/lag(total_action_count) *100)\n", "\n", "moderation_action_monthly_enwiki_mom" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Moderation actions on English Wikipedia have steadily increased with a signficant increase following AMC deployment across all wikis on August 7th, 2109. Comparing the month before deployment (July 2019) to the month after (August 2019), the number of moderation actions on mobile web increased by 46.9% from July to September 2019. There was a 37.6% month over month increase from August to September 2019." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Moderation action rate for target Wikipedia projects" ] }, { "cell_type": "code", "execution_count": 2026, "metadata": {}, "outputs": [ { "data": { "image/png": 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wAAAOAmkNgBAAAAuAkkdgAAAABuAokdAAAAgJtAYgcAAADgJpDYOYdGo1EqlWq1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bZzGDStpJv57LOGwhsu+n71JSrSxjR0dH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1++XCaTrV279uDBg0RPcXEx0eByud99993w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\n7utgWTQQAAAN00lEQVSvvz5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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Action type on Wikis\n", "\n", "p <- moderation_counts_all %>%\n", " filter(wiki %in% c('eswiki', 'arwiki', 'idwiki', 'itwiki', 'jawiki', 'fawiki', 'thwiki'),\n", " date >= '2019-03-18') %>% #date where log actions were tagged)\n", " gather(action_type, action_count, block:undo) %>%\n", " arrange(desc(date)) %>%\n", "mutate(date = floor_date(date, \"month\")) %>%\n", "group_by(date, action_type) %>% \n", " summarise(action_count = sum(action_count)) %>% \n", " ggplot(aes(x=date, y = action_count, color = action_type)) + \n", " geom_line(size = 1)+\n", " scale_y_continuous(\"Number of moderation actions per month\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %Y\"), date_breaks = \"1 month\") +\n", " labs(title = \"Rate of mobile web moderation actions count \\n on target wikis by type\") +\n", "geom_vline(xintercept = vertical_lines,\n", " linetype = \"dashed\", color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-03-20'), y=200E3, label=\"AMC deployed on Arabic, Indonesian, and Spanish Wikipedias\"), size=3.5, vjust = -0.5, angle = 90, color = \"black\") +\n", "geom_text(aes(x=as.Date('2019-08-07'), y=200E3, label=\"AMC deployed on all Wikipedias\"), size=3.5, vjust = -0.5, angle = 90, color = \"black\") +\n", " ggthemes::theme_tufte(base_size = 12, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_text(angle = 45, hjust = 1),\n", " plot.title = element_text(hjust = 0.5),\n", " panel.grid = element_line(\"gray70\"),\n", " legend.position=\"right\")\n", "\n", "p\n", "ggsave(\"Figures/moderation_counts_bytype_targetwikis_monthly.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On target wikis, the thank action is also the most commonly used moderation action on mobile web compared to the other actions. There has been a general increase in the use of moderation actions on almost all the target wikis with few declines on the smaller ones." ] }, { "cell_type": "code", "execution_count": 857, "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", "\n", "
A grouped_df: 6 × 3
datewikiaction_count
<date><chr><dbl>
2019-03-18arwiki 3384
2019-03-18eswiki 5400
2019-03-18fawiki 2059
2019-03-18idwiki11165
2019-03-18itwiki 6337
2019-03-18jawiki 745
\n" ], "text/latex": [ "A grouped_df: 6 × 3\n", "\\begin{tabular}{r|lll}\n", " date & wiki & action\\_count\\\\\n", " & & \\\\\n", "\\hline\n", "\t 2019-03-18 & arwiki & 3384\\\\\n", "\t 2019-03-18 & eswiki & 5400\\\\\n", "\t 2019-03-18 & fawiki & 2059\\\\\n", "\t 2019-03-18 & idwiki & 11165\\\\\n", "\t 2019-03-18 & itwiki & 6337\\\\\n", "\t 2019-03-18 & jawiki & 745\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A grouped_df: 6 × 3\n", "\n", "| date <date> | wiki <chr> | action_count <dbl> |\n", "|---|---|---|\n", "| 2019-03-18 | arwiki | 3384 |\n", "| 2019-03-18 | eswiki | 5400 |\n", "| 2019-03-18 | fawiki | 2059 |\n", "| 2019-03-18 | idwiki | 11165 |\n", "| 2019-03-18 | itwiki | 6337 |\n", "| 2019-03-18 | jawiki | 745 |\n", "\n" ], "text/plain": [ " date wiki action_count\n", "1 2019-03-18 arwiki 3384 \n", "2 2019-03-18 eswiki 5400 \n", "3 2019-03-18 fawiki 2059 \n", "4 2019-03-18 idwiki 11165 \n", "5 2019-03-18 itwiki 6337 \n", "6 2019-03-18 jawiki 745 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "moderation_counts_targetwiki <- moderation_counts_all %>%\n", " filter(wiki %in% c('eswiki', 'arwiki', 'idwiki', 'itwiki', 'jawiki', 'fawiki', 'thwiki'),\n", " date >= '2019-03-18') %>% #date where log actions were tagged) \n", " gather(action_type, action_count, block:undo) %>%\n", " group_by(date, wiki)%>%\n", " summarise(action_count = sum(action_count))\n", "\n", "head(moderation_counts_targetwiki)" ] }, { "cell_type": "code", "execution_count": 2027, "metadata": {}, "outputs": [ { "data": { "image/png": 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o81AoBCoSA37urq6urqIjTulxZCqA7duOcV/fnPf3Yn0vOK5s2b98wzzwDAnj17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H6HszMtgEfXo6/TqxyrjW4e/P9iwxK+ym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\nd1ZUArE/AAAXPElEQVRXV3/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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plot time series of moderation actions on target wikis\n", "\n", "p <- moderation_counts_targetwiki %>%\n", "#mutate(action_count_avg = rollmean(action_count, 7, na.pad=TRUE, align=\"right\")) %>% \n", " ggplot(aes(x=date, y = action_count)) + \n", " geom_line(size = 1.5, color = 'blue')+ \n", " facet_wrap(~ wiki, ncol = 3,nrow = 6, scale = \"free_y\") +\n", " scale_y_continuous(\"Number of moderation actions per day\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %Y\"), date_breaks = \"1 month\") +\n", " labs(title = \"Rate of mobile web moderation actions on all target wikis\") +\n", " ggthemes::theme_tufte(base_size = 12, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_text(angle = 45, hjust = 1),\n", " plot.title = element_text(hjust = 0.5),\n", " panel.grid = element_line(\"gray70\"),\n", " legend.position=\"right\")\n", "\n", "p\n", "\n", "ggsave(\"Figures/moderation_counts_daily_targetwikis.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Overall month over month changes in moderations actions for target Wikipedias" ] }, { "cell_type": "code", "execution_count": 1823, "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", "\n", "
A tibble: 7 × 3
datetotal_action_countmonthOvermoth
<date><dbl><dbl>
2019-03-011323664 NA
2019-04-011244052 -6.014517
2019-05-011287409 3.485144
2019-06-011441935 12.002868
2019-07-011121789-22.202526
2019-08-011325758 18.182475
2019-09-011455543 9.789494
\n" ], "text/latex": [ "A tibble: 7 × 3\n", "\\begin{tabular}{r|lll}\n", " date & total\\_action\\_count & monthOvermoth\\\\\n", " & & \\\\\n", "\\hline\n", "\t 2019-03-01 & 1323664 & NA\\\\\n", "\t 2019-04-01 & 1244052 & -6.014517\\\\\n", "\t 2019-05-01 & 1287409 & 3.485144\\\\\n", "\t 2019-06-01 & 1441935 & 12.002868\\\\\n", "\t 2019-07-01 & 1121789 & -22.202526\\\\\n", "\t 2019-08-01 & 1325758 & 18.182475\\\\\n", "\t 2019-09-01 & 1455543 & 9.789494\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 7 × 3\n", "\n", "| date <date> | total_action_count <dbl> | monthOvermoth <dbl> |\n", "|---|---|---|\n", "| 2019-03-01 | 1323664 | NA |\n", "| 2019-04-01 | 1244052 | -6.014517 |\n", "| 2019-05-01 | 1287409 | 3.485144 |\n", "| 2019-06-01 | 1441935 | 12.002868 |\n", "| 2019-07-01 | 1121789 | -22.202526 |\n", "| 2019-08-01 | 1325758 | 18.182475 |\n", "| 2019-09-01 | 1455543 | 9.789494 |\n", "\n" ], "text/plain": [ " date total_action_count monthOvermoth\n", "1 2019-03-01 1323664 NA \n", "2 2019-04-01 1244052 -6.014517 \n", "3 2019-05-01 1287409 3.485144 \n", "4 2019-06-01 1441935 12.002868 \n", "5 2019-07-01 1121789 -22.202526 \n", "6 2019-08-01 1325758 18.182475 \n", "7 2019-09-01 1455543 9.789494 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Calculate MoM (month over month) change in moderation actions for all target wikis.\n", "\n", "moderation_action_monthly_target_mom <- moderation_counts_all %>%\n", "filter(wiki %in% c('eswiki', 'arwiki', 'idwiki', 'itwiki', 'jawiki', 'fawiki', 'thwiki')) %>%\n", " gather(action_type, action_count, block:undo) %>%\n", "mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date) %>%\n", " summarise(total_action_count = sum(action_count)) %>%\n", " arrange(date) %>%\n", "mutate(monthOvermoth = (total_action_count - lag(total_action_count))/lag(total_action_count) *100)\n", "\n", "moderation_action_monthly_target_mom" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "| Wiki | Q4 over Q1 Change |\n", "|-----------------|-------------------|\n", "| Spanish Wiki | 89.7% |\n", "| Arabic Wiki | 22.9% |\n", "| Indonesian Wiki | -72.8% |\n", "| Italian Wiki | 10.8% |\n", "| Japanese Wiki | -8.7% |\n", "| Persian Wiki | 36.0% |\n", "| Thai Wiki | -19.6% |" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On the target wikis, there has been much more fluctation in the number of moderation actions each month since AMC deployment. Comparing Q4 (April-June 2019) to Q1 (July-September), the number of moderation actions increasd for Spanish Wikipedia, Arabic, Persian and Italian Wikipedias while the number of moderation actions decreased for Indonesian, Japanese and Thai Wikipedias. \n", "\n", "These fluctuations in the number of moderation actions may be due to seasonal changes and also due to the smaller size of some of these wikis.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Rate of access to special pages" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Methodology\n", "\n", "We calculated the rate of access (i.e. pageviews) to special pages from AMC and mobile web edits overall by using the X-Analytics tag (a general purpose header for measurement purposes) for AMC done in [T212961](https://phabricator.wikimedia.org/T212961). \n", "\n", "The X-Analytics tag for AMC is recorded in the mf-m key. It is recorded as 'b%2Camc' if the user is opted into both beta and amc mode and as 'amc' for users opted into just amc. Please see a full list of [X-Analytic key definitions](https://wikitech.wikimedia.org/wiki/X-Analytics).\n", "\n", "The analysis was based on a 1/64 sample of data collected from the [webrequest data](https://wikitech.wikimedia.org/wiki/Analytics/Data_Lake/Traffic/Webrequest) from August 2019 through October 30, 2019.\n", "\n", "Note: During analysis, I found that only Search and Recent Changes special pages were being recorded as pageviews in the [pageview_hourly table](https://wikitech.wikimedia.org/wiki/Analytics/Data_Lake/Traffic/Pageview_hourly) starting around July 22nd to July 23rd, leading to an inaccurate drop in views on special pages due to a bug. Further investigation is needed. In the meantime, I reviewed all requests to special pages from the webrequest data (not isolated to pageviews) to complete the analysis. \n" ] }, { "cell_type": "code", "execution_count": 1954, "metadata": {}, "outputs": [], "source": [ "#special page requests from logged in users on mobile web including X-analytics tag for AMC views\n", "#from wmf.webrequest\n", "\n", "query <- \n", "\"SELECT \n", " CONCAT(year, '-', LPAD(month, 2, '0'), '-', LPAD(day, 2, '0')) AS date,\n", " CONCAT(normalized_host.project, '.',normalized_host.project_family) AS wiki,\n", " SUM(IF ((x_analytics_map['mf-m'] = 'b%2Camc' OR\n", " x_analytics_map['mf-m'] = 'amc'), 1, 0)) as amc_request,\n", " COUNT(*) AS all_mobile_web_requests \n", "FROM wmf.webrequest TABLESAMPLE(BUCKET 1 OUT OF 64 ON hostname, sequence)\n", " WHERE year = 2019 AND month >= 08\n", "-- look at special pages\n", " AND namespace_id = -1\n", " AND normalized_host.project_family = 'wikipedia'\n", " AND x_analytics_map['loggedIn'] IS NOT NULL\n", " AND agent_type = 'user'\n", " AND access_method = 'mobile web'\n", " AND webrequest_source = 'text'\n", "GROUP BY CONCAT(year, '-', LPAD(month, 2, '0'), '-', LPAD(day, 2, '0')), CONCAT(normalized_host.project, '.',normalized_host.project_family)\"\n" ] }, { "cell_type": "code", "execution_count": 1955, "metadata": {}, "outputs": [], "source": [ "special_pages_requests <- wmf::query_hive(query)" ] }, { "cell_type": "code", "execution_count": 1956, "metadata": {}, "outputs": [], "source": [ "special_pages_requests$date <- as.Date(special_pages_requests$date, format = \"%Y-%m-%d\")" ] }, { "cell_type": "code", "execution_count": 2047, "metadata": {}, "outputs": [], "source": [ "special_pages_requests_clean <- special_pages_requests %>%\n", " mutate(other_mobile_web_request = all_mobile_web_requests - amc_request) %>% \n", " gather(request_type, request_count, 3:5) %>%\n", " arrange(desc(date))\n" ] }, { "cell_type": "code", "execution_count": 1959, "metadata": {}, "outputs": [], "source": [ "special_pages_requests_clean$request_type %<>% factor(levels= c(\"amc_request\",\"all_mobile_web_requests\", \"other_mobile_web_request\"))" ] }, { "cell_type": "code", "execution_count": 1960, "metadata": {}, "outputs": [], "source": [ "# Which special pages are being viewed from amc mode on all Wikipedia projects?\n", "\n", "query <- \n", "\"SELECT \n", " CONCAT(year, '-', LPAD(month, 2, '0'), '-', LPAD(day, 2, '0')) AS date,\n", " CONCAT(normalized_host.project, '.',normalized_host.project_family) AS wiki,\n", " x_analytics_map['special'] AS special_page_name, \n", " COUNT(*) AS requests \n", "FROM wmf.webrequest TABLESAMPLE(BUCKET 1 OUT OF 64 ON hostname, sequence)\n", " WHERE year = 2019 AND month >= 08\n", " AND (x_analytics_map['mf-m'] = 'b%2Camc' OR\n", " x_analytics_map['mf-m'] = 'amc')\n", " AND namespace_id = -1\n", " AND normalized_host.project_family = 'wikipedia'\n", " AND x_analytics_map['loggedIn'] IS NOT NULL\n", " AND agent_type = 'user'\n", " AND access_method = 'mobile web'\n", " AND webrequest_source = 'text'\n", " GROUP BY CONCAT(year, '-', LPAD(month, 2, '0'), '-', LPAD(day, 2, '0')), x_analytics_map['special'], \n", " CONCAT(normalized_host.project, '.',normalized_host.project_family)\"\n" ] }, { "cell_type": "code", "execution_count": 1962, "metadata": {}, "outputs": [], "source": [ "special_page_requests_bypage <- wmf::query_hive(query)" ] }, { "cell_type": "code", "execution_count": 1963, "metadata": {}, "outputs": [], "source": [ "special_page_requests_bypage$date <- as.Date(special_page_requests_bypage$date, format = \"%Y-%m-%d\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Rate of access to special pages overall" ] }, { "cell_type": "code", "execution_count": 1970, "metadata": {}, "outputs": [], "source": [ "##all mobile web requests to special pages\n", "\n", "special_pages_requests_overall = special_pages_requests_clean %>%\n", " mutate(date = floor_date(date, \"week\")) %>%\n", " filter(request_type == \"all_mobile_web_requests\",\n", " date != '2019-08-25',\n", " date != '2019-11-24' )%>% #remove weeks with incomplete data\n", " group_by(date) %>%\n", " summarize(request_count = sum(request_count)) %>%\n", " arrange(desc(date)) " ] }, { "cell_type": "code", "execution_count": 1971, "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", "\n", "
A grouped_df: 6 × 3
daterequest_typerequest_count
<date><fct><int>
2019-08-25amc_request1575
2019-09-01amc_request2463
2019-09-08amc_request2469
2019-09-15amc_request2377
2019-09-22amc_request2304
2019-09-29amc_request2216
\n" ], "text/latex": [ "A grouped_df: 6 × 3\n", "\\begin{tabular}{r|lll}\n", " date & request\\_type & request\\_count\\\\\n", " & & \\\\\n", "\\hline\n", "\t 2019-08-25 & amc\\_request & 1575\\\\\n", "\t 2019-09-01 & amc\\_request & 2463\\\\\n", "\t 2019-09-08 & amc\\_request & 2469\\\\\n", "\t 2019-09-15 & amc\\_request & 2377\\\\\n", "\t 2019-09-22 & amc\\_request & 2304\\\\\n", "\t 2019-09-29 & amc\\_request & 2216\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A grouped_df: 6 × 3\n", "\n", "| date <date> | request_type <fct> | request_count <int> |\n", "|---|---|---|\n", "| 2019-08-25 | amc_request | 1575 |\n", "| 2019-09-01 | amc_request | 2463 |\n", "| 2019-09-08 | amc_request | 2469 |\n", "| 2019-09-15 | amc_request | 2377 |\n", "| 2019-09-22 | amc_request | 2304 |\n", "| 2019-09-29 | amc_request | 2216 |\n", "\n" ], "text/plain": [ " date request_type request_count\n", "1 2019-08-25 amc_request 1575 \n", "2 2019-09-01 amc_request 2463 \n", "3 2019-09-08 amc_request 2469 \n", "4 2019-09-15 amc_request 2377 \n", "5 2019-09-22 amc_request 2304 \n", "6 2019-09-29 amc_request 2216 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "special_pages_requests_bytype <- special_pages_requests_clean %>%\n", " mutate(date = floor_date(date, \"week\")) %>%\n", " filter(request_type != \"all_mobile_web_requests\",\n", " date != '2019-08-25',\n", " date != '2019-11-24') %>%\n", " group_by(date, request_type) %>%\n", " summarise(request_count = sum(request_count)) \n", "\n", "head(special_pages_requests_byrequest)" ] }, { "cell_type": "code", "execution_count": 2031, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`geom_smooth()` using method = 'loess' and formula 'y ~ x'\n", "`geom_smooth()` using method = 'loess' and formula 'y ~ x'\n" ] }, { "data": { "image/png": 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WZ98RMshC/RG/4cO3bJKhHt3r07bhfI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\nD++t/R1v+cPHAAAAAElFTkSuQmCC", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plot mobile web requests to special pages overall\n", "\n", "p <- ggplot() +\n", " geom_bar(data =special_pages_requests_bytype, aes(x= date, y= request_count, fill = request_type),stat= \"identity\", position = \"stack\") + \n", " geom_smooth(data = special_pages_requests_overall, aes(x=date, y=request_count), se = FALSE) +\n", " scale_y_continuous(\"Number of requests per week\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %d %Y\"), date_breaks = \"1 week\") +\n", " labs(title = \"Mobile web requests to special pages on all Wikipedia projects\",\n", " subtitle = \"Based on a sample of data collected from webrequest data\") +\n", " ggthemes::theme_tufte(base_size = 14, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_text(angle = 45, hjust = 1),\n", " panel.grid = element_line(\"gray70\"),\n", " legend.position=\"bottom\",\n", " legend.title=element_blank(),\n", " legend.text=element_text(size=14))\n", " \n", "p\n", "ggsave(\"Figures/mobile_web_special_page_requests_overall.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Proportion of AMC requests to special pages" ] }, { "cell_type": "code", "execution_count": 1973, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 4 × 4
dateamc_requests_totalall_mobile_web_requests_totalamc_prop
<date><int><int><dbl>
2019-08-01 1465 983511.489563
2019-09-01102725750331.786332
2019-10-01122965941292.069584
2019-11-01 84454656981.813407
\n" ], "text/latex": [ "A tibble: 4 × 4\n", "\\begin{tabular}{r|llll}\n", " date & amc\\_requests\\_total & all\\_mobile\\_web\\_requests\\_total & amc\\_prop\\\\\n", " & & & \\\\\n", "\\hline\n", "\t 2019-08-01 & 1465 & 98351 & 1.489563\\\\\n", "\t 2019-09-01 & 10272 & 575033 & 1.786332\\\\\n", "\t 2019-10-01 & 12296 & 594129 & 2.069584\\\\\n", "\t 2019-11-01 & 8445 & 465698 & 1.813407\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 4 × 4\n", "\n", "| date <date> | amc_requests_total <int> | all_mobile_web_requests_total <int> | amc_prop <dbl> |\n", "|---|---|---|---|\n", "| 2019-08-01 | 1465 | 98351 | 1.489563 |\n", "| 2019-09-01 | 10272 | 575033 | 1.786332 |\n", "| 2019-10-01 | 12296 | 594129 | 2.069584 |\n", "| 2019-11-01 | 8445 | 465698 | 1.813407 |\n", "\n" ], "text/plain": [ " date amc_requests_total all_mobile_web_requests_total amc_prop\n", "1 2019-08-01 1465 98351 1.489563\n", "2 2019-09-01 10272 575033 1.786332\n", "3 2019-10-01 12296 594129 2.069584\n", "4 2019-11-01 8445 465698 1.813407" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Calculate monthly proportion of amc_edits \n", "\n", "special_pages_requests_monthly_prop <- special_pages_requests %>%\n", " mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date) %>% \n", " summarise(amc_requests_total = sum(amc_request),\n", " all_mobile_web_requests_total = sum(all_mobile_web_requests),\n", " amc_prop = amc_requests_total/all_mobile_web_requests_total *100)\n", "\n", "special_pages_requests_monthly_prop" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Month over months changes in all mobile web requests to special pages" ] }, { "cell_type": "code", "execution_count": 1974, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\n", "
A tibble: 2 × 3
daterequest_countmonthOvermonth
<date><int><dbl>
2019-09-01575033 NA
2019-10-015941293.320853
\n" ], "text/latex": [ "A tibble: 2 × 3\n", "\\begin{tabular}{r|lll}\n", " date & request\\_count & monthOvermonth\\\\\n", " & & \\\\\n", "\\hline\n", "\t 2019-09-01 & 575033 & NA\\\\\n", "\t 2019-10-01 & 594129 & 3.320853\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 2 × 3\n", "\n", "| date <date> | request_count <int> | monthOvermonth <dbl> |\n", "|---|---|---|\n", "| 2019-09-01 | 575033 | NA |\n", "| 2019-10-01 | 594129 | 3.320853 |\n", "\n" ], "text/plain": [ " date request_count monthOvermonth\n", "1 2019-09-01 575033 NA \n", "2 2019-10-01 594129 3.320853 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Calculate month over month changes\n", "\n", "special_pages_requests_mom <- special_pages_requests_clean %>%\n", " mutate(date = floor_date(date, \"month\")) %>%\n", " filter(request_type == \"all_mobile_web_requests\",\n", " date != '2019-11-01',\n", " date != '2019-08-01') %>% #October is the only complete month to compate mom changes\n", " group_by(date) %>%\n", " summarise(request_count = sum(request_count)) %>%\n", " arrange(date) %>%\n", " mutate(monthOvermonth= (request_count/lag(request_count,1) -1)*100) \n", "\n", "\n", "tail(special_pages_requests_mom)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Requests to special pages has remained relatively flat (there was only a 3.3% month over month change between September 2019 and October 2019) and views from mobile web in AMC mode represent about only 2% of all mobile web views to these pages. However, there has been an increase in the proportion of mobile web requests to special pages coming from AMC mode since it was deployed on all Wikipedias on August 7, 2018. The proportion of AMC requests increased from September to October 2019 by 15.9%." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Top 10 Special pages viewed in AMC Mode**" ] }, { "cell_type": "code", "execution_count": 1975, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Selecting by percent_specialpage_requests\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 10 × 3
specialpagenamerequestspercent_specialpage_requests
<chr><int><dbl>
MobileDiff 63035.156250
Watchlist 44825.000000
Contributions18210.156250
Search 149 8.314732
MobileOptions 59 3.292411
Recentchanges 56 3.125000
EditWatchlist 35 1.953125
Log 23 1.283482
Whatlinkshere 21 1.171875
Specialpages 20 1.116071
\n" ], "text/latex": [ "A tibble: 10 × 3\n", "\\begin{tabular}{r|lll}\n", " specialpagename & requests & percent\\_specialpage\\_requests\\\\\n", " & & \\\\\n", "\\hline\n", "\t MobileDiff & 630 & 35.156250\\\\\n", "\t Watchlist & 448 & 25.000000\\\\\n", "\t Contributions & 182 & 10.156250\\\\\n", "\t Search & 149 & 8.314732\\\\\n", "\t MobileOptions & 59 & 3.292411\\\\\n", "\t Recentchanges & 56 & 3.125000\\\\\n", "\t EditWatchlist & 35 & 1.953125\\\\\n", "\t Log & 23 & 1.283482\\\\\n", "\t Whatlinkshere & 21 & 1.171875\\\\\n", "\t Specialpages & 20 & 1.116071\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 10 × 3\n", "\n", "| specialpagename <chr> | requests <int> | percent_specialpage_requests <dbl> |\n", "|---|---|---|\n", "| MobileDiff | 630 | 35.156250 |\n", "| Watchlist | 448 | 25.000000 |\n", "| Contributions | 182 | 10.156250 |\n", "| Search | 149 | 8.314732 |\n", "| MobileOptions | 59 | 3.292411 |\n", "| Recentchanges | 56 | 3.125000 |\n", "| EditWatchlist | 35 | 1.953125 |\n", "| Log | 23 | 1.283482 |\n", "| Whatlinkshere | 21 | 1.171875 |\n", "| Specialpages | 20 | 1.116071 |\n", "\n" ], "text/plain": [ " specialpagename requests percent_specialpage_requests\n", "1 MobileDiff 630 35.156250 \n", "2 Watchlist 448 25.000000 \n", "3 Contributions 182 10.156250 \n", "4 Search 149 8.314732 \n", "5 MobileOptions 59 3.292411 \n", "6 Recentchanges 56 3.125000 \n", "7 EditWatchlist 35 1.953125 \n", "8 Log 23 1.283482 \n", "9 Whatlinkshere 21 1.171875 \n", "10 Specialpages 20 1.116071 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "special_page_requests_bypage_top10 <- special_page_requests_bypage %>%\n", " group_by(special_page_name) %>%\n", " summarise(requests = sum(requests)) %>%\n", " mutate(percent_specialpage_requests = requests/sum(requests)*100) %>%\n", " top_n(10) %>%\n", " arrange(desc(percent_specialpage_requests))\n", "\n", "special_page_views_fromamc_top10" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Mobile Diff, Watchlist, Contributions, and Search are the most viewed special pages from users in AMC mode on all Wikipedias." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Rate of access to Special Pages on English Wikipedia\n" ] }, { "cell_type": "code", "execution_count": 2048, "metadata": {}, "outputs": [], "source": [ "special_pages_requests_enwiki = special_pages_requests_clean %>%\n", " mutate(date = floor_date(date, \"week\")) %>%\n", " filter(wiki == 'en.wikipedia',\n", " request_type == \"all_mobile_web_requests\",\n", " date != '2019-08-25',\n", " date != '2019-11-24' )%>% #remove weeks with incomplete data \n", " group_by(date) %>%\n", "summarize(request_count = sum(request_count))\n", " " ] }, { "cell_type": "code", "execution_count": 2030, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`geom_smooth()` using method = 'loess' and formula 'y ~ x'\n", "`geom_smooth()` using method = 'loess' and formula 'y ~ x'\n" ] }, { "data": { "image/png": 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mUeYxVtUU3uqJKRkNjVoiRat279j3/8Q2Yjb775JhGNHDlSKGGfh06fPi0xFztN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\nbXo25gAAAABJRU5ErkJggg==", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "special_pages_requests_bytype_enwiki <- special_pages_requests_clean %>%\n", " mutate(date = floor_date(date, \"week\")) %>%\n", " filter(wiki == 'en.wikipedia',\n", " request_type != \"all_mobile_web_requests\",\n", " date != '2019-08-25',\n", " date != '2019-11-24' ) %>% #remove weeks with incomplete data \n", " group_by(date, request_type) %>%\n", " summarise(request_count = sum(request_count)) \n", "\n", "p <- ggplot() +\n", " geom_bar(data =special_pages_requests_bytype_enwiki, aes(x= date, y= request_count, fill = request_type),stat= \"identity\", position = \"stack\") + \n", " geom_smooth(data = special_pages_requests_enwiki, aes(x=date, y=request_count), se = FALSE) +\n", " scale_y_continuous(\"Number of requests per week\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %d %Y\"), date_breaks = \"1 week\") +\n", " labs(title = \"Mobile web requests to special pages on English Wikipedia\",\n", " subtitle = \"Based on a sample of data collected from webrequest data\") +\n", " ggthemes::theme_tufte(base_size = 14, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_text(angle = 45, hjust = 1),\n", " panel.grid = element_line(\"gray70\"),\n", " legend.position=\"bottom\",\n", " legend.title=element_blank(),\n", " legend.text=element_text(size=14))\n", "p\n", "ggsave(\"Figures/mobile_web_special_page_requests_enwiki.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Monthly proportion of AMC requests to special pages" ] }, { "cell_type": "code", "execution_count": 1981, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 4 × 4
dateamc_requests_totalall_mobile_web_requests_totalamc_prop
<date><int><int><dbl>
2019-08-01 594 486301.221468
2019-09-0142312818151.501340
2019-10-0149092834921.731619
2019-11-0131652255861.403013
\n" ], "text/latex": [ "A tibble: 4 × 4\n", "\\begin{tabular}{r|llll}\n", " date & amc\\_requests\\_total & all\\_mobile\\_web\\_requests\\_total & amc\\_prop\\\\\n", " & & & \\\\\n", "\\hline\n", "\t 2019-08-01 & 594 & 48630 & 1.221468\\\\\n", "\t 2019-09-01 & 4231 & 281815 & 1.501340\\\\\n", "\t 2019-10-01 & 4909 & 283492 & 1.731619\\\\\n", "\t 2019-11-01 & 3165 & 225586 & 1.403013\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 4 × 4\n", "\n", "| date <date> | amc_requests_total <int> | all_mobile_web_requests_total <int> | amc_prop <dbl> |\n", "|---|---|---|---|\n", "| 2019-08-01 | 594 | 48630 | 1.221468 |\n", "| 2019-09-01 | 4231 | 281815 | 1.501340 |\n", "| 2019-10-01 | 4909 | 283492 | 1.731619 |\n", "| 2019-11-01 | 3165 | 225586 | 1.403013 |\n", "\n" ], "text/plain": [ " date amc_requests_total all_mobile_web_requests_total amc_prop\n", "1 2019-08-01 594 48630 1.221468\n", "2 2019-09-01 4231 281815 1.501340\n", "3 2019-10-01 4909 283492 1.731619\n", "4 2019-11-01 3165 225586 1.403013" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Calculate monthly proportion of amc_edits \n", "\n", "special_pages_requests_monthly_prop_enwiki <- special_pages_requests %>%\n", " filter(wiki == 'en.wikipedia') %>% \n", " mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date) %>% \n", " summarise(amc_requests_total = sum(amc_request),\n", " all_mobile_web_requests_total = sum(all_mobile_web_requests),\n", " amc_prop = amc_requests_total/all_mobile_web_requests_total *100)\n", "\n", "special_pages_requests_monthly_prop_enwiki" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Month over month change in all mobile web requests to special pages" ] }, { "cell_type": "code", "execution_count": 1846, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\n", "
A tibble: 2 × 3
daterequest_countmonthOvermonth
<date><int><dbl>
2019-09-01281815 NA
2019-10-012834920.5950712
\n" ], "text/latex": [ "A tibble: 2 × 3\n", "\\begin{tabular}{r|lll}\n", " date & request\\_count & monthOvermonth\\\\\n", " & & \\\\\n", "\\hline\n", "\t 2019-09-01 & 281815 & NA\\\\\n", "\t 2019-10-01 & 283492 & 0.5950712\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 2 × 3\n", "\n", "| date <date> | request_count <int> | monthOvermonth <dbl> |\n", "|---|---|---|\n", "| 2019-09-01 | 281815 | NA |\n", "| 2019-10-01 | 283492 | 0.5950712 |\n", "\n" ], "text/plain": [ " date request_count monthOvermonth\n", "1 2019-09-01 281815 NA \n", "2 2019-10-01 283492 0.5950712 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Calculate month over month changes in special requests on English Wiki\n", "\n", "special_pages_requests_enwiki_mom <- special_pages_requests_clean %>%\n", " filter(wiki == 'en.wikipedia',\n", " request_type == \"all_mobile_web_requests\",\n", " date >= '2019-09-01',\n", " date <= '2019-10-31') %>% \n", " mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date) %>%\n", " summarise(request_count = sum(request_count)) %>%\n", " arrange(date) %>%\n", " mutate(monthOvermonth= (request_count/lag(request_count,1) -1) *100)\n", "\n", "\n", "tail(special_pages_requests_enwiki_mom)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similar to overall trends, the overall rate of access to special pages from mobile web has remained pretty flat; however, the proportion of these views coming from AMC mode has increased. \n", "\n", "On English Wikipedia, requests from AMC mode to special pages represent 1.7% of all logged-in mobile web views in October 2019. This is slightly lower compared to the rate across all Wikipedias (2.0%) but is a 15.3% month over month increase from September 2019.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Top 10 Special pages viewed in AMC Mode on English Wikipedia **" ] }, { "cell_type": "code", "execution_count": 1982, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Selecting by percent_specialpage_requests\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 10 × 3
special_page_namerequestspercent_specialpage_requests
<chr><int><dbl>
MobileDiff 472636.6384991
Watchlist 362328.0874486
Search 1144 8.8689046
Contributions1124 8.7138538
MobileOptions 504 3.9072796
EditWatchlist 222 1.7210636
Recentchanges 157 1.2171486
Whatlinkshere 131 1.0155826
Log 116 0.8992945
Notifications 116 0.8992945
\n" ], "text/latex": [ "A tibble: 10 × 3\n", "\\begin{tabular}{r|lll}\n", " special\\_page\\_name & requests & percent\\_specialpage\\_requests\\\\\n", " & & \\\\\n", "\\hline\n", "\t MobileDiff & 4726 & 36.6384991\\\\\n", "\t Watchlist & 3623 & 28.0874486\\\\\n", "\t Search & 1144 & 8.8689046\\\\\n", "\t Contributions & 1124 & 8.7138538\\\\\n", "\t MobileOptions & 504 & 3.9072796\\\\\n", "\t EditWatchlist & 222 & 1.7210636\\\\\n", "\t Recentchanges & 157 & 1.2171486\\\\\n", "\t Whatlinkshere & 131 & 1.0155826\\\\\n", "\t Log & 116 & 0.8992945\\\\\n", "\t Notifications & 116 & 0.8992945\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 10 × 3\n", "\n", "| special_page_name <chr> | requests <int> | percent_specialpage_requests <dbl> |\n", "|---|---|---|\n", "| MobileDiff | 4726 | 36.6384991 |\n", "| Watchlist | 3623 | 28.0874486 |\n", "| Search | 1144 | 8.8689046 |\n", "| Contributions | 1124 | 8.7138538 |\n", "| MobileOptions | 504 | 3.9072796 |\n", "| EditWatchlist | 222 | 1.7210636 |\n", "| Recentchanges | 157 | 1.2171486 |\n", "| Whatlinkshere | 131 | 1.0155826 |\n", "| Log | 116 | 0.8992945 |\n", "| Notifications | 116 | 0.8992945 |\n", "\n" ], "text/plain": [ " special_page_name requests percent_specialpage_requests\n", "1 MobileDiff 4726 36.6384991 \n", "2 Watchlist 3623 28.0874486 \n", "3 Search 1144 8.8689046 \n", "4 Contributions 1124 8.7138538 \n", "5 MobileOptions 504 3.9072796 \n", "6 EditWatchlist 222 1.7210636 \n", "7 Recentchanges 157 1.2171486 \n", "8 Whatlinkshere 131 1.0155826 \n", "9 Log 116 0.8992945 \n", "10 Notifications 116 0.8992945 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "special_page_requests_bypage_top10_enwiki <- special_page_requests_bypage %>%\n", " filter(wiki == 'en.wikipedia') %>%\n", " group_by(special_page_name) %>%\n", " summarise(requests = sum(requests)) %>%\n", " mutate(percent_specialpage_requests = requests/sum(requests)*100) %>%\n", " top_n(10) %>%\n", " arrange(desc(percent_specialpage_requests))\n", "\n", "special_page_requests_bypage_top10_enwiki" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Mobile Diff, Watchlist, Contributions, and Search are also the most viewed special pages from users in AMC mode on English Wikipedia. There's a slightly lower proportion of mobile web requests to the Contributions page from AMC on English Wikipedia compared to all Wikipedias (8.7% on English Wikipedia vs 10.2% overall)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Rate of access to special pages on target Wikipedias" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### March Deployment Target Wikis" ] }, { "cell_type": "code", "execution_count": 1986, "metadata": {}, "outputs": [], "source": [ "special_pages_requests_targetwiki_March = special_pages_requests_clean %>%\n", " mutate(date = floor_date(date, \"week\")) %>%\n", " filter(wiki %in% c('ar.wikipedia', 'es.wikipedia', 'id.wikipedia'),\n", " request_type == \"all_mobile_web_requests\",\n", " date != '2019-08-25',\n", " date != '2019-11-24' ) %>% #remove weeks with incomplete data \n", " group_by(date, wiki) %>%\n", "summarize(request_count = sum(request_count))" ] }, { "cell_type": "code", "execution_count": 2032, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`geom_smooth()` using method = 'loess' and formula 'y ~ x'\n", "`geom_smooth()` using method = 'loess' and formula 'y ~ x'\n" ] }, { "data": { "image/png": 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MgVNWjQoNojDuHOO+9k/9i8ebPkQoIW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\nftWx7d+vX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33XYbmzho0KDjx4+vX7+e\nhN05cffddy9ZskSr1WZmZv773/+uNf/MmTN37dpVVVW1a9euWbNmERF7v8Xjjz9ORE888cSq\nVasuXLhQXV3tdDpPnz69cuXKkSNHEtEdd9wRdPVQZGwoAGjIVIGXXAAAKMXSpUtfe+0135QH\nHnhg7dq15PO7C+yz3Hx/hiEwhYjOnj17yy23sH9v3br1pptuIqITJ04MGTKETfzxxx99n4Hn\nV4jvy+zs7Geffdbtdk+bNu3555/nyT9s2LD/9//+H1dmixYt2MedENGsWbO4Z+D5yc/PLykp\nuf3229nHnbCGDx/OPs8laEhCGgoAogDO2AGAgk2YMGHmzJlt27bV6/UpKSlTpkxZuHChtKLa\ntGnTokULImrZsiU7qyOitLQ09lxXixYtAp9sHMqIESPee+89jUbz97///Z133uHJuWjRooce\neqhRo0Zms/nOO+/MyspiZ3VENHfu3M8//3z48OHNmzfXarVGo7FDhw4TJkz4/vvviahx48ZZ\nWVl33HGH2WyOi4t75JFH3n33XZ6KZGwoAGjIcMYOAKAeBD1rCAAQJpyxAwAAAIgSmNgBAAAA\nRAlM7AAAAACiBK6xAwAAAIgSOGMHAAAAECUwsQMAAACIEpjYAQAAAEQJTOwAAAAAogQmdgAA\nAABRAhM7cY4dO5abm1tVVSVjmZWVladPn5axQCK6cOFCbm7u5cuX5S322LFjTqdTxgJLSkpy\nc3MjsfklJSUyFuhyuXJzc3Nzc10ul4zFlpSUXLhwQcYCiej06dO5ubmR2HwZCySioqKi3Nzc\nSGx+ZWWljAVWVVWxXS9jmURUVFRUWFgob5ns0Un2zc/Ly5OxQCK6ePGiIo5OpaWlubm5kdj8\na9euyVig2+1mh6jsm3/+/HkZCySiM2fO5ObmRmLz5X2+B3t0isTmV1RUyFtmUAqb2OXl5X30\n0UeTJk164IEHRo8ePXHixKVLl165csUv28iRI0eOHOmXuHz58pEjR44aNerLL7+UHMCpU6fy\n8vJsNpvkEgLZbDbZB1BBQUFeXt7Vq1flLfbUqVNut1vGAsvKyvLy8iKx+WVlZTIW6HK58vLy\n8vLy5J3YlZWV+f6IuyzOnz+fl5cXic2XsUAiKi4uzsvLi8Tmy7t72u12tutlLJOIiouLi4uL\n5S3z9OnTsh+d7Hb7uXPnZCyQiAoLC/Py8gKP22HKy8uTd2bDHp0isfmlpaUyFsgdnWTf/Agd\nnSKx+TIWSERXr16N0NFJ3rNCoWjroA4Z/e1vf/N9WVBQUFBQkJOTM3/+/Hbt2oVay+v1Ll68\n+LvvvtNoNM8///zQoUMjHykAAABAXVPYxO6mm24aOnRojx49mjVrZrfbT5069fHHH585c+bD\nDz984403gq7idDoXLFiwZ88eg8EwderUm2++uY5jBgAAAKgbCpvYLVy4kPs7JiamZ8+eLVq0\nmDBhwsmTJ4Pmt9ls8+bNO3LkiNVqnTVrVseOHesqUgAAAIC6prCJXSCNRkNEcXFxgYtKSkoy\nMzPPnDnTpEmTOXPmJCcn13l0AAAAAHVHwRM7m8125syZjz/+mIjuvffewAxTp04tLCxs1arV\nnDlzEhMTgxbicDj8LmE2Go0mk4m/aofDIeMVyg6Hg2EYeS959ng8ROR2u+UtlojsdruMpbFX\n+3q9Xtk33+l0ylgmt9Wyb77H45F3271eL1uy7Jsvb5zsXTiybz7DMLLvnuwfsm++7MOe9Xs+\nOlVXV6vVst0RyB6dIrH5LpdLxjKrq6u5P+TdfEUcndjNt9lsKpVKrjLZm+Qisfnh7556vV6r\nrWXmppL3JuG64XvHa1JS0ujRo//4xz8GzaDT6d5///0mTZqEKmr//v0TJ070TRkxYgSuwwMA\nAGiYbt/+rbQVnYyulKzF3tgSb0wpYy1mYntrTqZrz8gV2HcD75CrqFC6d+9e69ePCj5jx7p6\n9erZs2fdbnfgHLZJkybFxcWLFi2aOXOmTqerl/AAAAAg0rykKvNaSxlrKWO9ysSUMtZSr/Ua\nE1PijSnxWkvJWuKNqWT8v4570rhJxoldA6HIM3asioqKU6dOffLJJ6dPn7733nvHjRvHLWLP\n2C1duvSVV14pKSnp27fv9OnT2avx/Ij9KnbLli1E1KNHj/j4eLk25OrVq6dOncrIyJCrQCI6\nePDg1atXW7du3b59+3DK0cyZJldI8vLM/jvP0oMHDyYkJLRq1Uqu6ux2+65du4iof//+tX5T\nL9zFixevXr3avXt3uQokot27d9tstrS0NNk3X97nBJ06der8+fMJCQnybv6ePXvat2+fkJAg\nV4ElJSUHDhwgItk33+v1pqWlyVjm1q1bvV5v9+7d5d38Y8eO9e/fX64Ciejw4cNXrlxp1aqV\nvJv/ww8/ZGRkmM1muQrMz88/fvy4yWSSffPj4uJkvOa7urr6xx9/JKJ+/frJu/lXrlzp0aOH\nXAUS0Z49e6qqqtq3b9+6dWtRK1Y7qaxKVValKq1UlVWpytdllzPmUsZa4o0pYaxljLWUsZR5\nLQyJ/jZ2tGH7i6Y1YtcKhf+Nac+ePampqaEuDBNIyFexCj5jx94Vm5SU9OSTT+bk5PhO7FhJ\nSUnz5s2bPn363r17Fy5cOGXKlMDrDwwGQ1JSktiqDQaDjPtPZWWlSqWSsUC6fk+JVqsNs1iH\nTPHIjn+7NBqNXq+Xt0lZJpNJxmL1er1Go5E3TnaQR2Lz5S2QPTbJvvkqlUre3ZO7IEb2zfd6\nvZEYorJvfoM9OgUyGo3y7p5EFInN1+l0MpbJXVsm++ZH+ujkZai8isqrqKyKym1UVkml11+W\nVVJJZU1KWSU5/B8Mf79cIX3YtPMrt/5JrtIY3uZSq9Xy7p6hKHhix2Ivcgx1SXvr1q3nzZs3\nY8aMHTt26PX6yZMny3h9JQCAcI6pk7i/2cepy/vB6Q/sP9u/FVWs4c1FskYBv2tehiptVGGn\n8iqqsFOljcqqqMJG5TYqt9Hpc53Lq0i1L7baTeU2qpD/3iF/jNrrNrhdRpfL5HQbXG6jy2Vy\nutg/jE630e02yPljQg2EwiZ2s2fPvvvuuzt27Gi1WisrK0+cOLF8+XIi6ty5c6hVUlNTMzMz\nZ86cuWXLFr1e/8wzz9RhvAAAAIrkdKuvlVNVNVXaqdJOdgdVVde8rLDVJLIpFTaqsFGFnWzV\n/EWG9S2kH0bNuA0ut8HlMrrcBpfb4HYbfV4aXS6j06PzyFijUihsYnfgwAH2ehdfMTEx48eP\n51mrQ4cOs2bNyszM3Lx5s8Fg4M8MvozDZDtHLS+lXhkKAFBXXG6yO6nKTg4X2R1UYSeHk6qd\nVGGnaidVO6nKTlXVZHeQ3UmVdrJVk81B1Q520pbiZVLqJWydlhpZKNZCcRZqZKVGFoqPoUZW\nirNSIwvFWenmI/vdRpdH+3uctAmhsIndW2+99c033xw+fPjq1as6na5Zs2a9evW69957Gzdu\nzL9ienr6jBkzXnvttfXr1+v1+scee6xuAgYAgEjw/WqbiP5IRNu+kfHb7eZEzdmKvvlK1Iph\nfrvtdFO1k9wesjvI46GqanK4yOmiympye6jSTi43VTupqppcbqqyU5Vdf/FSb7tLl3XE5PJQ\nlZ2qXVTtoMpq8nrDCURmeh0ZtU6DxhHfSNcswRhroVgLNbJQrLlmGhdroTgrxVnIbKylKMe5\nWk4M/s4pbGLXsWNHIT8LtmHDhsDEnj17rlu3LgJBAQAoQzWjd5KWiNjnPjgYPXOOGKJKGxFR\ntYucLiKiSjt5GWIYulxsKixMybNRtZOIaqYUROTxUtX191ZbNbmvTyCcrsDr3Gs4nORwkU5L\njKezy3WTfo/etIE06t/exfVaMuqJiEwG0mmIiCwmUqtIryOjnlREVjMRkdlAWg1p1KR3dyAi\nIzm15CaiWPX121zIoVbVBGRWObRUy3mdKjJ6GPa+OlUlUxONk9FWM/qaRiODm2oeqlDBmNhb\nL72kqrqe2c1o7VST2e41MFlERF6Gqq5f+11+/WKyqmoqKU3T6XRupqY97Q4iIpuDPJ7f2l8k\nDVELIqIrEtaVTq8jq5GsJrKYKMZMMSaysn+wf5vJaqJYM8WaKcZMsRYy6CgnZ1dFRUXnzp1T\nU1PrNNbfGYVN7AAAFMp015/VLg0RqT1qtVdNRBqHlohUXpXGXZOu8qiJSOPWEKMiIo1ToyIV\nEandapVHRUQqRqVx1Uwy1G6NilERkcqjVnvUNxTl/q0oFaMin7X8vc4ftYWoHR0Mf+t9yXVX\n4LMylSO3b/gXx9ZNFAKp1TXzM6OBTHqymMhqJJOBvK4Kt7Oi400tzQayGMlsJLOhZt5mMZLF\nRHpMHxoq9Aw0AAxpXFoKeMMjIo2r5q1L46p5q1O71SpGnaWp+aqCZasm9/WP5XYnXbrUxmQy\nxcTc8AmYYajC5+Zpt5vszt9eOl01pyI43MkJImIYk9t9JxEt/F7Lc1+11ez/GCW1mqw3PvbO\nqCfd9d3Obm/GeOKyfrkhg8VImoCfBWJPXQTFns8gqjmlcSKvJeOuqtBazpWRSU8GPRn1ZDWR\n2UBGPZkMIYP/nXB7yOagaie53ERE5VU1iexY8h0w7FmWykrjidNt3V711W/I4SKHk4hqvhoj\nIruTXO7fhhY3Zqrs5PH+VmxVNXm81IsG1OGGwu+CQUd6LaNR2bVqb0Jjs9WkNuhqJmEGPZkN\nZDaSXkuW60cAs4EsJjLqyainGDMZdaT3eXi/Y+okKr2xggvB62Uk3dPdj/1H5I3bhHu3RcLE\nDsTROLVqr0rt0ahdGpVXpXVqVV6V2q1Re9Qqr5o9waBxaIhUWqeGGBV7wkDt0nBnGthJW026\nW63ySvlxw9f38i9vKqFMXioiHRER7xcl5aLv3jcRmX4NceiUKo2I6OeQi2PNZDTUfEb/7T/z\njS9N1zOYKUa25zHLg72+2+aoue7b5qi5Wa/STtUOOpnX7n8nYxj19evBbeR0k91Bdge5PRI6\niIisRF2I6PtcubdEmbQaMhuIiFSq3z606LS/fWbgvjMNpby83Ol0Go1GUlu5u6C4T1bcnLuh\nXSImgUr12+5jNRH7mVDF2PU6tdFgYFvJoCODjuj6JzqTgbQaMhlIpyWDjvS6mrmXxUhaDVlN\nZNDVzNh02pr2t9ur//e/LUQ0ePBgq9VaHxsKDQsmdr8v7L1RVdVUZSe7k+yOmjuh7E6qdlJ5\nFTlc5HBRhY3sDnK4qNOV7uykTePScF/3gKKxD5QqErOKhdRG9aCPNl6xqKvNVG1WOUzkMKsc\nVrVNxVCM2kZEMSqbiiGr2q4iJkYV/LmSLCejrSY9EWmILjAVZ1efZi9RcjA6J6OrZvQu0tpJ\n72K0FYypmvRORlfJmOykdzB6G1PrKUfZHujfcKnIo3Ozf3q0Xoa9nkzNsE92YNQMe7cgo/F6\nNV4i8mg9pGK4dK/Oy6gZhhiP3kNEy9Pb6bSkvj5L484ox5hJpaLSkmtn8n4dNGgQN/8I308/\nnSgsLGzTpk16enqtmbmL+SrtxDA1F+qxl6/dfvAId1DSODWkUqmun/snImJI4wzx7XMAr9bL\naGommR6dm6k5O85wD8vgGpOIPFoPo+Yye0jNEBHjk9k2JEN/Y1s5pk664Uo/D1E1UZnA6EJi\nz3upiW5nX+MRhkBEmNhFgdOX6HJJzZOEqqrJVk2V1XT2fNuyymTVwRh1ds0ZjkpbzfdBophJ\nkZ//tOQxq347xFl95hlGcurVbp+XN1xbbVS59DeelNOp3Ebe03TVpHMxQfYjL6kqGZP6pg5c\niu93x0Tk9VJphdvj8RgMNZMVu5Pc7hsKcd24Sn2pImOV13iViBR+BkVG3ESHPcXCfeeu15JB\nT0RkNZFaRTotmfRERBYTLbhwkVEzXp2XiLwaj1fDEFMzu+LmDV6tx6tmyGfG4NHUTCN85xYy\nGpbRjm8zyXtZ746N+KPyQ9Koia09MIbyy6WB+RsCPX6ZHOoVJnaK9++vaUuQ793kfA6kNIya\n8Wo9XrXXq/EyGq9X6605Z3D9fEPN/7VeRu0lFbHvcDVveORzTkJ//Y/rn6S9Wu+pAT3pxi+D\nvJlTTKobr5JrAAwv8H0mPnv2YlFRUd++fSWUbHP8dlkhq9JGDNH2nfvKK6rbprZv1LiFl6k5\nI1vtJLuTyqtq/rBV1zxflHv0aHWDaznpdFrGbFBZTWQ21lxWyN5HGWuu+ZLLqCe9jswG0mhI\nRRRjJvL5hlF7fSpGRBYTlZeVHDhwQKPyjhj+R/K5c1OCF7aek2HzACIGDy6NDpjYKZ61tkf+\niC7QREY9GXQUa6F9tnKvxuvRuxk149V4PHqPV+316rwerYdReT16D3sWgT3N4NG5Gfb7IBUT\n6ed9JzXxT1HdfV9Ea5Qm8Hjk+/CtFkQtiBzrPpVQsobI73sm9rxfTSscFlyQishMbrPGPeuf\nlXYqr6qZ6pUuX1nJmCoZYxVjspGh0muyMUYbGaoZfSVjqmKMdtI7mYicmrBQtUbltajsBpXb\nqHJayW5QOY0ql5XsRpXTMnSwxURWE5nYm/iMZDWT2UAmA5kM9NOereldOjdtKttFlsVqT2Oz\njYKdMQIAaIAwsVM8S7Br2w06j0HjspjUcbF69u509ryFxUgx5pp3RLPR593RRBYjGXT+d02q\ntgqfIICCacljsVAjy28zZlVZG5/lDJGNKMitB2q3hn3EhopRadjbZa7fyHxDNo9a5VF7dG72\ntmHuei8i8mo8jJbxarxetdfrc/VSCDpmMN/iUPcOg3C+nz1iiG4R/4Refl2JuhLRdtG3VSr3\nmrCGeSYMp8GiFSZ2ijfqFhrQpebBQuyt7LFm2rt3f1FRUWpqKs+v6AKEz6v1EPd1uaUeAvD7\n+YH+RPT/smS8LjHm+pXpju3filpRubMQAFA0TOwUr30StU+q7yAAAACgAcDEDqBONcwvZQjf\nywAARAVM7PxVVFSUlJTw5ykqKrLb+Z7UJbZGl8t1/vx5uQokIja8iooKeYttOJSyXUqJk5QT\nql+cKQ11onxOme1JaNKwKXRXasiUEip/nC6X68qVK05nWM8gSEhIsFhqueoFEzt/VVVVly5d\n4s9z9erViooKuWp0Op1ut7vWSkVxOBxEVFlZKW+xDYdStkspcZJyQkWc8lJKnKScUBGn7JQS\nKn+cLpfr2rVrVVVV4VRhMplqndipGAbfwIiQnZ1NRBkZGYmJYT0ozu+K74bD74pv1dad9RUJ\nP2bwLX4pDTNUpcRJAaEizjAppeuVEieh6+WmlDhJyV3vKycnp0OHDs2bN490GPiFKAAAAIAo\nga9i6weuoAcAAADZ4YwdAAAAQJTAxA4AAAAgSmBiBwAAABAlMLEDAAAAHa4PbAAAIABJREFU\niBKY2AEAAABECUzsAAAAAKIEJnYAAAAAUQITOwAAAIAogYkdAAAAQJRQ2C9PnD59etu2bQcP\nHszPz/d4PAkJCb169XrggQeaNGnim23kyJFEtGHDBt/E5cuXr127VqVS/eUvf7nvvvvqNG4A\nAACAyFPYxO6FF17wfVlYWLhp06Zt27a9/vrrbdq0CbWW1+tdvHjxd999p9Fonn/++aFDh0Y8\nUAAAAIA6p7CJXWpq6uDBg7t165aUlOTxeI4ePfr+++9fvnz5gw8+mD9/ftBVnE7nggUL9uzZ\nYzAYpk6devPNN9dxzAAAAAB1Q2ETu3feecf35c033xwbGztlypTjx48HzW+z2ebNm3fkyBGr\n1Tpr1qyOHTvWSZgAAAAA9UBhE7tArVu3JiKj0Ri4qKSkJDMz88yZM02aNJkzZ05ycnKdRwcA\nAABQdxQ/sdu+fTsRBf2CderUqYWFha1atZozZ05iYmKdhwYAAABQp1QMw9R3DNKdP3/+5Zdf\n9nq9//rXv5o2bcqls3fFEpFOp3v//ff97pn1lZub+/rrr/um9OvXr1u3bqHyl5WVEZHFYtFq\nw5oTD/I00AfNbNN4fV8qJU5qqKEqJU5SbNcrJU5qqKEqJU5C18tNKXGSkrveV0VFhdFo1Ol0\n4VSRlpbWrFkz/jwKPmN3/vz5mTNn2my25557zndWx2nSpElxcfGiRYtmzpwZqiltNltubq5v\nSrt27djZG4+qqirJYdewNg63hMjw33alxEkNNFSlxEnK7XqlxEkNNFSlxEnoerkpJU5SdNff\nyGazhVmF0+msNY9Sz9gdO3Zs3rx5FRUVY8aMeeyxx/yWsmfsli5d+sorr5SUlPTt23f69Oka\njSawnMLCwm+++cY3JTk5OSUlJVS97CwwOTnZarWGE3/7C4XhrB45p5Kb+75USpzUUENVSpyk\n2K5XSpzUUENVSpyErpebUuIkJXe9r9OnTycmJsbExIRTRdOmTWstQZFn7H766ac333zT4XDc\nc889gbM6TlJS0rx586ZPn753796FCxdOmTJFrfY/f9u8efPHH39ceNXsxK5ly5bhXrTXUMdl\nu3btbnitlDipgYaqlDhJuV2vlDipgYaqlDgJXS83pcRJiu56HxcvXmzevHnz5nyTP1k00C+q\nefzvf/+bP3++w+EYPnz4U089xZ+5devW8+bNs1gsO3bsWLRokUJPTwIAAAAIobCJXVZW1rvv\nvuvxeO65556JEycKWSU1NTUzM9NoNG7ZsmXp0qWRjhAAAACgvijsq9iPP/6Y/ePrr7/++uuv\nfRd9+umnsbGxQdfq0KHDrFmzMjMzN2/ebDAYxo8fH+k4AQAAAOqews7YSZaenj5jxgydTrd+\n/foVK1bUdzgAAAAA8lPYGbsNGzZIztazZ89169bJHREAAABAQ/F7OWMHAAAAEPUwsQMAAACI\nEpjYAQAAAEQJTOwAAAAAogQmdgAAAABRAhM7AAAAgCiBiR0AAABAlMDEDgAAACBKYGIHAAAA\nECUwsQMAAACIEpjYAQAAAEQJhf1WbB1wu91Op5M/j8PhsNlsdRNPHVPKdiFO2SklVMQpL6XE\nScoJFXHKTimh8sfp9XrDnzzo9XqttpaZm4phmHDqiD5nzpw5cuRIpGu5x9o40lVI83Vlie9L\npcRJDTVUpcRJiu16pcRJDTVUpcRJ6Hq5KSVOUnLXy6579+7Jycn8eTCxEyc7O5uIMjIyEhMT\nwylHtXWnTBHJjBl8i+9LpcRJDTVUpcRJiu16pcRJDTVUpcRJ6Hq5KSVOUnLX+8rJyenQoUPz\n5s0jHQausQMAAACIEpjYAQAAAEQJTOwAAAAAogQmdgAAAABRAhM7AAAAgCiBiR0AAABAlMDE\nDgAAACBKYGIHAAAAECUwsQMAAACIEpjYAQAAAEQJTOwAAAAAooToid3bb79da57Zs2dLCgYA\nAAAApBM9sZsyZcrnn3/Ok+GVV16ZO3duGCHV4uLFi2vXrp0yZcqoUaNGjhwZNM/IkSMDFy1f\nvnzkyJGjRo368ssvIxceAAAAQH3Ril2BYZixY8c2bdp0yJAhgUtffvnlBQsW6HQ6OWIL7pln\nnhG7itfrXbx48XfffafRaJ5//vmhQ4dGIjAAAACA+iX6jN2kSZOcTud999136NAhv0Uvvvji\nggUL9Hr9mjVrZAoviOTk5Iceemjx4sUC8zudzjfeeOO7774zGAwzZszArA4AAACilegzdv/8\n5z8LCgrWrFkzbNiwXbt2tW7dmk2fPHnyokWLDAbD2rVrR4wYIXecvxE+pSMim802b968I0eO\nWK3WWbNmdezYMXKBAQAAANQv0Wfs1Gr1ihUrBg8efOnSpbvuuqukpIRhmGeffZad1X355ZcR\nndWJUlJSMn369CNHjjRp0uTNN9/ErA4AAACim+gzdkRkMBi++uqrgQMHHj58eOTIkZ06dfrg\ngw9MJtNXX311xx13yB6iZFOnTi0sLGzVqtWcOXMSExOD5snPz8/KyvJNSU1NTU1N5S/5/Pnz\nxcXFsgXakOTm5tZ3CIIgTtkpJVTEKS+lxEnKCRVxyk4pofLH6XA4Ll68WFJSEk4VLVu2bNSo\nEX8eKRM7ImrUqNHmzZv79++/Y8eOHTt2mM3mDRs2/OEPf5BWWoQUFhbqdLq5c+c2adKEJ88n\nn3zimzJixAiGYfhLLigoCDc4a+NwS4iMvLy8G14rJU5qoKEqJU5SbtcrJU5qoKEqJU5C18tN\nKXGSorv+RoWFhWFWYbVaIzWxI6KWLVtu3rz51ltvra6uzs7ODnqTbP1q0qRJcXHxokWLZs6c\nGepG3ZiYmL59+/qmtG7dmmciyJ6oi42N1ev1YQVX7Qlr9Yjx33alxEkNNFSlxEnK7XqlxEkN\nNFSlxEnoerkpJU5SdNf7KCkpsVgsYU4ejEZjrXlUtZ6dIiKVSiW2biHFhol9Ut2GDRtCLVq6\ndOkrr7xSUlLSt2/f6dOnazSa8CvNzs4mooyMjFDf7Qqk2roz/GAigRl8i+9LpcRJDTVUpcRJ\niu16pcRJDTVUpcRJ6Hq5KSVOUnLX+8rJyenQoUPz5s0jHUY0/6RYUlLSvHnzYmJi9u7du3Dh\nQq/XW98RAQAAAESQoIkdI16k4xaodevW8+bNs1gsO3bsWLRoUcMJDAAAAEB20XzGjpWampqZ\nmWk0Grds2bJ06dL6DgcAAAAgUqTfPFFf/H4ElnsZ9GI7VocOHWbNmpWZmbl582aDwTB+/PjI\nhggAAABQHySesTt48ODYsWNTUlL0er3vrRXdunVTqVQnTpyQKTzZpKenz5gxQ6fTrV+/fsWK\nFfUdDgAAAID8pJyxW7Zs2cSJE91ud+Ci0aNHHz58ODs7+8UXXww7tuB4zszx5+nZs+e6desi\nEBEAAABAgyD6jN3+/fsnTpzo9Xpnz5594cIFv6WDBg0ios2bN8sTHQAAAAAIJvqM3cKFC91u\n9+TJkzMzMwOXsr/HeuTIkfAjAwAAAABRRJ+xy8nJIaIJEyYEXRofH0/Xf54BAAAAAOqS6Ild\nUVEREbVt25Ynjyy/8QAAAAAAooie2FmtViIqLS0NuvTcuXNE1KxZszDDAgAAAACxRE/s0tPT\nieiXX34JunTTpk1ElJGREWZYAAAAACCW6Indgw8+SEQLFizweDx+iy5duvTGG28Q0eOPPy5L\ncAAAAAAgnOiJ3VNPPdW1a9cffvhh1KhRO3bsYBOLi4tXrFjRv3//oqKiu+++e9iwYXLHCQAA\nAAC1EP24E6PRuHHjxlGjRm3cuHHjxo1sYmJiIvvHoEGDVq5cKWeAAAAAACCMlJ8US05O3r17\n94cffnj77bcnJiZqtdr4+PihQ4cuW7Zsy5YtcXFxskcJAAAAALWS8pNiRKTX68ePHz9+/Hh5\nowEAAAAAyVQMw9R3DA1Lfn7+6dOnQy0tKysjIovFotVKnBOzBnmknCutA9s0Xt+XSomTGmqo\nSomTFNv1SomTGmqoSomT0PVyU0qcpOSu91VRUWE0GnU6XThVpKWl1fpEOYmzk4MHDy5cuDAn\nJ6egoMDlcnGzw27duh0+fPj48eNpaWnSSq53cXFx7du3D7V0//79RNSyZcvY2Niwqjkecu5Y\nv/y3XSlxUgMNVSlxknK7XilxUgMNVSlxErpebkqJkxTd9T6OHj3aokWLMC9Xi4mJqTWPlInd\nsmXLJk6c6Ha7AxeNHj368OHD2dnZL774ooSSGwKLxWKxWPjzxMfHc/eLSNRQx2WLFi1ueK2U\nOKmBhqqUOEm5Xa+UOKmBhqqUOAldLzelxEmK7nofJ06caNy4cfPmzSMdhujzmfv37584caLX\n6509e/aFCxf8lg4aNIiINm/eLE90AAAAACCY6DN2CxcudLvdkydPzszMDFzasWNHIjpy5Ej4\nkQEAAACAKKLP2OXk5BDRhAkTgi6Nj48nouLi4jDDAgAAAACxRE/sioqKiKht27Y8eTQajfSI\nAAAAAEAS0RM7q9VKRKWlpUGXnjt3johqvRcXAAAAAGQnemKXnp5ORL/88kvQpZs2bSKijIyM\nMMMCAAAAALFET+wefPBBIlqwYIHH4/FbdOnSpTfeeIOIHn/8cVmCAwAAAADhRE/snnrqqa5d\nu/7www+jRo3asWMHm1hcXLxixYr+/fsXFRXdfffdw4YNkztOAAAAAKiF6MedGI3GjRs3jho1\nauPGjRs3bmQTuaf1Dho0aOXKlXIGCAAAAADCSPnBteTk5N27d3/44Ye33357YmKiVquNj48f\nOnTosmXLtmzZEubPZQAAAACANBJ/K1av148fP378+PHyRgMAAAAAkkmc2DV8u3btWr9+/Zkz\nZxiGSU1Nvffee/v161ffQQEAAABEkOiJXdu2bYcOHTpkyJAhQ4YkJSVFIqbwrV+//qOPPuJe\nHj169OjRo08++eTIkSPrMSoAAACAiBJ9jd3Zs2eXLVv22GOPtWrVKi0t7emnn/78888vX74c\nieCkKSws/OSTT4jo0UcfXbVq1apVqx599FEi+vjjjxtUnAAAAADyEj2x+/nnnxcuXDh8+PDY\n2NiTJ0++//77f/7zn5s3b96lS5fnn38+Kyvr6tWrkQhUuO+//97tdg8ePPjBBx+0Wq1Wq/XB\nBx8cPHiw2+3+/vvv6zc2AAAAgMgR/VVsz549e/bs+eKLL3o8nv3792/ZsuWHH37YuXMn+3Xn\nv/71L5VK1a1bt1A/TVEHDh06RERDhgzxTRwyZMjWrVsPHz5cT0EBAAAARJz0myc0Gk3fvn37\n9u07bdo0l8u1evXquXPn5uXlMQxz8OBBGUMU69KlS0TUtm1b38Q2bdoQUX5+vl/m8vLyY8eO\n+abExcXFx8fzV1FWVqZSqcIPtQEqLi6u7xAEQZyyU0qoiFNeSomTlBMq4pSdUkLlj9Pj8ZSX\nl2u1Yd20arVajUYjf56wKsjPz99y3fnz57n0li1bhlNsmKqqqogoJibGNzE2NpZb5OvkyZPP\nPPOMb8qIESNuvvlm/ir85oJSWBuHW0Jk7N69+4bXSomTGmioSomTlNv1SomTGmioSomT0PVy\nU0qcpOiuv9GJEyfCrKJ79+7Jycn8eURP7K5cufLDDz+w38D6hpiYmDh48OAhQ4YMHTq0Q4cO\nooOtEw3nNNvXlSX1HYIgSomTlBMq4pSXUuIk5YSKOGWnlFARZ3QQPbFr1qwZwzDs33FxcYMG\nDWKfftK1a9cGMm2yWCzl5eUVFRW+v4FRXl5ORGaz2S9z7969f/rpJ+GFZ2dnE1FGRgb3K2rh\nKyoqOnr06ODBg+UqkIj27t1bVFSUmprauXNnGYvNzs4eOnRoYDNKdvbs2V9//dVqtcq++U2b\nNmW/f5eFzWbbsmULEcm++UVFRX379pWrQCLaunVrZWVlenq67Js/YsQIuQokoqNHj54+fbpp\n06ayb37nzv+fvXuPq6LO/wf+njPnDgiCKAKK4gUvaN5CsbyudlHT2rTWdstWS9d2y99ju1gZ\nimmZW/YtKuym3cxaEzZNjMoU1ARNNi8haiICIogIyOXcZ+b3x+AJuZ6BzwEO+3o+/OOcmTmf\n8/o4nMObz8x8Zkj37t1ZNVhSUiL/Fc68+6IoRkZGMmxz9+7doihGRUWx7f6JEyemTp3KqkEi\nOnr0aFFRUZ8+fdh2PykpadKkSd7e3qwazM3NPXnypNFoZN59f3//8PBwVg2azeYff/yRiCZP\nnsy2+0VFRWPHjmXVIBGlpqZWVlYOGTKEefdnzpzJsALJysrKzs4ODAxk3v2IiIigoCCGbTZI\ncWEnV3WhoaErVqxYtGiRRqNxQ6pWCQ4OrqioyMnJGTlypHPhhQsXiKjDTrwHAAAA0HqKpzuR\ni+KLFy8uXbq0e/fud999d1xc3MmTJ53DeO1u+PDhRLRv377aC+Wnw4YNa59MAAAAAO6neMSu\nqKhIPsdu7969586d27Fjx44dO4goMDBQvh3F1KlTBw4c6Iaorpo2bVpiYmJKSkpoaOiMGTOI\naPfu3SkpKWq1+g9/+EM7BgMAAABwK8WFXffu3e+///7777+fiPLz8+UKb9++ffn5+du2bdu2\nbRsRhYSEXLx4kX1Y1wQFBS1YsGDTpk1btmzZsmWLc/mCBQva4Ng2AAAAQHvhmBxCtdlsn3/+\n+YsvviifykbXT8VrR2lpaV9//XVOTg4R9e3b9+67746Ojm7fSAAAAABu1fLCrvadJw4ePGgy\nmWpa5Lhhw4a17xzFAAAAAP+DFB+KPXbsmFzM7d+/X55DRDZ48GB53pPJkycHBAQwDQkAAAAA\nzVM8Yld7qpj+/fvLxdyUKVN69OjBOhsAAAAAKKB4xK5Pnz5TrgsNDXVHJgAAAABoATYXTwAA\nAABAu1M8QTEAAAAAdEwo7AAAAAA6CRR2AAAAAJ0ECjsAAACATgKFHQAAAEAngcIOAAAAoJNA\nYQcAAADQSSgu7NRqtUqFchAAAACgw1Fcoun1ekmSMK0xAAAAQEejuLAbOHAgEeXn57shDAAA\nAAC0nOLCbtGiRUQUFxfnhjAAAAAA0HJ8bGysohfcfPPNhYWFb7/99pkzZ4KDgw0Gg9FodE82\nAAAAAFCAU3q2HMdxrmyGk/AAAAAA2hiubwUAAADoJBSP2AEAAABAx4QROwAAAIBOAoUdAAAA\nQCfRwsLu+PHjDz30UFhYmFarrX05xfDhwzmOO3v2LKN4AAAdV0hISEhISGNPm92+I0QCgE6m\nJYXd5s2bx4wZ89lnn+Xl5dnt9tqr7r33XiLatWsXm3QAAAAA4DLFhV1GRsaSJUtEUVy1alX9\n+09MnDiRiJKTk9mkAwDowAoKCgoKCty3feu1/TsCQPtSK33Bhg0bHA7HsmXLGpzZeNCgQUSU\nmZnZ+mQAAAAAoIjiEbvU1FQiWrx4cYNr/f39iaikpKSVsQAAXJGQkDB37txBgwb16dNn/Pjx\na9eurayslFc5HI5PPvnkrrvuGj58eFhY2MiRIxcvXnzgwIEG28nLywsJCRk8eLAoivKSzMxM\n+QS1rKwseYkoioMGDQoJCbl48aK8pOkz2I4ePTpo0KBevXpt2rSpwe3lp2azefny5ZGRkQMH\nDly0aFGdIyFNdFCOvXDhwgEDBkRGRj777LNms7lOhjrveOTIkSeeeGL06NFhYWFDhw6dP3++\n/JUOAJ2G4nnsNBqNw+EwmUwGg4Gu34jC2YjVatXr9QaDwWQyMc8KAOAkSdITTzyRmJhYZ3lE\nRMSOHTt8fHyefPLJL7/8sv4LGzs0OXbs2IsXL/7www9Dhgwhovj4+JdffpmIVqxYsXTpUiLK\nzMy87bbbQkNDDx8+LL9ErpmcDdZ+euDAgYULF8rtTJ8+vYntZ8yYsXv3bmeMnj177tmzx8/P\nr9kOlpWVTZ8+vbCw0LnK2VSDkZxPa+M4btOmTbfffnuD/ycA4HEUj9h5e3sTUXl5eYNrc3Nz\niahHjx6tjAUA0LQvvvgiMTExKCjovffeO3nyZHZ29s6dO0eMGHHmzJm33nqLiHbs2EFETz75\nZEZGRm5ubmZm5ieffDJp0qTGGhw3bhwRpaeny09TUlKGDh06ZMgQ55iWXM9FR0c3m+277757\n6KGHvL29ExMTnVVdY06cOLF9+/azZ89u3749JCSksLDwnXfecaWD8fHxhYWFoaGhzpcfP368\n6feaOnXqli1bTp8+nZubm5GRERsbK0lSXFxcsz0CAE+huLCLjIwkomPHjjW4Vv5jcezYsa2M\nBQDQtK1btxJRfHz8rFmz/P399Xr96NGj4+Pj6foXkTw6dfTo0Xfffferr74qLy+fNm2a/KoG\nyRWbXL2Zzeaff/550qRJkyZNOnLkiMVioes1X7OFXWJi4uLFi8PDw5OSkoYNG9ZsR9auXRsd\nHe3l5RUdHf3iiy8S0Q8//OBKB7///vsGX96EJUuWfPLJJxMnTuzXr9/o0aPlU6Wdx5oBoBNQ\nfPHEfffdd/DgwVdfffW2227jeb72qkuXLq1bt46IFixYwCwgAEBDTp8+TUTz5s2j62eDSJIk\nP5DPgduwYcM//vGP1NRU55DblClT3njjjW7dujXYoFyxHTlyhIjS0tJsNtukSZMkSYqPj09P\nT588efLPP/9MLhR2y5Yt69ev39dff+3j4+NKR2r/JSw3npeX50oH5c3qv7wx33zzzdKlS+uf\nfmO1Wl3JCQAeQfGI3aOPPjps2LB9+/bNmTPn4MGD8sKSkpLPPvssOjq6uLh4xowZd955J+uc\nAAA3kAsUQRAEQRBFURRFZ8kiz685ZsyYgwcP7tix44UXXpg5c6aXl9e+fftWrlzZWINhYWHB\nwcHFxcU5OTmpqalGozEqKioqKspgMKSkpOTk5BQXFwcHB/fu3bvpYCqV6ty5cwkJCe7uoFKv\nv/66JEkPPvjggQMHzp8/X1BQcO7cuVaGBICORvGInV6vT0pKmjNnTlJSUlJSkrwwMDBQfjBx\n4sTPP/+cZUAAgIZEREQcP348KSlpxIgRjW2jVqvHjBkzZswYIsrNzR0/fnzTF4FGR0cnJCSk\np6enpKSMGzdOo9HIC/fv3y/P5TR+/Phmg23cuHHp0qUrVqyw2+2PPvpos9sfPnzYeR5eWloa\nEcm1Y7Md7N2797lz5+q/vDEXLlwgohUrVjiHEhu7RhgAPFdL7jzRq1ev9PT0Dz/8cPr06YGB\ngWq12t/ff+rUqZs3b967d6+fnx/zlAAAdcinfPz1r3/dunVrfn6+xWKx2Wznz5///PPPZ8+e\nTUR//OMfExISCgsLHQ7H1atX5T9Emz7sKB/KTExMPHfunPMyi4kTJ545c0a+FMOVKydmzJgR\nHx+vVqtjY2PffffdZrePiYlJS0urrq5OS0uTBxTlQq3ZDt52220NvrwxwcHBRBQfH19eXl5R\nUbFr165nnnmm2XgA4FkUT3cCANBBrFy50jlFXB0FBQUNzjD3l7/8Zf369VRvHhDZhQsXbrnl\nFvlxSkrKgAEDiOjs2bNTpkyRFx46dCgsLMy5fRPTnezatevvf/+7w+F49tlnH3/88Sa2v/PO\nO7/99ltnm87pTprtYP3pTmbOnCnXrw1G2rhx49q1a2s3Mnfu3O3bt9f/fwAAz9WSETsAgI7g\nxRdf/Pe//z1z5sygoCC1Wq3X6yMiIhYvXrxnzx4i+uabb+bPn9+7d2/5qMKYMWPWr18vT03X\nmD59+vTs2ZOIgoOD5aqOiAYOHCiPdfXs2bN2Vde0WbNmvfXWWzzPv/LKK2+88UYTW8bFxc2f\nP9/X19doNN5+++2JiYnO4x5Nd7Br166JiYm33Xab0Wj08/P785///OabbzbxRosXL46Jienb\nt69Wqw0LC3vqqac2bNjgYncAwFO0cMSusLDwvffeS05OPnv2bGVlpY+PT0RExO233/63v/0t\nKCiIeUoAgM6nwVFDAIDWaElhl5CQsHDhwoqKivqrfH19P/7447vvvptFNgCAzgyFHQAwp/hQ\nbFpa2v33319RUREVFZWYmJiTk2M2m3NychISEm6++eZr167NmzfPeb8dAAAAAGgzikfs7rjj\nju+++27u3Lnbtm2TbxTrJIrivHnzEhMT77jjjtrnAgMAQH0YsQMA5hQXdl26dKmsrMzKypJn\ndaojKytryJAhvr6+jd1MFgAAAADcRHFh5+XlZTKZrFarVqutv9Zms+l0Oi8vr6qqKkYJAQAA\nAMAlis+xi4iIIKLz5883uDY7O5uIGhzMAwAAAAC3asm9YokoJiam/lCfKIovvPACES1ZsoRJ\nOAAAAABwHR8bG6voBWPGjCkuLv7000+Tk5MDAgKMRqPBYCgoKNi3b9/DDz/8448/Ll26NCYm\nps51FQAAAADgborPsWtZxYYblwEAAAC4G24ppkx2dnZ2drbJZGLYpslkysvLY9ggERUWFmZn\nZ5eUlLBtNjs72263M2zw2rVr2dnZ7uj+tWvXGDZot9vlXc+8+7Vv9MlEXl5edna2O7rPsEEi\nKikpyc7Odkf3mX885V3PsE0iKikpuXLlCts23fTtlJuby7BBIioqKvKIb6eKiors7Gx3dJ/t\nrBEOh8Md304VFRWXLl1i2CAR5efnZ2dnu6P7bAePrl69mp2d7Y7uV1dXs22zQYoLO6lF3BG9\nXWRlZWVlZbHdN1VVVY1djNJi+fn5WVlZxcXFbJvNyspi+91RVlaWlZXlju6XlZUxbNBut8u7\nnnn38/PzGTZIROfPn8/KynJH9xk2SETFxcVZWVnu6D7bS/JNJpO86xm2SUTFxcWXL19m2+aZ\nM2eysrKYd595UXvx4sWsrKyioiK2zZ4+fdpqtTJsUP52ckf3S0tLGTbo/HZi3n03fTu5o/sM\nGyR3fjtVVlaybbNBGLEDAAAA6CTU7R2gJSwWy86dO3/66afCwkKO44YOHTp79uwRI0Y4N5g9\nezYR7dy5s/arPv300+3bt3Mc9/DDD99zzz1tHRoAAADAzTyvsCsyJmruAAAgAElEQVQpKYmJ\nial9E56jR48ePXq0ThlXmyiK77zzzg8//MDz/OOPPz516tQ2SQoAAADQpjyssBNF8ZVXXiko\nKAgODl64cGFkZKRKpTp16tT27dsbe4nNZnv11VcPHz6s0+mWL18+ZsyYtgwMAAAA0GY8rLBL\nS0s7e/asj4/PunXrunbtKi8cNWrUqFGjGtzeZDKtWbMmMzPT29t75cqVuCUGAMD/LFGiKjMR\nkdVGNgcRkUMgk6VmrSD+/tghUm6+Me9ST51O5/iZqq4vJ4kqzb83WGUmUax5bHeQxfb7qmoL\nCeLvT81WsgtERBUVAzUajcFAZis5hAZCShJVKrmyWZL0ZvNUInrvJ72q8dPmvQ3UxFqZUUc8\nX/PYYulhtfr5phER+RiozkRn3gZS1Vqi15Hm+gt1GtJdv+GoRk366499DJSVF2g2e5s0xhIr\nEZFaTQYtEZGaJ6P+hu299MTjEoCW8rDCbv/+/UQ0a9YsZ1XXhLKystjY2JycnG7duq1evbpX\nr17uDwgAAAwIIlVbaiqwKjPZHWSykMVONjtVmUkQqTxxp01SWyWtmbQOSV1Fwfu+PVclGYi4\nKjJIElVKRiKqkgxEVC3pBcUXCwYSBRIRHWLbsy5smyPiiIxERCwnuiEiPZGeGM/4MYSIKMPV\nrTmSfDgzEel8jVo1qVTkbSAiMmhJrSY1T0YdiaK2onT4iXLOy0AqjvRa0mpIqyadlrRq0mtJ\noyaDltQ8GXSk1ZBeW7NWftApeVi3fvvtNyIaNWrUzp07d+3aVVJS4u/vP3bs2Pvvv79Ll7qf\nluXLlxcVFYWGhq5evTowMLDBBsvKyjIybvgpCwwM7N69e9MxSktLHQ5HK/pxg2vXrjkcDrYT\nesnXvVdXVzOfJ6y4uFin07FqTZ5uzR3dr6ioYNimcx4Btt2vqKiwWq1s+y7/ZLqj+2xzynMG\nuaP7paWlgtDQSEiLOKcnYN59SZLYtilPLMW8+4IgNJZTlMhkVRGR1cbZBRIlzmThiMhi4wSR\nswtksXFEVGVRORfa7NzlK0GVpm7as0bVPrMocdUWTpSo2qJyCGSxqax2zu6gaqvKhWmyZrPq\nJnRMEnEVkpGIqKmZ73ii3kdbOtvgrCjTkhl1Z/2U5wxyx7dTWVlZKyeA8/X1NRqNTW+j+M4T\n7evee++12+233377d999V3t5jx49XnvtNV9fX/mpfFUsEWk0mvfee69bt26NNZiRkVHnzraz\nZs3CeXgA4KHMdg0R2R28IKkEUWVz8ERkkRcKvENUScRZ7GoisgtqQeQkSWV1qInI6uAlSSWI\nnE1QE5HNoRYkTrz+1GrnRUklEWe1q4nIJvCCiENlDfDmzILaOWIi6TUOIjJYag7f+nCmOsc0\n1eTQk40aoSLJmzM3trYxJknvcGF4srRrgPzAaldLxBHRORVfewNO5FR2vs6rVAKvErkbtnHU\n3caDjAvPuWNoZnunUOCmm25q9vCjh43YiaJIRL/88svzzz8fGRlJRCdPnvzggw8uX768devW\npUuX1t64W7duJSUlcXFxMTExGo2mwQZ5nq8z1KfVahvbmIjk+Wl5nlc1e7aCyyRJEgRBrWa5\nLxwOhyRJbHMSkd1uV6vVDG8ELIqiIAgcxzHvvkqlYruP5JEw5t0XRbHj73q5+018LlpAEARR\nFN2x63meZ7iPnLueefctdo3EqW0O3i6oHQJncWgEkbM51A5BZRNUctVlsWskicx2NUecyaam\n63Wb1a6RrhdbdkHlEFSipLJ68u/XVurCmVScaCSrhnMYOBtPgoGsak4wkpUn0chZichLZVFJ\nIs+JRs5CRHrOpqGaAy/eZHb+yHhzZhXVjHd4kZlzPlZZeKo5ac5ANp6rGRbVcXYd3TBvecrU\nmXXiTd6bxLrHDKRMqJvzDp13K9vk7TxJNf+VvIPn5Mci8faaj7nKoVKJKqpVEXIipxJ4IlIJ\n1x/YVZzIEZHapiYiTlRNsolEZLFrJCKHwDtElSiS1aEhIotdLUkt/0tDp2ngoy1/O6lUKp5n\n+Zli8ovJlZczGLETRfG11157//33L126NGrUqHfeeeemm25qZZuNeeCBB6qqql566aVhw4Y5\nF544ceKFF14ICAj46KOP5CXyiN3GjRuff/75srKyqKio5557jske2rVrFxGNHTu2sWO7LVBc\nXHzq1KnJkyezapCIjhw5UlxcHB4ePmTIkNa0Y13+BKtIbOnWxzWx9siRI927d+/Tpw+rtzOZ\nTHv37iWiqVOnNjsM7roLFy4UFxdHRUWxapCIUlJSqqqqIiMjmXd/1qxZrBokolOnTp0/f757\n9+6t7H5b/ojaSG2RtDZJYyO1WdLZJd5MejvxVZLBLqktpDFLOgfxlaLRTrw9aorJSnYHVZrJ\nZiernarNZBeo2kyW62fu/y+T6ydvzqziRG/OIpdiBs6mIYe3yqwmwUhWLWfXcXZvzqImwchZ\nvB/+q05D3gZS8+RlIFofo+XsRs6qJmaHnpmo/+3EpfzULkmaJk2+pc6SjpmT6kVt7FMvf0JF\nSWUinUCqalEvEVdNBom4SskgElct6QWJN5HOQbxZ1NlJPUp99lbNr6xyNv2LKTU1NSIiIigo\niNXbNUbx38oHDx6cMGHChAkT5OsYiGjdunUvvPCC/Pinn36aNm3ar7/+2qNHD5Yxr+vevXtV\nVdWAAQNqL5Sf1r/9XEhIyJo1a5577rkjR45s2LDhqaeeYjt8BQAdSkWtk+UrJaMkURUZiLgq\nSS+SyizpHKSySFo7qa2SxiZpJI6qRCMRmUnrkHiRVFWSnoiqJYPEcSZR5yDeRmqbpHEQb5IU\nnlt5gH0H3U2+1JG3VBrIRkRenIXnRLXk0HM2IvLmLCoS1ZwgrzVyFp5+HwAzkpXnBDWJBnl4\njCw8J2rJriU7z4lenEVugUjy4n4f+lJEN/yvtZ9yM+9odY/dwpNOb+pctOTQcg7iyI+qiP53\nb62luLDbtGkTET3yyCPyU6vV+tprrxHR1q1bp02b9sADD+zZs+fNN998+eWX2QaVDRgw4Pz5\n87/99lvtETv5igp/f//62/fu3XvNmjUrVqw4ePCgVqtdtmwZw2M0HV+1la+odZ2U5fr19k4V\nN97zViKquvG6qukjl/C2uj8knNTASRWcyPENHQnibXyD33MqUaVyNPqx46Sm1hLRvPfrziYg\n/nam1npfIitRzZIqcmmMzSJpbVITn4hoIno/yUyk4JQXzj+gibUOR6gg9NTtcL295pnNYyVJ\n8j2sNhh+X6jTkFbz+2OdhoiI48jn+jbe16czMOpJzd/wEg1PKuIzL/XUZ9RcXyZTqchLrzze\n9SkecvO88i73uFjdtYIn6foUEg6BzFYiIquNrPbffyDlfW2zk8VOgkAmKwkiVZtJkqjq2ivy\nn+OKo3gOlYq89cTzZNTVTAzBcTWXB8rzUMjLLxVcUKuEkJCe3QOMROSlJ5WK9BrSakh1fXuD\njtT877NLyNtoeDLUqlqty1e0QycBXKa/8/72jtCwDlLTt2TEjogmTJggP01NTS0vLx81atT8\n+fOJaNWqVXv27Pn222/dVNhNmTLlu+++e+ONNxYvXjx06FAi+vXXX99//30iio6ObvAl4eHh\nsbGxMTExe/fu1Wq1jz32mDuCtaN1n9MPR4muzw5wHZujewNoKJN2mNuTV39ZRNvHaF5J06vV\nRGpifFdoAxGVMZ74QEc0+iuXJylwTRhRGBHR3la2w+zIOFsGHWnU5GOomWHBqCN1TpYXWbRk\n13EOb86s5gQjZzGQTc05fDgzT4IXZ9Vxdo1k9+Ksak7w4sw8J3rR759qchA5iORLtBu7TrCZ\nH7m6mj54BAAeR3Fhl5+fT0ShoaHy00OHDhGR8/wweSAtOzubVb46hgwZMnPmzKSkpJdeeqn2\n8rCwMLmybFBERMTKlStjY2OTk5N1Ot2iRYvcFK9d2BxUwfi3OMD/ComTRI1ARIJakDhJUkmi\nRpA4EjQOIhI0AnGSqBYlThTVoqgSRY0oqSRB7ZBUJGgcxEmCRhBVoqgWRY0gqSSHxiGpJFEt\n1D+Bybp8Yzv0UDkMhwB4NMWFnXxdqsVikS8kSU9PJ6LRo0fLa728vIjIZHJjobFkyZKBAwcm\nJyfn5OQ4HI4ePXqMHz9+7ty5BkNTx2IiIyNXrFixdu3aHTt2aLXaBx980H0J25inT88t/xZs\nYgP5N26dheGGG44CehnoWHWVK28nqAVJ5dIvCNHlLZswL7DRqXaIqLq62mq1NngWQcvYHXTp\ncpkgCF5eXs5PRJWZnJdIVZtrjl+LElVfP6Tckf8w4Knm9CwvzswR6cmm69Wz9uyj265eEXlB\nUkmCWpBUJGoEiZPkgkze16L6+hIiQesgruYnSlSLkqolZ3oBAHRkigu7oKCg/Pz8rKysqKgo\ni8UiH5l1XtdWWlpKRK7cFqI1pkyZMmXKlCY22LlzZ/2FI0eOTEhIcFuodjNq4A23dtFqSKeh\nwsJCk8nk6+vbo0e3OidCed94cxiOyOfGY1nO03GIaPrxmgl+BE296oojQdvApX2CxlG/GpJ4\nUeRZ/hI92cD1XMcZts/KK5ObKuwuXLjihqtij7f4qljnaYsWG1W/tJqIbJLaItWcVWchnYNq\nTqO0SBob1Z0jQL46ofYSFUlyWVabmgR5+gki4iTJizMTkYqrma9LzYl6shKRnuxazk716J6/\n4dDh+pSzSrsJANCJKS7sJkyYsHXr1lWrVn3yyScffvhhdXX1gAED+vfvL689ffo0EbVyig1Q\nZMZYmjG27sIjR/KvT3fSVGHRrIrLTU34DS1Q+0L9nkQ9iawJWxi2X3Oq6YHvrQpfqFsf5/wb\noIuRuJnTGKZiyHOPx3XMQ5ye+/8JAA1SXNg9/fTT27dvT05Odk5osnz5cufa1NRUqnXKHTSm\n9m93X6JoIuu3iQzbr5lI8AC14Lc7wxgAAADQlhQXdiNGjEhKSnr22Wd//fXX0NDQZcuW1b4W\n4auvviKiuXPnsszYGXXMv90Jf74DAAB4spbczGfatGlHjx5tcNWJEydalwegk0NNDwAA7uPh\nV1QCAAAAwHWKCzuO45q+eUOzGwAAAACAO2DEDgAAAKCTYFzYVVZWEpFOp/Bu2QAAAADQaiwL\nu8rKyo0bNxJRWFgYw2YBAAAAwBUuXRVb/5y5ps+i+/Of/9zyRAAAAADQIi2Z7qQxBoOhf//+\nf/rTn5555hmGzQIAAACAKzhJUjZ9lTxWp/RVHiQ3N1e+MVqD7HY7EfE8r1K16ij2HTrv1rzc\nfZKtVbWfekpO6qhRPSUneeyu95Sc1FGjekpOwq5nzVNykifv+trsdnvri4fIyMiQkJCmt0Fh\nV5fVarVY6t623OnAgQNEFBkZ2bVr19a8i98vv7bm5e5TPjKy9lNPyUkdNaqn5CSP3fWekpM6\nalRPyUnY9ax5Sk7y5F1fW0ZGRp8+fQICAlrzFgaDQavVNr2N4kOxnbikk+l0umav6vXy8vL1\n9W2bPG3MU/qFnMx5SlTkZMtTcpLnREVO5jwlatM5eZ43Go1t0BcGV8WKovivf/2rf//+RqPx\n1ltvPX78eOvbBAAAAAClFBd2Bw8e5Dhu4sSJziXr1q1bvnx5dna22Wz+6aefpk2bdvnyZaYh\nAQAAAKB5igu7TZs2EdEjjzwiP7Vara+99hoRbd26tbi4eNq0aSUlJW+++SbblAAAAADQrJaM\n2BHRhAkT5Kepqanl5eWjRo2aP39+YGDgqlWriOjbb79lmxIAAAAAmqW4sMvPzyei0NBQ+emh\nQ4eIaPLkyfLTYcOGEVF2djarfAAAAADgIsWFnSiKROScECQ9PZ2IRo8eLT/18vIiIpPJxCwg\nAAAAALhGcWEXFBRERFlZWURksVjkI7NRUVHy2tLSUiJq5RxvAAAAANACigs7+ey6VatWFRcX\nv/7669XV1QMGDOjfv7+8Vr5nw5AhQ9imBAAAAIBmKZ6g+Omnn96+fXtycnKPHj3kJcuXL3eu\nTU1NpVqn3AEAAABAm1E8YjdixIikpKTRo0frdLp+/frFxcUtWrTIufarr74iorlz57LMCAAA\nAAAuUDxiR0TTpk07evRog6tOnDjRujwAAAAA0EIMbinWjl5//fXZs2fPnj27zvIGF3766aez\nZ8+eM2fOf/7zn7YKCAAAANB2WljYHT9+/KGHHgoLC9NqtRzHOZcPHz6c47izZ88yitdMBvmU\nvmaJovjWW29t376d5/lly5bdc8897s4GAAAA0PZaUtht3rx5zJgxn332WV5ent1ur73q3nvv\nJaJdu3axSdc4u92+ceNGV67SsNls69at++GHH3Q63YoVK6ZOnerubAAAAADtQnFhl5GRsWTJ\nElEUV61aJd+ForaJEycSUXJyMpt0jfvqq6/Ky8sffvjhpjczmUyrVq06fPiwt7f3mjVrxowZ\n4+5gAAAAAO1F8cUTGzZscDgcy5Yti42Nrb920KBBRJSZmdn6ZE0oKChISEhYsGBB0zMhl5WV\nxcbG5uTkdOvWbfXq1b169XJrKgAAAID2pbiwk09rW7x4cYNr/f39iaikpKSVsZoWHx8fHBw8\nc+bMpjdbvnx5UVFRaGjo6tWrAwMDG9wmLy9vy5YttZcMGjTIOd9yY86fP19YWKgos6fwlOua\nkZM5T4mKnGx5Sk7ynKjIyZynRG06p8ViuXDhQnFxcWveolevXs3e3EtxYSdn6tu3bxPb8Dyv\ntFnX7d279+TJky+//HKz71JUVKTRaF588cVu3bo1ts2VK1cSExNrL5k1a5ZWq2265StXrrge\nuGHeHfSua3l5eTc895Sc1EGjekpO8txd7yk5qYNG9ZSchF3PmqfkJI/e9Tdq/bBX165d2Rd2\n3t7e5eXl5eXlBoOh/trc3Fwict6UgrnKysqPPvpo0qRJkZGRzW7crVu3kpKSuLi4mJgYjUbT\n4DZdu3adNm1a7SUDBgzo2bNnY23KA3X+/v46nU5h9htVWlr1crep23dPyUkdNKqn5CTP3fWe\nkpM6aFRPyUnY9ax5Sk7y6F1fy5UrV3x8fPR6fWvewmg0NruN4sIuMjLy4MGDx44da7ADu3fv\nJqKxY8cqbdZFH330kc1mW7hwoSsbr1mz5vnnnz927Nj69eufe+65Bkf4wsPDX3nlFdcDyBf8\nDhgwoLFju65K+alVL3eb0aNH3/DcU3JSB43qKTnJc3e9p+SkDhrVU3ISdj1rnpKTPHrX15Ka\nmtqvX7+goCB3x1B8Vex9991HRK+++qogCHVWXbp0ad26dUS0YMECJuHq+/HHH81m84IFC2Zf\nJy9vcEbikJCQNWvW+Pj4HDlyZMOGDaIouikVAAAAQEeguLB79NFHhw0btm/fvjlz5hw8eFBe\nWFJS8tlnn0VHRxcXF8+YMePOO+9knbOGJEmKtu/du/eaNWu8vLwOHjwYFxen9OUAAAAAHkTx\noVi9Xp+UlDRnzpykpKSkpCR5ofO45MSJEz///HOWAW+0c+fOOkvkgbr6y53Cw8NjY2NjYmL2\n7t2r1Wofe+wx98UDAAAAaEctufNEr1690tPTP/zww+nTpwcGBqrVan9//6lTp27evHnv3r1+\nfn7MU7ZSRETEypUrtVptcnLypk2b2jsOAAAAgFsoHrGTabXaRYsWLVq0iG0a94mMjFyxYsXa\ntWt37Nih1WoffPDB9k4EAAAAwFgLC7uOo8GDsA0uHDlyZEJCgvsTAQAAALSPlhyKBQAAAIAO\nSPGIHcdxrmyG608BAAAA2hhG7AAAAAA6CcWFndQQu92emZk5f/58Ilq5ciWG6wAAAADaHpsR\nO7VaPWTIkK1bt06fPv3FF1/8/vvvmTQLAAAAAK5jfCg2JiaGiN588022zQIAAABAsxgXdpGR\nkUR0+PBhts0CAAAAQLMYF3YOh4OIKisr2TYLAAAAAM1iXNjJZ9cFBwezbRYAAAAAmsXszhNF\nRUXff//9P//5TyK66667WDULAAAAAC5iP0Fxv3795EsoPJTVarVYLE1vU11drdVq2yZPG7t2\n7Vp7R3AJcjLnKVGRky1PyUmeExU5mfOUqE3nFATBZDK1si8Gg6HZ8oNTOudcY4WdwWAIDw+f\nM2fO008/7efnp6jNDiU3N/f06dONrbXb7UTE87xK1aqj2HfovFvzcvdJtlbVfuopOamjRvWU\nnOSxu95TclJHjeopOQm7njVPyUmevOtrs9vtrS8eIiMjQ0JCmt5GcWH3P27Xrl1ENHbs2MDA\nwNa0w6X8xCgRY9LkW2o/9ZSc1FGjekpO8thd7yk5qaNG9ZSchF3PmqfkJE/e9bWlpqZGREQE\nBQW5OwZuKQYAAADQSaCwAwAAAOgkUNgBAAAAdBLsr4ptEM7kAwAAAHA3jNgBAAAAdBKKCztR\nFB977DEiioqKSkxMzMnJMZvNOTk5CQkJN998MxE99thjUj3sgwMAAADAjRQfin3//ffj4+Pn\nzp27bds252HZPn369OnT5+677543b158fPyoUaMWLVrEOioAAAAANEXxiN37779PRGvWrKl/\nsp1KpVq7di0Rvfvuu0zCAQAAAIDrFBd28l0ZwsPDG1zbr18/5zYAAAAA0JYUF3Y8zxNRTk5O\ng2vPnz/v3AYAAAAA2pLiwm78+PFEtGrVqvqXREiStHLlSiKKjo5mEg4AAAAAXKf44omVK1fu\n2bPn3//+d35+/tNPPz1y5MigoKCioqJffvll/fr16enpPM+vWrXKHVmJ6Pz58/v37z9+/HhB\nQYEgCAEBAaNGjZo7d263bt1qbzZ79mwi2rlzZ+2Fn3766fbt2zmOe/jhh++55x43JQQAAABo\nL4oLu/Hjx3/55ZeLFi06dOhQ/fLI19f3o48+GjduHKN4df2///f/aj8tKiravXv3/v37X375\n5T59+jT2KlEU33nnnR9++IHn+ccff3zq1KluigcAAADQjhQXdkQ0d+7cW2655d13301OTj5z\n5kxVVZW3t3dERMSdd975t7/9LSgoiHlKp/Dw8MmTJw8fPjwkJEQQhFOnTr333nuXL1/+4IMP\nXnrppQZfYrPZXn311cOHD+t0uuXLl48ZM8Z98QAAAADaUUsKOyLq2bPn6tWrV69ezTZNs954\n443aT8eMGdOlS5ennnrqzJkzDW5vMpnWrFmTmZnp7e29cuXKQYMGtUlMAAAAgHbQwsKu4+jd\nuzcR6fX6+qvKyspiY2NzcnK6deu2evXqXr16tXk6AAAAgLbTwnvFHj9+/KGHHgoLC9NqtbVn\nKh4+fDjHcWfPnmUUr3kHDhwgogYPsC5fvjwnJyc0NHT9+vWo6gAAAKDT41pwI9fNmzcvWbLE\n4XA4lzgbWb16dWxs7IYNG/75z38yy9i4vLy8Z555RhTFt99+u3v37s7l8lWxRKTRaN577706\n18zW9uuvv65YsaL2kkmTJo0YMaKx7U0mExHpdLpWztX3B5WuNS93nx9Fa+2nnpKTOmpUT8lJ\nHrvrPSUnddSonpKTsOtZ85Sc5Mm7vjaLxaLRaFpZPAwePLhnz55Nb6P4UGxGRsaSJUtEUVy1\natUjjzxSZyRs4sSJRJScnNwGhV1eXl5MTIzJZPrHP/5Ru6pz6tatW0lJSVxcXExMjEajabAR\nq9VaUFBQe0lFRYVcvTXBam1q57nEu4P+XNbtu6fkpA4a1VNykufuek/JSR00qqfkJOx61jwl\nJ3n0rr9R64uH2mNqjVE8YvfAAw988cUXy5Ytk69jkI/DOhspLCwMDg4ODg6uUy0xd/r06TVr\n1lRWVs6bN+/BBx+ss1Yesdu4cePzzz9fVlYWFRX13HPPNVgmX7lyRT6Y6yTnb+x9T5w4QUR9\n+/b18fFpTf6w8/mtebn75IbfUKl7Sk7qqFE9JSd57K73lJzUUaN6Sk7CrmfNU3KSJ+/62s6e\nPRsUFNSlS5fWvEVAQICXl1fT2ygesUtNTSWixYsXN7jW39+fiEpKSpQ2q8jRo0fXr19vtVrv\nuuuu+lWdU0hIyJo1a5577rkjR45s2LDhqaeeUqnqnlMYGBj4xz/+0fW3lgu77t27BwYGtix8\njY76cylfjPI7T8lJHTSqp+Qkz931npKTOmhUT8lJ2PWseUpO8uhdX4t8Kadbp4STKb54ori4\nmIj69u3bxDZuvVfsjz/++NJLL1mt1pkzZz766KNNb9y7d+81a9Z4eXkdPHgwLi6uBScUAgAA\nAHgKxYWdt7c3EZWXlze4Njc3l4h69OjRyliNSUxMfPPNNwVBuOuuu5YsWeLKS8LDw2NjY/V6\n/d69ezdu3OimYAAAAADtTvGh2MjIyIMHDx47dqzB6zJ2795NRGPHjmUQrSEff/yx/OCbb775\n5ptvaq/asmVLY4euIyIiVq5cGRsbm5ycrNPpFi1a5KZ4AAAAAO1I8YjdfffdR0SvvvqqIAh1\nVl26dGndunVEtGDBAibhGIqMjFyxYoVGo9mxY8dnn33W3nEAAAAA2FM8Yvfoo49+8MEH+/bt\nmzNnzrPPPisvLCkp+fbbb1944YXi4uIZM2bceeedrHPW2LlzZ4s3GzlyZEJCAutEAAAAAB2F\n4sJOr9cnJSXNmTMnKSkpKSlJXui8RHTixImff/45y4AAAAAA4JqW3FKsV69e6enpH3744fTp\n0wMDA9Vqtb+//9SpUzdv3rx3714/Pz/mKQEAAACgWYpH7NRqtSiKoiguWrQIVyEAAAAAdByK\nR+z0er0kSZgQDgAAAKCjUVzYDRw4kIjy8zvovM8AAAAA/7MUF3by4de4uDg3hAEAAACAllN8\njt1jjz124sSJDRs2FBQUPP744wMHDuzWrZs7kgEAAACAIooLO5WqZpDvyy+//PLLLxvbDCfh\nAQAAALSxlkx3AgAAAAAdkOIROwzFAQAAAHRMGLEDAAAA6CQUj9h1euXl5VevXm16m0uXLlVU\nVLRNnjaWnZ3d3hFcgpzMeUpU5GTLU3KS50RFTuY8JWrTOd4gRxgAACAASURBVG02W1FRUXV1\ndWveonv37j4+Pk1vg8KuLpvNVl5e3vQ21dXVDoejbfK0sWb73kEgJ3OeEhU52fKUnOQ5UZGT\nOU+J2nROQRCqq6sFQWjNW7hy11YO58wpsmvXLiIaO3ZsYGBga9rhUn5ilIgxafIttZ96Sk7q\nqFE9JSd57K73lJzUUaN6Sk7CrmfNU3KSJ+/62lJTUyMiIoKCgtwdA+fYAQAAAHQSKOwAAAAA\nOgkUdgAAAACdhEuFHcdxHMe5OwoAAAAAtIbiETsUeQAAAAAdk0uFHc/zRGSz2dwcBgAAAABa\nzqXCLjQ0lIh27dqFuVEAAAAAOiyXCrv77ruPiO69916VqmZ7rjlujAwAAAAADXHpzhNr1qzR\narVffPFFbm5uKydNBgAAAAA3cWnETqfTrV27Njs723kfLak57swMAAAAAA3APHYAAAAAnYRL\nh2Jr85TRuLS0tB07duTk5EiSFB4efvfdd48bN669QwEAAAC4keLCziPs2LFj06ZNzqenTp06\nderUI488Mnv27HZMBQAAAOBWLTwUe+3atX/961+33nprQECARqMJCAiYMGHCv/71r2vXrrHN\n1wJFRUWffPIJEf3lL3/ZunXr1q1b//KXvxDRxx9/fPny5fZOBwAAAOAuLSnsjh49OnTo0OXL\nl//000+lpaUOh6O0tPTgwYPLly8fNmzYf//7X+YpFdmzZ4/D4Zg8efJ9993n7e3t7e193333\nTZ482eFw7Nmzp32zAQAAALiP4sKuuLh4xowZBQUFQ4YM+eKLL4qKimw2W2Fh4RdffDFo0KD8\n/PwZM2ZcuXLFHVlddOLECSKaMmVK7YXy05MnT7ZPJgAAAAD3U3yO3WuvvXblypVRo0bt37/f\ny8tLXhgUFPSnP/1p1qxZEyZMOHbs2IYNG1555RXWUV116dIlIurbt2/thX369CGigoKCOhtb\nrdaSkpLaS/R6vcFgaPotrFaryWRqfdQOyFP6hZzMeUpU5GTLU3KS50RFTuY8JWrTOUVRbH3x\noNVq1epmKjdO6VWuQ4YMycrK+v7776dPn15/7XfffXfHHXcMHTr0119/VdQsQ/fcc48gCP/5\nz3/kW9zKBEG455571Gp1YmJi7Y0zMjKWLFlSe8msWbPGjBnj7pB3eXd191u0zDdVZbWfekpO\n6qhRPSUneeyu95Sc1FGjekpOwq5nzVNykifveuZuuummXr16Nb2N4hG7CxcuENH48eMbXHvr\nrbcSUU5OjtJm20bHuddZG+x+JjwlJ3lOVORky1NykudERU7mPCUqcnYObpnupH3rJy8vr4qK\nisrKSj8/P+fCiooKIjIajXU2joyM3LFjR+0lTR+K3bt3LxGNGDHC39+fVeCrV6+eO3du7Nix\nrBokouPHj1+9erV37979+/dn2OzevXujo6ObPVTtuosXL549e9ZoNLKdZfD48eMBAQGhoaGs\nGjSbzWlpaUTEvPtXr1696aabWDVIROnp6SaTaeDAgcy7P3XqVFYNEtG5c+fy8vICAgLYdv/w\n4cP9+/cPCAhg1WBZWdkvv/xCRMy7L4riwIEDGbaZkpIiiuJNN93EtvunT5+Ojo5m1SARnTx5\n8sqVK6GhoWy7v2/fvrFjx9b/km+xgoKCM2fOGAwG5t338/NrdtDFdRaL5dChQ0Q0btw4tt2/\ncuXKiBEjWDVIRIcPH66uru7fv3/v3r1ZtSl3f8qUKQwLD/nbyd/fn3n3w8PDAwMDW9OIVqtt\ndhvFhV2fPn2ysrIOHTrU4KFY+cdLPqGtvQQHB1dUVOTk5IwcOdK5UB5oDAkJqbOxTqerv7BZ\nOp2O4eenqqqK4ziGDRKRfBharVazbZaIDAYDwzbln1GVSsW8+1qtlnnfyQ3d53mebU6VSiW3\nzLz7bBuUTxNh3n2O49h+PJ0nxDDvviiK7vgRZd59D/p20uv1zL+d3NF9jUbDsE1nQcO8+x7x\n7SR332g0MizsNBoNueHbSaVSsf14NvpGSl8wc+ZMInruuefqnwBoNpuff/555zbtZfjw4US0\nb9++2gvlp8OGDWufTAAAAADup7iwe/LJJwMCAjIyMqKiorZt21ZcXOxwOIqLi7/66quoqKij\nR48GBgY++eST7sjqomnTpqnV6pSUlG3btlVVVVVVVW3bti0lJUWtVv/hD39ox2AAAAAAbqX4\nUGxQUFBSUtI999yTmZl5//3311kbEhLy9ddfd+/enVG8lggKClqwYMGmTZu2bNmyZcsW5/IF\nCxYEBQW1YzAAAAAAt1I83YmsrKzsvffe27lz5+nTpysqKrp06TJ48OC77rrrb3/7W+1LFtpR\nWlra119/LV+f27dv37vvvpvJCbB2u52I1Go1w8P5kiQJgtDszDSKOBwOSZJUKlXtOV9az263\ns+27KIqCIHAcx7z7KpVKPp+DCUmSHA4Hsd71oiiKouiOXc/zPPPuy+edsCIIgiiK7tj1PM+z\n/XjKu5559+n62Was4NsJ3074dmLCU76dGtPCwg4AAAAAOhpmVTMAAAAAtC8UdgAAAACdBAo7\nAAAAgE4ChR0AAABAJ4HCDgAAAKCTQGEHAAAA0EmgsAMAAADoJBQXdmq1muHUggAAAADAiuIS\nTa/XS5KEaY0BAAAAOhrFhd3AgQOJKD8/3w1hAAAAAKDlFBd2ixYtIqK4uDg3hAEAAACAluNj\nY2MVveDmm28uLCx8++23z5w5ExwcbDAYjEaje7IBAAAAgAKc0rPlOI5zZTOchAcAAADQxnB9\nKwAAAEAnoXjEDgAAAAA6JozYAQAAAHQSKOwAAAAAOokWFnbHjx9/6KGHwsLCtFpt7csphg8f\nznHc2bNnGcUDAAAAAFe1pLDbvHnzmDFjPvvss7y8PLvdXnvVvffeS0S7du1ikw4AAAAAXKa4\nsMvIyFiyZIkoiqtWrap//4mJEycSUXJyMpt0AAAAAOAytdIXbNiwweFwLFu2rMGZjQcNGkRE\nmZmZrU8GAAAAAIoonu4kJCTk0qVLmZmZQ4YMoevzFTsbsVqter1eq9VarVbmWQEA6gsJCSGi\ngoKCFm/Q+jdtlwytjAQAnZLiQ7HFxcVE1Ldv3ya24Xm+5YkAAAAAoEUUH4r19vYuLy8vLy83\nGAz11+bm5hJRjx49GEQDAHBBuwxKKX3Ttg+JsTqA/02KR+wiIyOJ6NixYw2u3b17NxGNHTu2\nlbEAAAAAQCnFhd19991HRK+++qogCHVWXbp0ad26dUS0YMECJuEAAJoVEhIin08my8vLW7hw\n4YABAyIjI5999lmz2dz0y/Py8kJCQgYPHiyKorwkMzNTbjMrK0teIorioEGDQkJCLl682OCb\n1nH06NFBgwb16tVr06ZNDW4vPzWbzcuXL4+MjBw4cOCiRYvqzDOQkJAwd+7cQYMG9enTZ/z4\n8WvXrq2srHS9m3Xe8ciRI0888cTo0aPDwsKGDh06f/781NTUpv9nAMATKT4U++ijj37wwQf7\n9u2bM2fOs88+Ky8sKSn59ttvX3jhheLi4hkzZtx5552scwIANK+srOyPf/xjYWEhEZlMps8+\n++zq1atNv6R3796hoaEXL148ffq0fE1YamqqfFlYSkrK4MGDiSgrK6uysjI0NDQ0NLTZDAcO\nHFi4cCERbd68efr06U1s+cQTT8hHOYgoOTn5+PHje/bs8fPzkyTpiSeeSExMdG6Zm5u7cePG\nvXv37tixw8fHpwXdvOeee5yPy8vL9+/ff+DAgU2bNt1+++3N9ggAPIjiETu9Xp+UlDRy5Mik\npKQJEybICwMDAx966KG8vLyJEyd+/vnnrEMCALgkPj6+sLAwNDR0+/btZ8+e3b59+/Hjx5t9\n1bhx44goPT1dfpqSkjJ06NAhQ4Y4x7QOHz5MRNHR0c029d133z300EPe3t6JiYlNV3VEdOLE\nCWfOkJCQwsLCd955h4i++OKLxMTEoKCg99577+TJk9nZ2Tt37hwxYsSZM2feeuutlnVz6tSp\nW7ZsOX36dG5ubkZGRmxsrCRJcXFxzfYIADxLS+480atXr/T09A8//HD69OmBgYFqtdrf33/q\n1KmbN2/eu3evn58f85QAAK74/vvviWjt2rXR0dFeXl7R0dEvvvhis6+SKza5ejObzT///POk\nSZMmTZp05MgRi8VC12u+Zgu7xMTExYsXh4eHJyUlDRs2rNn3rZ/zhx9+IKKtW7cSUXx8/KxZ\ns/z9/fV6/ejRo+Pj4+n6ecwt6OaSJUs++eSTiRMn9uvXb/To0fJEpM5jzQDQaSg+FCvTarWL\nFi1atGgR2zQAAK2Rl5dHN16/5cowm7zNkSNHiCgtLc1ms02aNEmSpPj4+PT09MmTJ//888+u\nNLVs2bJ+/fp9/fXXPj4+rqStn1POf/r0aSKaN28eXZ8lVJIk+YF8kp/Sbn7zzTdLly6tP2sp\nJhwF6HxaMmIHANCZhIWFBQcHFxcX5+TkpKamGo3GqKioqKgog8GQkpKSk5NTXFwcHBzcu3fv\npttRqVTnzp1LSEhoZR65AhMEQRAEURRFUXTWZHVuz+2i119/XZKkBx988MCBA+fPny8oKDh3\n7lwrQwJAx4TCDgA6D7n2kg+qytLS0lx5oTzilZ6enpKSMm7cOI1Go9Vqo6Oj9+/fL7c2fvz4\nZhvZuHEjz/MrVqz44IMPXHnT+jnl/BEREUSUlJRU0JAWdPPChQtEtGLFivDwcJ1OR0QHDhxw\nJSEAeJwWFnaFhYWxsbHjxo3z9/fXaDT+/v7R0dGxsbFFRUVs8wEAuO62224jopiYmLS0tOrq\n6rS0tJUrV7ryQrmwS0xMPHfu3KRJk+SFEydOPHPmzI4dO8i1Q7ozZsyIj49Xq9WxsbHvvvtu\ns9vXzylfbyHPGPXXv/5169at+fn5FovFZrOdP3/+888/nz17dgu6GRwcTETx8fHl5eUVFRW7\ndu165plnmo0HAJ5I8b1iiSghIWHhwoUVFRX1V/n6+n788cd33303i2wAAM2rfVPUsrKy6dOn\ny/OAyGbOnJmUlETN3UT1woULt9xyi/w4JSVlwIABRHT27NkpU6bICw8dOhQWFtbgm9Z5umvX\nrr///e8Oh+PZZ599/PHHm9j+zjvv/Pbbb51t9uzZU57uhIhWrlzpnAOvjoKCAqXd3Lhx49q1\na2s3Mnfu3O3bt9f/fwAAT6d4xC4tLe3++++vqKiIiopKTEzMyckxm805OTkJCQk333zztWvX\n5s2bV/sAAQBAm+natWtiYuJtt91mNBr9/Pz+/Oc/v/nmm668sE+fPj179iSi4OBguaojooED\nB8pjXT179qxd1TVt1qxZb731Fs/zr7zyyhtvvNHElnFxcfPnz/f19TUajbfffntiYqJzVoEX\nX3zx3//+98yZM4OCgtRqtV6vj4iIWLx48Z49e1rQzcWLF8fExPTt21er1YaFhT311FMbNmxw\nsTsA4FkUj9jdcccd33333dy5c7dt2ybP4ekkiuK8efMSExPvuOOO2n+GAgBAbQ2OGgIAtJ7i\nwq5Lly6VlZVZWVmDBg2qvzYrK2vIkCG+vr7l5eWMEgIAdDYo7ADATRQfipVvERseHt7g2n79\n+hGRw+FoZSwAAAAAUEpxYSdfh3/+/PkG12ZnZxNRg4N5AAAAAOBWigu7Rx99lIhiYmLqH8MV\nRfGFF14goiVLljAJBwDQKTlnpAMAYIuX7xjoujFjxhQXF3/66afJyckBAQFGo9FgMBQUFOzb\nt+/hhx/+8ccfly5dGhMTU+e6CgAAAABwN5cunmhBldaC6fEAAAAAoDVwSzEAAACATqIld54A\nAAAAgA4II3YAAAAAnQQKO2UKCwsLCwutVivDNq1W65UrVxg2SESlpaWFhYUN3s+3NQoLC9lO\nUlhdXV1YWOiO7ldXVzNsUBAEedfL8ziyUl1dXVpayrBBIrpy5UphYaE7us+wQSKqqKgoLCx0\nR/eZfzzlXc+wTSKqqKi4du0a2zbd9O1UXFzMsEG6/u3kju6z/XYymUyFhYXu6L6bvp2Yd9+D\nvp3YHnusrKx007eTxWJh22aDUNgpk5GRkZGRwbZgunbtWmZmJsMGiejcuXMZGRkXL15k22xG\nRobNZmPY4JUrVzIyMtzRfbbFotVqlXc929+aV65cOXfuHMMGiSgzMzMjI8Md3WfYIBFdvHgx\nIyPDHd1nWzFUVlbKu55hm0R08eLF/Px8tm3+8ssvGRkZzLv/66+/MmyQiM6fP5+RkcG8+//9\n73/Z/taUv53c0f3Lly8zbNBms8k/osy7/9tvvzFskIhOnTqVkZHhju4zbJCufzu5o/ttc1Ou\nlhR2BQUFy5YtGzx4sNFo5BrBPCgAAAAANE2t9AWZmZkTJ05kPkQJAAAAAK2keMTu6aefLi0t\n7dev344dO65cuSI1wh1ZAQAAAKAJikfsDhw4QEQff/zxrbfe6oY8AAAAANBCikfs5PPnRo0a\n5YYwAAAAANByikfsIiMj09LS8vLyBg0a5I5AAADQjqzLn3A+9iG6hcj63dcM2x9GNIyIDpDS\nK8x16+MYxgDorBTfeeKLL7544IEH/v73v7/99ttuytS+cnNzT58+3dhau91ORDzPq1TMZooR\nRVEURbVacZHdBIfDIUkS25xEZLfbNRoNwwZFURQEgeM45t1XqVQM+y5JkjxHlFqtZnjRt6fs\nern7bHe9IAiiKLpj1/M8z3AfOXc98+4TEc/zDNuUv51a/yM6eW8So0SMpUyd2cRau93O/OMp\n76YOvuvd9+0kf5OwapCu/4iqVCrm3XfHtxPbnERkt9tb/80cGRkZEhLS9DaKv1Lnz5//3//+\nd8OGDTab7fHHHx8wYIBer29pwo4oKCjIz8+vsbXyKYaDBw/u2rUrq3csLS3NyckZPXo0qwaJ\nKDMzs7S0NCgoKDw8nGGzBw4cGDFiBMM9funSpezsbIPBwLz7Xbt2DQ4OZtWgxWL5+eefiWjk\nyJFsu19WVjZ06FBWDRJRRkaGyWTq06cP8+6PGzeOVYNEdP78+YKCgq5duzLvft++ff39/Vk1\nWF5efvLkSSJi3n1Jkvr168ewzZ9++kkUxYiIiFZ2X6/zZhWJrfKRkU2sPXjw4E033WQ0Glm9\nXWFh4blz5/R6/c0338yqTSI6deqUr69vs7+bXWe1Wo8cOUJEzLt/9erVyMim/s+Vcn47Me/+\n2LFjGRa1OTk5Fy9e9PX1Zd79Pn36BAQEtKYRg8HQ7DYt+Vv5kUce2blz5wcffPDBBx80to3n\nXhir0+l0Ol3T23h5efn6+rJ6R6vVqlKpGDZIRPIoiE6nY9ssEfn4+DD87igrKyMid3TfYDAw\nbNP55yDz7ldWVrLtu/znoDu6zzan/ClTq9XMu8/24ymPMZAbui+KIvOPJ7H+dupQmu2Xj4+P\ntzezqlSeS5b5t5NGo9Hr9QzbNJvN8gPm3Wf+8ZQHwNzRfV9fX4aFnZu+nXieNxqNbfDxVFzY\nHTt2bOLEiZWVle5IAwAAHkRtU/N2NW/jVQ6et6l5B8/bed6uVtl5TrxhS96u5iQiIkklCerf\nb80naAT5Kj5B7ZBUJKodEkeCxkEcCVqHxEmCVhDUgqS6sTkAaITiwu7555+vrKzs16/f//3f\n/0VHR3fr1s0dsQAAoP1JpLFotdU6rUmnsWjUFq3WrFVbNBqLRmPWqq0aTmy7+wyN2U5GPek1\nZNCRt4GMejLoyKgjHyMZdFSQN7BQ1Pr7kZeeDNqabbz0ZNCRXks+zMbZATo6xYXdoUOHiOij\njz6aMGGCG/IAAEBbs9rpUgkVXqXCUgo5HqY16bQmnbZapzFr27J0a5bJQiYLUcNHjAaknm3q\ntVoN6TXkbSStmgw68tKTmidvA6k48jYQx5G3gVQq8jaQmieDjqorvC5d6tnVh+/6G+m15KUn\nnZYMOvIxEO6aCR2Z4sJOvvoG89gBAHgck4WKSunSVSoqpcKrVHiVLl2lS1eptOL3bYIo1F1v\nz5FEEie1T1lks5PNThUm11/RjagbEb2fUneFXktGHRmuDxYadeRlIG89+RjJS09eBvLSk7eh\n5p+PkXyMNRUkQBtQXNgNGTLk559/zs/Pxzx2AAAdUHkVXa2gK+V0tYJKrtHlMiq6SoWldLlU\nUVnTMFEt2A12u87m0NttRptDZxc0gqBxiBpBfiBoBEEjiLxIRKJGkLhGL6TjRE7lqJlOQiWo\nVKJK5VBxgkrlUKlElUpQcYKKd/Aqh0ol8Lyd/2dQqMVGlWay2shkpars/CpJbxJ1FtKZpGau\neGPLYiOLrbGBw0YZ9eRjIJ6GdvHiAv3Jx0DeRupiJB9jzWOf61WgvATjgtAyigu7pUuX/vzz\nz3FxcfHx8e4IBAAAddjsVGWhajNVmanSTFVmqjJRpZkqTVRhqnl8IT+6wqI37dbbheYbbJqg\nddiMNpuXxWa02QxWm5fVZrTaDXa7wSaqW936dZJKErSOmnd0Yft/Tr5hKJFLyav9lLepeYdK\n5eBVDl5tU6scvMqh4h3ylRwqlajibbxK4DmR421qlaBSCSreriaReLuaI+JtLOdTbFDNcWQy\nXCqj0xeb375mtK9OzScPBBqpy/WiUMtzNkGt5R3uzg+eQvGP8l//+tdjx47FxcXZbLZly5Z1\nvnnsAADaRpWZSiuovJquVVGFia5VU0U1Xav+/UGliaotVG0mm0u/tRVPrunrRT0DKDiAegZQ\ncLeax4NOpQsaZtVbmxG0DkHb2kZ4O08Sp7ap5dFE3lFTCHIipxJ43sbLI4g1V/4KKpWd569f\nDqyy8yqB5YTwVWaqMlNh8xvqie5Qk/DmLpMPV9yFq+6iMvlwJl+u2ocz+XI1j7tw1X6qKl+u\n2sjV3PIDd/LorBQXds6pYjZt2rRp06bGNvPceewAAFpJFKm8qubf1Qoqkx9XUnkVlVZSeRWV\nlA+sNPNCm8zgoVJRoC/1DKCeARTkTz26UpA/BQdQkD8ZG/qrXPjN86o6VuSK1jmOqBQncrxd\nfWF0VEU1maxUfX14tezr3dWSvkoyVEmGSslQRcZK0VApGaokg6j8ju0NchBfJvmUST5EzYx/\nasnRRVXty1X7bSA/b/LvQr5e5OdNft7U1Ye6+pCfN/l5MQkF7cPtg89NuHjxYnp6enp6+m+/\n/SZJ0s6dO1151ezZs+svrPNaeZs6Cz/9/+ydeVwTZ/74P5MTQghXQARBwYPL+0BFXFG0WqtV\n2/11V9tutdrare3awx5ipaDt2nps7+vbur2ttauVVq2orVQFFUWtByIg932FcITc8/tjbJoi\nhgCTzDzx8371VZPJM5P35PNk8uGZ5/jii//9738URS1dunTRokV9EEcQ5DZFq4cWDbRqoKUd\nWjWgbofmtt/ztjZQt93Y0tzW7ZFYu/YKBODpDgoPoA3NHlJdeIgiJNBd6QXMf/5e4KsAIZsN\nScgtoQW0UWoIVkLwn+cBoyhmTlozQDtAu/VLTOOfUC8U6kVCg0hk/VgvEhqEQr1IqBcJ9UKR\nQSQ0iKDPbSZ6EDWYvRrAC2wOInaThHi69eufAd6e4C0HpeLGAz8F+HqCjyf4egKrK1YirNHj\niwuLTXGPP/44W4eyjdlsfu+99w4fPiwUCp988skZM2Y4530R5GasV1jvD9AfQLf7KxaPP5n5\n5/ghGyust9LuNHTumC1Nec3yWKMF68akjg5KpZFVNnRxKLMZ2jo6b9TqwfB7k0dbB5jpLh5X\nV/vU14cqVIqKW4uKBJ2blCQicPvz7TY3CYitLmMVTZ7iSlHj70ruUtAboMuGsdYOABq0BtAb\nwEzfOAutDjr0oNFCa8eNx82tXrUN8Qaj8J1foVVj5y3RPiESgpcHeHmAwuPGTGwe7jd6VjFD\nL+W/d7pSeICn+x8f0YEDWWazOTY2NiCg+0WHEJ7AjDUBu6fZu5HqMWmfJeHT/f7UIBIxj3Vi\nUd96DWr1Aq3erb7llgUoCnzk4O0JPnLw976R6im9wMcT/BTg5wU+8j99NxGnweWnHhISEh8f\nHx8fv2rVqp7ua2fzHgDo9fotW7acPn1aKpW+8MIL48eP7+l7IQiLuN35N9sFKJpiOusIzAKh\nTkSZqRvdd8yUwChiBgwK9UKKpoR6IWUWCEwCgVFImSlmUCEAMF3CKVogNN74g5oyCbrv/fO0\njdfcAWa89XMPTtMOmLQW4AS7h2Vz0WEAABAD3HLx6B4hFNy44eUtByHd4uluDA/1tWxhkjkv\nj65vjyIIw41EEGz84fY7NIgMNzI8kV4k0oqFeibtE4u0YpFONEbsxTQwG3r15wpNQ1MrNNkc\nGuzlAX4K8FXcyPxaGkPE0KJ3czdLbzT74chfR8BlYvfee+85+i00Gs3GjRuvXLkil8uTk5Nx\nihbE0bRqoEMPOj20dUCHDrQG0GihXQs6PXToob0DBhSF3Ri7ZxLc6J1tooR6ETO/g8Ag5GqW\nL6QvuEvBWw4+TIom/6PHkq/nH4+9rPot5eZWmM3m4cN9uVNGXB0KjBKjUWK8VQ54LWEK86Bd\nC40tf3QnYDqGVtS01auMtMi7qQVUraAz9EaBGQlU9McAkHAA+P78jSci4Y1GPr/few74KSDA\nG/y8wN8b/G7dhcD6vocAYBaA/vih3vjdgnBGFEC35+se7ciT8Siu3E6qUqlSUlKKi4uVSmVq\nampISAjXRggxmMzQ1gGtmhv/NaqFF8pDdEZR5WGxzgRtGmjrAI0ONDro0EGrBjp00KEDjR1/\nRfeDIMfrI31FLAJ3CXjKQCw0GvWtUpFx8EB/TxkoPMBTBl4e4MnMN+EB3h7gLQeJuPtjWv8a\nDWa2sOqcyPxj8y78zfDkpwjhEA838HCD0IA/bSwtbaypqZk4cSLztEMHqtYbI4FUrdCgBlXr\n7w/aoLkVVG3Q045aRhPUNUNdc9evUhT4eoKfAgJ8wE8B/XxA6QX+3hDgAwpa4UO1Un3vb+ii\n9H5UrG0cPSp29erV5eXlXl5e48ePX7JkiY9PF+P8m8PscAAAIABJREFUX3jhhZqamgEDBqSm\npvr7+3d5HJVKlZOTY73F398/ICCgy8IWmpqamBU4WEGtVhuNxupqO0a1241OpwOA9vZ2dg8L\nAHV1dVIpa3OBqtVqAHDE6be0tHQ6ZoeOatMK2joErR1Uu1bQrhW0aam2DkGb9venHVS7TtDe\nQWl0gg59p3ouBRgFAHCZRc2+QgvMZpHZJDJZ5gMzC83MxLCWp9ZLpxs7jfUTgPWsFuv8/9R6\n9Gp9k/VT5l1syDBrt//h9rtJl/uapN18fQQGYaeVrJhb0gDwbUh/ZovOAHojJT+wt9O+bWb3\nLhs95dBhffWigPakOgDAjdKLaKOQMntQWgCQUx3uoBNTJgAAIwBjagAovKUt3VWK1vTU2k5b\n+Nk6x/olwnGQouoanmq1WqfTWZehAJTuoHQH6Orn1GyG5nZBi0bY2CpQtwua2wSqNqG6XdDU\nJlC1CVvaBc3tPRtqQdPQ2AKNLZDfxZx/r9AC2uBm0Mt0Bne9QabTu+sN7vrfn+otFx8nU2Xz\nIzUajSqVqo/ZkZeXl0zWTZdMqqfv4YjErstBrLYLW+Pn57dt2zZfX9+by4jF4o8++kipVMIt\nyMnJWblypfWWefPmYT88UjDTVIdB0qEXd+jFEReutNKyFlrWSsvUtIx53GL2aAX3VlrWapaZ\nWJpWoO+YRSazgDaJjWaRmRaajRIjTdFmsckkMtFC2iRittMmsdEsMJtFZrPIZBaaTWITLbRk\ncmbWZxr7sU1l/XS+vMeTojmHTp6zWL0FwyKHp97RaQs/P9JOnyfw1ROIraLAV9WbPR2KyUy1\n66VtWmmbzq1dL23pkLbrpS0dbu16aWuHtE3vZmRvFkCjm0HPJHwyvcFdp/fQ6911epneINM5\nNOdzwkc6atSobm8/sjMq1mg05ufnv/LKK998801ycnJqampPD2s/sbGxixYtGjp0qEajOX/+\n/H//+9/GxsYdO3Y88cQTnUoqlcqGhoa33357/fr1YnHXd0qEQqFCobDeIpFIblUYAAwGA7OX\ngL1x3jRNm0wmkYjN2+JGo5GmaXY9AcBgMIhEIjuTe3swm80mk4miqE6nbzQJNAZJu06s0Uva\ntWLmcYde0mEQa3RijV6s0Us0erHWYL3XFLasutcWms0ik0lkMkmNZqHZJDKZmcWURGaz2GQW\nmU1iI1PmFWgTi0xigUkqNkpEJrHQvMCDp33jbVR7XtHJs9vBKFxxUNf9lCd8gJS4AzmqruFp\nNpvNZjOLP0xiAKFAq3DTCgStQqHw5gIdBnGrVtraIW3VSlu10hbm/x3SVq1bi1bao7RPpBWL\ntGJQdTEdn1Fq0Mt0epmeWU+lw6e9JfAWN4N7ju2P1Gg0CgSCPv4o27N7j1vsbHPHHXccPnw4\nPT39jjs6/7Vqgx612HXi3LlzKSkpvr6+n332WacDfvDBB0lJSSqVKjY2du3atV3WpJ6yb98+\nAJg4ceKt7u32grq6utzc3ISEBLYOCADZ2dl1dXXh4eHR0dEsHnbfvn0zZszoth3YNlr97301\nWqGgpKGgqF5Pyz19Qpiuu00toGqDDnY7H9mEpmiTxGiSGI0Sk0lsNEmMJuaB+PctYtONdTAl\nRpPY2O1NyT8dPKFzukllZLJ9BuzQSRU9+wgpoSfFEzD0bHOzpzWlpaXWfexY4ddff21tbY2O\njg4PD+/pvur2GwsfN6ph5bkysVYs0UjFHRKxRiLWSXrd3U4V2lA05Vovd74J2x/pr7/+GhER\nERgYyNbb3QqWB0+sX7/+8OHDb731Vo8Su77ADHRlump1Ijg4eOPGjWvXrs3Ozt62bduaNWvY\nbb5CukSjhXo1qFqhqQUa1NDUCo0t0Ki+MdKqqbVT0qYEuOWN8l5DU7RJajSKjSap0SgxmsRG\no9TIpGVGiWXj74kagasnIQiC3FYwkwENDgIAuFtfbv0SZabEWolEIxVrJOIOiaRdKumQiDUS\niUYq1ko69dbthF7mxFYEZ8FyYjd8+HAAOH36NLuHtUFubi4AdDl4AgBCQ0M3bty4bt26EydO\nSCSS1atXs3gb8fbEZIa6ZmhovtGttb4ZVK1Q1wxNrdCghkZ1L0fF24OAAi85KGTgJf9jBldv\njxsb/1p4xSg1GiUGk9RoYm+dcgRBEITP0AJaL9N1naLRYMn5JEzOp5GKNVJpu1SkFVM0pZfp\nne7rcFhO7Jixoq2tNqcs7AMvvfTSnXfeGR0drVAoVCrV2bNnv/zySwCYPHnyrXYJDw9PSUlZ\nv379L7/8IpFInLbcBbmYzTcyNqbdu6kValXQ1AJ1zVBVN2vDPqnZASOeZW7gp7gxDZj377OZ\n35gPzOPGAy+byxe2tLHWTwJBEARxBSgwuOsN7nrwu+kVmhJ3SMyu2ArAcmJ36NAhAAgKsmum\nrk7jWy1PrTvbdep+d/HixYsXL3Y6zsCBAxcvXmzjjSIiIpKTk1NSUg4ePCiVSpcvX26Pnmuj\n0UKNChqaoa4Z6lRQr4ZaFTSoob4ZGlvAfMthQ72Z6EQqvrHIjM/vKwz6KW6kbrr2qqqy3ABf\nycwZf+nD2SAIgiBID6Ap2iXvwwKLiV1NTc2hQ4eeeeYZAJg/fz5bh+3E5s2b09PTL1261NjY\nKBaLBwwYEBcXd/fdd0skEts7Dh8+fN26da+88kpaWppEInnwwQcdZMgrWjuEBRVQ0wT1zVDX\nDDVNUNcM9c1QqwKNlrV3EYHJh2pTCtW+VIsv1aoUqH2oNl9Biy/V6iNoVVJqGaUDM0AzwK3b\n1HTp/+vRm+KsqgiCIAhyM+xPUDx48OD169fbcyh7hsF2KhMZGWnPsmBdHnnMmDG7d++2R4ws\n2rVQ2wQ1TVCrgrpmqG6EOhWUVo9sbBUbzSwMBAYAs9DMtGYb3PUGN4NBxjy48dQo7dSrzhPA\n88YyoA4DZxxHEARBkJthrcXO3d09PDx8wYIFzz33nLc3O2tmI/bw9LtwruDmzT2bLE0kBF8F\nBPqAnxcEeIPSCwJ8wN8LphWcN7jpTRLWltlAEARBEMRxsDNBMdJTrFeN9AKYDKD7aU/vDqXU\n/APArqUy3Ch9P4FKKVD7Q3M/QbOfoKWfQOVHqQMEzT6CVgFNQxNIX/jTLU5traZ3VgiCIAhZ\nWP8wBQIEAuj2fM3i8Scx//RwOWPAvjc9hOXBE4jzCaD+1HPNndIHUk3+gmZ/QXOgQKWk1P7C\n5n4ClZJSKyjM0hAEQZCu4e06Ltie1CMwseMGFr8/Ho2eMtV1vbte76HVyzrdNlUAKAC6WVfO\nGvz+IAiCIAi5YGJHPO1+re1+jpo4EEEQBEEQgrArsevFag3YFQ9BEARBEMTJ4NqpCIIgCIIg\nLoJdiR1tBwaD4f333w8ICIBetfAhCIIgCIIgfYSdPnY//vjj888/n5eXBwB/+ctftm3bxsph\nOaGpqam2ttZ2mbKysoaGBuf4OJmrV69yrWAX6Mk6pKiiJ7uQ4gnkqKIn65CiattTp9NVVFSo\nVKq+vEVQUJCXl5ftMn1N7M6dO7dmzZqjR48CQERExGuvvbZw4cI+HpNbzGazwWCwXcZoNHZb\nhlBIOS/0ZB1SVNGTXUjxBHJU0ZN1SFG17UnTdN+TB/Otl3K30PvErry8PCkp6euvv6Zp2t/f\nPzk5+bHHHhOJiB9mq1QqlUrlrV4tKysDgPDwcH9//z69TUZmn3Z3GCNHjvzTc1I8gaeqpHgC\nuaEnxRN4qkqKJ2Do2YYUTyA69FaoVKpBgwYFBgY6WqM3eVhLS8umTZvefPNNrVbr5ua2evXq\npKQkhULBuhyCIAiCIAhiPz1L7IxG40cffZSamlpfX09R1JIlSzZt2hQaGuogOQRBEARBEMR+\nepDYpaWlvfDCC9euXQOAadOmbdu2bdy4cQ4TQxAEQRAEQXqGXYnd2bNn16xZ8+uvvwJARETE\n66+/vmDBAgeLIQiCIAiCID3DrsQuNjbWxUZIIAiCIAiCuB72TlAMAPX19U8++aRYLKbswMHa\nCIIgCIIgSGdwSTEEQRAEQRAXwa6bqkyLHYIgCIIgCMJnyOstV1FRcerUqVOnThUUFNA0/cMP\nP9xc5u677waATi998cUX//vf/yiKWrp06aJFi5ykiyAIgiAI4izIS+wef/zxnu5iNpvfe++9\nw4cPC4XCJ598csaMGY4QQxAEQRAE4RbyEruQkJD4+Pj4+PhVq1bZU16v12/ZsuX06dNSqfSF\nF14YP368ow0RBEEQBEE4gbzE7r333rO/sEaj2bhx45UrV+RyeXJycmRkpOPEEARBEARBuIW8\nxM5+VCpVSkpKcXGxUqlMTU0NCQnh2ghBEARBEMSBuHJi98ILL9TU1AwYMCA1NdXf359rHQRB\nEARBEMdCkTuVSZdDX61fAgCxWPzRRx8plcpbHeTy5cvr1q2z3jJt2rTRo0ffqrxGowEAqVQq\nFAp7p82QKJD2ZXfH8bNZZ/2UFE/gqyopnkBs6EnxBL6qkuIJGHq2IcUTSA69NVqtViwW9zF5\niIqK6t+/v+0yrtxip1QqGxoa3n777fXr14vF4i7L6HS6yspK6y0tLS1M9mYDnc5W8OxCztN6\n2fncSfEEnqqS4gnkhp4UT+CpKimegKFnG1I8gejQ/5m+Jw9Go7HbMq6c2G3cuDEpKenChQuv\nv/762rVru0yTQ0NDk5KSrLcEBQUFBQXd6pgXL14EgLCwME9Pzz7JFZX3aXeHMXLkyD89J8UT\neKpKiieQG3pSPIGnqqR4AoaebUjxBKJDb0V+fn5gYKBCoejLW/j6+nZbxpUTu+Dg4I0bN65d\nuzY7O3vbtm1r1qwRCDovoebv73/PPffYf0wmsQsICOhrpz2+1svQ0NA/PSfFE3iqSoonkBt6\nUjyBp6qkeAKGnm1I8QSiQ28FM5QzMDDQ0RouvlZsaGjoxo0bPTw8Tpw48fbbb5PboRBBEARB\nEKRbXDyxA4Dw8PCUlBQ3N7dffvnlgw8+4FoHQRAEQRDEUZB3K9Yy4rXT0y6HxzJEREQkJyen\npKQcPHhQKpUuX77csYoIgiAIgiBc4PotdgzDhw9ft26dWCxOS0v78ssvudZBEARBEARhH/Ja\n7Gy0zNkuM2bMmN27dzvACEEQBEEQhBfcLi12CIIgCIIgLg8mdgiCIAiCIC4CJnYIgiAIgiAu\nAiZ2CIIgCIIgLgImdgiCIAiCIC4CJnYIgiAIgiAuAiZ2CIIgCIIgLgImdgiCIAiCIC4CeRMU\nOxqj0ajX622X0el0Go3GOT5OhpTzQk/WIUUVPdmFFE8gRxU9WYcUVdueZrO578mDRCIRibrJ\n3CiapvvyHq5HcXHxlStXHP0u8+U+jn6L3vFjm8r6KSmewFdVUjyB2NCT4gl8VSXFEzD0bEOK\nJ5AcetYZNWpUSEiI7TKY2PWMffv2AcDEiRP9/f37chwqI5MlI5ahE6ZYPyXFE/iqSoonEBt6\nUjyBr6qkeAKGnm1I8QSSQ2/Nr7/+GhERERgY6GgN7GOHIAiCIAjiImBihyAIgiAI4iJgYocg\nCIIgCOIiYGKHIAiCIAjiImBihyAIgiAI4iJgYocgCIIgCOIiYGKHIAiCIAjiImBihyAIgiAI\n4iJgYocgCIIgCOIi8Gut2LvvvvvmjT/88EOnLSdPnkxLSysuLqZpOjw8fOHChZMmTepFGQRB\nEARBEFeCX4mdPaSlpW3fvt3yNDc3Nzc3d8WKFdZJoT1lEARBEARBXAw+JnY3N9FZqKmp+fzz\nzwHggQcemDt3LgAcOHDgq6+++uyzzyZOnNivXz87yyAIgiAIgrgehPWxO3LkiNFoTEhIuO++\n++RyuVwuv++++xISEoxG45EjR+wvgyAIgiAI4noQlthdvHgRAKZPn269kXl66dIl+8sgCIIg\nCIK4Hny8Fbt69ery8nIvL6/x48cvWbLEx8fH8lJVVRUAhIWFWZcfNGgQAFRWVtpfxkJNTU16\nerr1lpCQkIEDB9o2rKqqamlpsf+MCOL69etcK9gFerIOKaroyS6keAI5qujJOqSo2vbU6/U1\nNTXt7e19eYuAgABPT0/bZfiY2BUXFwNAY2Njenr62bNnt23b5uvry7zEfCKdzkqhUFhesrOM\nhcrKynfeecd6y7x588aPH2/bsLy8vGendDNyn+7LcMHVq1f/9JwUT+CpKimeQG7oSfEEnqqS\n4gkYerYhxROIDv2fqaio6ONbSCQSwhK72NjYRYsWDR06VKPRnD9//r///W9jY+OOHTueeOKJ\nbvelKKoXZWQyWVRUlPUWf39/Ly+vWx1BrVYDgIeHh0jUt4/O1Ke9HUfncyfFE3iqSoonkBt6\nUjyBp6qkeAKGnm1I8QSiQ29Fa2urm5ubWCzuy1tIJJJuy/ArsXvppZeYBxKJZPr06V5eXikp\nKWfPnrUU8PDwaGlpaW1t9fb2tmxk7orKZDL7y1iIior68ssv7Tfct28fAAwfPtzf379Hp9aZ\njMw+7e4wpk6d+qfnpHgCT1VJ8QRyQ0+KJ/BUlRRPwNCzDSmeQHTorfj1118jIiICAwMdrcHr\nwRORkZHweyMZQ1BQEPx+r9ZCSUkJAAQHB9tfBkEQBEEQxPXgdWKXm5sLANaDJ0aOHAkAR48e\ntS7GPB0xYoT9ZRAEQRAEQVwPHiV2L730UmZmpkqlMplMDQ0NBw8efOONNwBg8uTJljIzZ84U\niUQZGRm7du1qa2tra2vbtWtXRkaGSCRKTEy0vwyCIAiCIIjrwaM+dhcvXmSmoLNm4MCBixcv\ntjwNDAx86KGHtm/f/tVXX3311VeW7Q899JDlvrU9ZRAEQRAEQVwPHiV2mzdvTk9Pv3TpUmNj\no1gsHjBgQFxc3N13391pDMiCBQsCAgL27t3L9KILCwtbuHChdauenWUQBEEQBEFcDB4ldpGR\nkcxoiW6ZPHlyt1maPWUQBEEQBEFcCR71sUMQBEEQBEH6AiZ2CIIgCIIgLgImdgiCIAiCIC4C\nJnYIgiAIgiAuAiZ2CIIgCIIgLgImdgiCIAiCIC4CJnYIgiAIgiAuAiZ2CIIgCIIgLgJF0zTX\nDvyipqampKTkVq82NDQAgEKh6LQeRk+ZrDX1ZXfHcdJNaP2UFE/gqyopnkBs6EnxBL6qkuIJ\nGHq2IcUTSA69NSqVSiaTSaXSvrzF4MGD/f39bZfh0coTPMHDwyMoKOhWrzKJnZ+fn6enZ5/e\npqi8T7s7jM7nToon8FSVFE8gN/SkeAJPVUnxBAw925DiCUSH3oq2tjZfX18vL6++vIVMJuu2\nDCZ2nfH09LSRtF28eBEAAgICuk2Zu4Gv9TI0NPRPz0nxBJ6qkuIJ5IaeFE/gqSopnoChZxtS\nPIHo0FtRXFzs7+8fGBjoaA3sY4cgCIIgCOIiYGKHIAiCIAjiImBihyAIgiAI4iJgYocgCIIg\nCOIiYGKHIAiCIAjiImBihyAIgiAI4iJgYocgCIIgCOIiYGKHIAiCIAjiIrjsBMUnT55MS0sr\nLi6maTo8PHzhwoWTJk3iWgpBEARBEMSBuGZil5aWtn37dsvT3Nzc3NzcFStW3H333RxaIQiC\nIAiCOBQXvBVbU1Pz+eefA8ADDzywY8eOHTt2PPDAAwDw2Wef1dbWcm2HIAiCIAjiKFwwsTty\n5IjRaExISLjvvvvkcrlcLr/vvvsSEhKMRuORI0e4tkMQBEEQBHEULpjYXbx4EQCmT59uvZF5\neunSJW6cEARBEARBHI8L9rGrqqoCgLCwMOuNgwYNAoDKyspOhU0mU3t7u/UWkUgkFottv4XR\naDQYDH1X5SGknBd6sg4pqujJLqR4Ajmq6Mk6pKja9qRp2mQy9fFchEKhQNBNk5wLJnZMoubp\n6Wm9UaFQWF6y5sKFCytXrrTeMm/evPHjx9t+i5ycnL5ayn36egTHkJ6e/qfnpHgCT1VJ8QRy\nQ0+KJ/BUlRRPwNCzDSmeQHTo/8z58+f7+BajRo0KCQmxXcYFEzsbUBTFtcINfmxTca1gF6R4\nAjmq6MkupHgCOaroyTqkqKKna+CCiZ2Hh0dLS0tra6u3t7dlY0tLCwDIZLJOhaOior788kvr\nLXK5nGne65Ljx48DwPDhw318WPuLoampqbi4eNy4cWwdEACuXLnS1NQUHBwcHh7O4mGPHz8+\nYcIENzc3tg5YVVV1/fp1mUzG+un7+PgEBQWxdUCtVnvmzBkAYP30VSpVTEwMWwcEgJycHI1G\nM3jwYNZPf+rUqWwdEACKiooqKyt9fX1ZP/2wsDBfX1+2Dtjc3Mz0zWX99GmaHjx4MIvHzMzM\nNJvNMTEx7J5+QUHBhAkT2DogAOTm5jY2NgYFBbF7+idOnBg7duzNF/leU11dXVhY6Obmxvrp\ne3l5BQcHs3VAnU6XnZ0NAOPGjWP39BsbG4cPH87WAeH3q1N4eDjrpx8fH89iw01xcXFFRYWP\njw+7p3/u3LmBAwf6+fn15SDu7u7dlnHBxC4oKKilpaW4uHjMmDGWjSUlJQBwc2WSyWRRUVE9\nfQsPDw8vL6++af6BTqcTCAQsHhAARCIRAEilUnYPCwCenp4sXjtUKhUAOOL03d3dWTympdsl\n66ff2trK7rkz3S8ccfrsekqlUgAQiUSsnz67X09LhxjWT99sNrP+9QS2r04Gg4H1rydTnSQS\niSOuTnK5nK2jNTc3gwOuTmKx2M3NjcVjdnR0MA9YP33Wv55CoRAAHHH6Xl5eLCZ2jrs6yWQy\nR3zrO7+Ro9/A+YwcORIAjh49ar2ReTpixAhunBAEQRAEQRyPCyZ2M2fOFIlEGRkZu3btamtr\na2tr27VrV0ZGhkgkSkxM5NoOQRAEQRDEUbjgrdjAwMCHHnpo+/btX3311VdffWXZ/tBDDwUG\nBnIohiAIgiAI4lBcMLEDgAULFgQEBOzdu7e4uBgAwsLCFi5cOHny5L4f+ZtvvqFpOiQkxN/f\nv+9HY/D19WV36AAA/PLLLxcvXpw9e3Z0dDSLh506dSqLQwcAIC8vb8eOHYGBgQkJCSweNiYm\nhullyBYtLS07duwAgPHjx7PYx65///4sViSGH374oaam5oEHHmDmbmQFNzc3docOAMDZs2cP\nHjw4YsSI2NhYFg87btw4ezoX209VVRUT+nnz5rF42PDwcJqmWTwgAOzcudNoNAYFBQUEBLB1\nTG9vb3aHDgDA0aNHz58/n5iYyG7P9Pj4eBa/mwBw7dq1HTt2+Pv7z5gxg8XDRkdHM13N2KK9\nvZ2pomPGjGGxj13//v2VSiVbR2PYv39/RUXF4sWLWRzVJ5VKp06dyu6UFzk5OQcOHIiOjp44\ncSKLhx07diy7P6C3wjUTOwCYPHkyK5lcJ/Lz82ma1mq1LB5TJBJ1mnWv79TU1OTn53c7IV9P\nYb3XZ0tLS35+vk6nY/ewHh4e7B7QZDLl5+czD1g8rFQqZXrpskhZWVlJSUlbWxuLx2S9/zgA\nNDY25ufns57Xsv5V0mq1TOjZxRHX94KCAoPBYOlKzwqOuzpZD25jBdaraFtbW35+vkajYfew\n7GafYHV1MhqNLB5WIpFIJBIWDwgAZWVlhYWFra2tLB7TEVcnlUqVn5/P4twXDKx/lW6FC/ax\nQxAEQRAEuT3BxA5BEARBEMRFwMQOQRAEQRDERcDEDkEQBEEQxEWgWB+ZhSAIgiAIgnACttgh\nCIIgCIK4CJjYIQiCIAiCuAiY2CEIgiAIgrgImNghCIIgCIK4CJjYIQiCIAiCuAiY2CEIgiAI\ngrgILrtWLOu0tbUdPXq0vLzc29s7Li6OxRXW2QU92YUUTyBHFT1ZhxRV9GQXUjyBHFVSPG2D\n89jZxblz57Zu3WpZWJ2iqGnTpj322GOsL+fcR9CTXUjxBHJU0ZN1SFFFT3YhxRPIUSXFs1uE\nKSkpXDvwnUuXLqWmpup0urFjx65YsSI+Pr6ysvL8+fNZWVkTJkyQy+VcC94APdmFFE8gRxU9\nWYcUVfRkF1I8gRxVUjztAVvsusFkMq1cubKurm727NmPP/44RVEA0Nra+vjjj6vVal9f382b\nNwcEBHCtiZ63qSeQo4qerEOKKnrenp5AjiopnnaCgye6ITc3t66uTqFQPProo0ywAcDT0zMy\nMtLd3b2pqWnDhg0Gg4FbSUBPtiHFE8hRRU/WIUUVPdmFFE8gR5UUTzvBxK4b6uvrASAsLEws\nFls20jRdWlo6Z84cpVJZVla2e/du7gRvgJ7sQoonkKOKnqxDiip6sgspnkCOKimedoKJXTcE\nBgYCQHFxsaVDJQDs2rWrpqbGz89v+fLlALB//36TycSZIgCgJ9uQ4gnkqKIn65Ciip7sQoon\nkKNKiqed4HQn3RAVFRUWFlZcXJyamvrQQw9JJJKDBw8eOXJEKBROmDAhMDDQy8tLrVaXlZWF\nhYWhJ3qiKnqiKnqiJ1mqpHjaCSZ23UBR1PPPP5+UlHTt2rWkpCTLxscee6x///4A0L9/f7Va\n3dLSwqkmerIMKZ5Ajip6sg4pqujJLqR4AjmqpHjaCd6K7Z7g4OD//Oc/CQkJbm5uQqEwJibm\n1VdfnT17NgCYTKbq6moA8Pb25loTPVmGFE8gRxU9WYcUVfRkF1I8gRxVUjztAVvs/iAzM7Ol\npeXOO++8+SU/P79nnnkGAGiatgyZAYC9e/eq1erAwMDQ0FD0vJlbqaInu55Ajip6susJPFMl\nxRPIDz0pnkCOKt88ew0mdje4fPny1q1bzWYzAHRZNRkswTaZTDt37ty1axcAPPzww9aVAD0Z\n7FFFT3Y9gRxV9GTXE3igSoonuFboSfEEclT54NkXMLG7wWeffcYMePnwww/BZtUEgFOnTr37\n7rstLS1CoXDZsmWTJk1ykiU5ntATVfS0Bww967ieJ+DVyT5cL/SkeAI5qtx69gVcUgwA4PTp\n03v37h02bNjChQvPnTuXk5Pj7e09dOjQW5UPCgqqqakZMmTIqlWrnBlsUjx7qoqe7HoSpIqe\n7HpyqEqKZ09V0ZNdT4JUOfTsI9hiBwBw9eoDLL60AAAgAElEQVRVAFi8ePG4ceMAYPv27bZz\neYFAsGrVKmcaMpDiCT1URc9uwdCzjkt6Al6d7MAlQ0+KJ5CjyqFnH8EWOwCAkSNHurm5JSYm\nAkBkZKRMJrPnzw7nQ4onkKOKnqxDiip6sgspnkCOKnqyDkGqfQETOwAAiqKioqIsT28V79zc\nXKVSyWH3SVI8gRxV9GQdUlTRk11I8QRyVNGTdQhS7Qu3aWLX1tb2888/Z2VlVVZW+vj4eHh4\ndCpwc7wzMjJeffXV6urqSZMmOS3eLuPJE1VSPO1RJcWTJ6qkeNqjip7sevJElRRPe1RJ8eSP\nKrvcjoldTk7O2rVrs7Kyrl69mpOTs3//fpVKNWLECJHoTz0OreNdV1e3c+dOs9k8efLkESNG\noGcvPDlXJcXTflVSPDlXJcXTflX0ZNeTc1VSPO1XJcWTD6qsc9sldvn5+SkpKVqtNjo6OiEh\nQaFQVFZWFhQUZGVlxcbGdsroLfEuLi6maXrx4sWLFy9Gz157cqhKimdPVUnx5FCVFM+eqqIn\nu54cqpLi2VNVUjy5VXUEt92o2E8//dRgMMyZM+ef//wn08paWlq6devW0tLS5557bvPmzf36\n9bMu7+XlRVGU8yPtqp5cqZLi2QtVUjy5UiXFsxeq6MmuJ1eqpHj2QpUUTw5VHcHttVasXq/P\nzc0FgAcffNBy73zgwIGbN28ePny4SqV6+eWXNRqNpXxGRsabb77p/Ei7qidXqqR49kKVFE+u\nVEnx7IUqerLryZUqKZ69UCXFk0NVB3F7JXY0TTNrwEmlUuvt7u7u69evDwsLq6qq+vjjjy3b\nz58/bzabnR9pV/XkSpUUz16okuLJlSopnr1QRU92PblSJcWzF6qkeHKo6iBurz52IpEoKyur\nubk5NDR04MCB1i+JxeKRI0emp6cXFRXFx8d7eXkBwMSJE8PCwmyvjoKe9ntypUqKZy9USfHk\nSpUUz16ooie7nlypkuLZC1VSPDlUdRC3V2IHAEKh8MyZM/n5+YmJiRKJxPolhUJRU1NTVFTk\n4+MzfPhwAKAoKiQkBD3Z8gTuVEnxBAz97eoJLhp6UjwBq6gdYOiJwMVvxRYVFWVnZ9fU1Fi2\nzJo1KyIioqGhYdOmTXq9vlP5wYMHA4B1eedAiifcpIqefQRDzzqEegJfVUnxBGJDT4onkKPK\nW0/n4LItdvn5+ampqTt37jx27Ni+fftaWlrGjRtHURRFUWPGjDlx4kRpaWleXt6kSZPEYrFl\nrwMHDhQXF48bN27UqFHoaY+qQCBATxY9MfS3rScPQ0+K561USQk9KZ4YelJwzcQuOzs7NTW1\nqalJKBQqFAqtVltQUODu7s6sJeLh4TF27NiTJ0+WlpaeOHGiX79+QUFBNE3v379/9+7dFEWt\nWrXKcusdPbtVRU92PQFDf7t6Ap9CT4qnbVX0ZNcTMPQkQNE0zbUDy1RWVj711FM6nS4xMfHh\nhx/29PTMzs7etGmTQqH47LPPLIOf6+rqXnvttcLCQgCQyWQAwIx/Xr58+YIFC9Czp6roya4n\nQaroya4nH1RJ8bRTFT3Z9SRIlQ+ezscFW+y2bdtWUVExc+bM1atXM6Odg4ODy8vLr127NnXq\nVEuG7uHhMXPmTLlcXlFRoVarDQaDUqlctWrVHXfcgZ69UEVPdj0JUkVPdj35oEqKp52q6Mmu\nJ0GqfPDkANq1uHbt2vz58x9++OGOjg7r7Xv27Jk/f/6xY8e63Ku2tra6utpsNjvFkabJ8aR7\npYqeNsDQs44Le9J4dbKJC4eeFE+aHFVOPDnB1ZYUc3NzUygUixcvdnNzs97OtMG2t7d3uVdA\nQIAz5KwgxRN6pYqeNsDQs44LewJenWziwqEnxRPIUeXEkxNcbbqT0NDQTZs2JSQkdNpuNpsB\nwGAwWLb89ttv1k+dDCmeQI4qerIOKaroyS6keAI5qujJOgSpOh9XS+wAICQkRCTq3BKp1WoB\nwGg0Mk8zMjJefvnlV199lakEnECKJ5Cjip6sQ4oqerILKZ5Ajip6sg5Bqk7GBRO7LmGCTdM0\n/L7cr9lsjoiIEAj49QmQ4gnkqKIn65Ciip7sQoonkKOKnqxDkKrjuF1OtaOjg3lgiTQ/l/sl\nxRPIUUVP1iFFFT3ZhRRPIEcVPVmHIFXH4WqDJ24FE+zs7Oy8vDw+R5oUTyBHFT1ZhxRV9GQX\nUjyBHFX0ZB2CVB0HwS12dXV1tN2zKzPBzs3N5XmkSfEETlUx9NzClWpmZuYHH3xgf3muPFtb\nW3tUnpTQc+tpMpl0Op2dhTH07IKhJwsiW+yKioo+/PDDvLy8hISEp59+2jIXtg2Y++4A4PxI\nFxUVNTQ0hIaGBgYGdluYK8+2trajR4+Wl5d7e3vHxcUNGjSo2104USUo9DRNX79+vb6+PjQ0\nNDg4uNvyHIb++PHjdXV1SqUyNjbW39+/2104Uc3MzNy6davZbJ47d+7AgQPt2YUrz3feeWfd\nunUjRoywcxcOr049givPysrKzz77LCcnx2QyRUdHr169uttrKYaeXTD0ZEHeyhMXLlxYt25d\nXV1dWFjY5MmTuxwXczMDBw7MzMy85557nBnpW62jzDfPc+fOrV279tSpU4WFhZcvXz548GB1\ndfWoUaOsV03mgypxod+1a9eJEycOHDjQ0tIyfvx427tw4pmTk7N27dqsrKyrV6/m5OTs379f\npVKNGDHC9gfrfFUmqzOZTACg0+kmTZpkz17O91Sr1c8//7xer8/MzIyKiurXr589e3ES+szM\nzCtXrgwdOtT+XTjxzM7OXr9+fVlZGTOqsb6+PicnZ9asWXyrohh61iEl9DyEsLViNRrNI488\n0traOnfu3EceeUQoFNq/r1qtduaKv9nZ2a+//rrBYBAKhXK5XK1WA8CyZcsWLVpke0cne166\ndCk5OdlkMo0dO/auu+4ymUw7d+4sKioKCgpKTU21fXlypipBoT99+vTmzZsNBoObm5u/v39F\nRQVN008++eSsWbNs7+hkz/z8/LVr1xoMhujo6JiYmPLy8uzsbLPZHBwcnJqaansyT2eqWrK6\n2bNnHzlyBAA+/vhjpVJpz75O/khpmn7ggQdEIpFKpZJKpcnJyXY23jjZ8/Lly+vXrzebzY89\n9tidd95p/45cXZ0mT578t7/9TSgUvvXWW4WFhS+++GJcXJztfTH0XYKhvx0grMXu4MGDJ0+e\njIiIWLt2LTN62Ww2X7ly5cqVKzqdzs/Pz0Z7WKf5qR1KZWVlcnKyXq9PTEzcsGHD3//+98GD\nB2dmZhYXFy9cuNB2o50zPU0m00svvdTW1jZ79uznnnsuODh4wIABU6ZM+fnnnxsaGjIzM+Pi\n4jw8PPigSkroy8vLk5OTDQbD9OnTN2zYsGjRorCwsOPHj5vN5mnTptne15meALB169aampo5\nc+a8+OKLo0aNmjp16uTJk3Nzc8vLy48fPx4XFyeXyzlXtWR1f/3rXx955JHKysri4mKKosaM\nGWPP7k7+SCmKunr1anBwcHR0dF5env2NN0723Lx5c0NDAwDk5OR4e3vb33jjTE+dTpeUlKTR\naO68886nn37ax8fH29vb398/IyNj/PjxYWFhtnfH0HcJhv52gLDBE3l5eQAwY8YM5le8sLBw\n1apVSUlJb7zxxvPPP79mzZra2lquHQEA/u///k+n0zGLE3t6egJAbGxsXFycSqWqqKjg2u4P\ncnNz6+rqFArFo48+akmMPD09IyMj3d3dm5qaNmzYwJM5u0kJ/UcffaTX65nrEZMYTZo0SSaT\nubu7c632J/R6fW5uLgA8+OCDltAPHDhw8+bNw4cPV6lUL7/8skaj4dTxT1ndP/7xDwBgGrzT\n09NvtboR50RHR1+5coVpDtHpdBs2bLh06RLzkkql4taN4fTp0/n5+cOGDVu+fDlN0x9++OFP\nP/3EtVQXHD9+vKmpKSgo6NFHH7VsVKlUAoHAz8/v8OHDJ06csHSo4gMYerYgLvR8g7DEjkky\npFIpAJSWliYlJVVWVrq5uQ0bNkwmkxUUFKxdu7a5uZlbyfz8/PPnz/v7+1tXSgAYMmQIAJSU\nlHCj1RX19fUAEBYWZt2djqbp0tLSOXPmKJXKsrKy3bt3cyf4B0SEPi8v7+LFi8HBwStWrLBs\nLCws1Gg0Mpls06ZNKSkphw4d4tDQArNWNEVRzEdqwd3dff369WFhYVVVVR9//DFXegCg0+n+\n7//+zzqrA4Dw8PDRo0d3dHTw8wcJAKKjoxsbG6urqzv9wH/yySdPPfVUZWUl14Jw9epVAFi8\nePGCBQv4/ANfVFQEAKNHj7b0u2hra/v2228pinr55ZffeeedzZs3r169uqamhlPNP8DQswVx\noecbhN2KLSoqunr1qkwmmzRp0rvvvltaWjp16tTXXntt7ty5s2bNunTpUkVFRUdHx4QJEziU\nbG9vP3HixIMPPjhs2DDr7WVlZWfOnBk9ejST4fGBjo6OI0eOdHR03HHHHRKJhNm4a9eukydP\nxsfHT5kyJTMzs6ysbMGCBZxP201E6DUazYkTJ5YuXRoeHs5s6ejo2Lhxo1qtvn79ekVFRXV1\ndXZ2tj1jKRyNSCTKyspqbm4ODQ3tNMhULBaPHDkyPT29qKgoPj6eq94qIpFo7Nixvr6+999/\nv/V2X1/fo0ePlpWVzZs3r0ddLZ2Dt7f3999/P2DAgCFDhowfP16tVufl5WVkZOTl5ZlMpnHj\nxvXv359bw5EjR7q5uSUmJgJAZGSkTCY7d+5cT2/MOYHS0tILFy5otdrExESRSNTQ0LBhw4ay\nsjJ3d/dFixbNmjWrrq6uvLy8oKCg296rzgFDzxbEhZ5vEJbYeXh4HDp0qLy8fMqUKXv27AkL\nC3vppZeY1iY3N7cBAwb8/PPPKpVq4cKFHEp6eXlNmDBhxIgRnZKhgoKCs2fPjh49OiIigtny\n22+/+fn5cfjjpFQqT58+XVtbe/ny5aCgoObm5q+//jotLU0oFD766KNRUVE//fSTWq2Oi4vz\n8fHhSpKBoNDHxMQwoddqtampqYWFhZ6eno8//vjq1auHDBmSlZWVn58/ZcoUzrv3CoXCM2fO\n5OfnJyYmWtJ6BoVCUVNTU1RU5OPjM3z4cK4Mvb29b373wMDA06dPV1dX+/v78+dvJAsCgeDc\nuXPt7e1xcXEURY0fP/7kyZNMW/KSJUtmzpzJtSBQFBUVFWV5eqsf+NzcXKVSac+MQg4iODj4\n6NGjtbW1R48ePXv27KefftrQ0ODj47N58+YpU6aEhYWNHz8+LS2toaFh9uzZfOjqgKFnC+JC\nzzcIuxU7dOjQ2NhYo9G4detWkUg0f/586+RJJpMBgF6v507wBqQsTkxR1PPPP+/j43Pt2rWk\npKQ1a9YcOXKEoqjHHnusf//+FEUxf2K2tLRwZWiBoNBbMvWioqKCgoKAgIBt27bNmDHDw8Nj\nypQpTFpfWFjIqSYAwKxZsyIiIhoaGjZt2nTzRzd48GAA4OfNjnvuuQcA9u7dy89B/VFRUZbO\nVdu3by8tLWV+I7/77jvLdl5x8425jIwMpgMrh5+wQqHYsmXLxIkTDQZDe3t7ZGQkADz//POW\nWSFtz8fECRh6ViAx9LyC7xMU3zy776pVq4qKiph78J3+pGCmQnB+k7KdU7xyvjhxl57BwcH/\n+c9/Pv/881OnThkMhsjIyPvvv59pJjGZTNXV1QDg7e3tHEPb8DD0YHMC6ujo6OTk5P79+1um\nDjEajXV1dQDg5BbQLmdLFggEzz///HPPPXfp0qUNGzYkJSUx+TEDk3o6v6XWnm9TfHz8F198\nUVlZeerUqcmTJzvZsFuio6N3795dVVV14MCBH374QSwWJyUlZWdn//TTTxs2bHjvvfdsTyXD\nOvbMkb5gwQIA2L59+4cffpifn3/06FGz2cz8dcehZ0BAwLp165jHq1ev7t+/f0xMjKX83r17\nAWDgwIG+vr5OkwSbVZRvobcHPoT+ZvgZelLgb2KXn5//7rvvMkMNKIqaO3cuM3LTx8cnNTX1\npZdeUqlU33333ejRo5mW2H379u3bt4+iqHvvvdeZnjk5OVu3brWM0fvkk0/uuOOOZcuW3Tzi\nmtvFiW14+vn5PfPMMwDA9Ka37LJ37161Wh0YGBgaGuocSYbMzMyWlpab51jiW+hvVUWty4wa\nNcr66XfffdfU1OTn52f/3PSseL7zzjulpaUWz5UrVzIv+fv7b9iwYf369RcvXnzqqadWrFgx\nYcIEmqYPHDhw9OhRiqKmT5/uNE+w+9skEAgWLFjw8ccf7969m5PE7lZVlCEqKoqiqE2bNpWW\nlorF4nXr1o0dO3bs2LEA4O3t7cyfdnuqqAXLD/zPP/8Mzp243x5PZpIOZhwSAPz000979uwB\ngGXLljlHksF2FeVP6G1X0U5wGHp7PHkSeoLgaR+77Ozs1NTUpqYmoVCoUCi0Wm1BQYG7uzvT\nP8DLyysuLu7ixYvFxcUZGRnFxcU7d+5k2myWLl2akJDgNM/8/PyUlBStVhsdHZ2QkKBQKCor\nKwsKCrKysmJjYzvNAJeVlXX9+nW9Xr9v3z4nZ3V2elqupCaT6ZtvvtmxYwcA/Otf/woJCXGO\nJwBcvnz51VdfPXPmTJf9efkTettVtEsOHDjw+eefA8DTTz/ttFz59OnTGzZsaGpqcnNz69+/\nf0tLS35+vlKpZO60AoCXl9eUKVNyc3PLysqOHTv2ww8/7N69+9SpUwCwfPny2NhY53hCD79N\ngwYNYpZIGTlypJNbQWxXUQCQSCRZWVnWP+0AQFEU0/XWaZ69qKI1NTVM6J15dbLTMzc3t7i4\nOCcnp7m5+dtvv92/fz8APPTQQ8xQAOfQbRXlSei7raI3w0no7fTkQ+jJgo+JnT2z+8rl8pkz\nZ5rN5suXLxcUFKhUKl9f3yeeeGLOnDnOVO3RFK/Hjh0rLS2tr6+nadrJy9j1yPPUqVNJSUnn\nzp0TCoXLly938pen2/kz+RD6nk5AXVdX98EHHzATxyxdutRpI7nsnC3Zw8Nj5syZcrm8oqJC\nrVYbDAalUrlq1ao77rjDOZ4MPaqlIpFIq9VeuXIlIiLCyUMo7JniNSYm5syZM2vWrGF+2p1P\nL+ZIZ+4kOPnqZL9nZGTkiRMnqqurL1++XFtbK5FIVq5ceffddzvHk8GeKsp56KHnsxBzEnqw\n25MPoScLPiZ227Ztq6ioYGb3ZSbZCg4OLi8vv3bt2tSpUy1jCYVC4ahRo+bPnz9hwoQ777xz\n6dKl9ixdzyJ6vf79998HgNTUVMtkYN7e3tOnT8/LyysrK8vJyZkxY4alm+cvv/zCTGXk5C9P\nTz2DgoJqamqGDBmyatUqOxflZIvTp0/v3bt32LBhCxcutDEOn/PQ21lFGRoaGp555pn8/Hxv\nb+81a9Y4c3Dcli1bqqqq7rzzzieffJIZ9zpgwIC0tLTQ0NApU6ZYlxQIBJGRkQsWLEhMTJw3\nb96SJUs6zYHiaHpaSwFg4MCBnp6eTr6+21lFvb29586dO2DAAGe6WdOjKsrw/fffFxcXO/nq\nZL+nXC6fMWOGRCLx8vKaNGnS6tWrO/VzcDR2VlF/f39uQ29nFbWGk9Db78l56ImDd4ldfn7+\nF1984e/vn5ycbD2wtK6u7sKFCzExMZ1+b0QikVKp9PX1dX5PT6PRuGvXLoqiFi9ebD1liVgs\njouLy8nJKS8vV6lUltyIq8WJe+pJUVRsbGxsbKzzO84fOXLk6tWrTzzxxPTp07udY4mr0Pe0\nispksnHjxg0bNuxf//qXM3sr5uXlffXVV8HBwevWrbPEvbCwcN++fVFRUT///PPPP/+s1+st\n92QZPDw85HI5/79NAODm5hYdHe1kT/urKIfTGPW0ijJMnDgxLCysR+uHOtnTzc1t5MiR8fHx\no0aNsrHUoYOwv4pyO71ij66iDM4PfU89uQ09cfAusSNodt+eTvHq7e2dmJjo/Jlp+T8VrQUi\n5s/sRRX19vYODw938uWeoNmSgZxa6qpVFAAoinJmb1og6moPLl1FnR96IOSrRCi8S+wImt0X\nej7FK1eLE/N/KloGIubPJKWKkjVbMhBSS7GKsggpnhawirIIKZ4kwscJikmZ3RfImeKVFM+b\n4ef8maRUUYJmSwZiaylW0b5AiicDVlGHQoon/+FjYtclnM/u2yXMFK++vr7MFK8ajcb6Va6m\neL0ZUjy7xPrb/tZbbzGh53z+zJvhZxW1wMyW/O9//9sy+ytXsyXfCnJrKVZRduGtJ1ZRR0OK\nJ8/h3a3YW3HmzJm8vLzRo0fX1tY6f3ZfG3h4eIwdO/bkyZOlpaUnTpzo169fUFAQTdP79+/f\nvXs3RVGrVq3iw30uUjy7xNJKX1xc7Pwx+XbC2ypqITAw0Lrf8bfffnvmzBk/P78VK1Zw/pPJ\nQG4txSrKInz2xCrqaEjx5DP8XXmiE8yyDdnZ2Xl5ebz6ngNAaGjoli1bXnvttcLCwldeeYWZ\nHZv5Y2758uXO75R6K0jx7BIvLy+Kovj8PedzFb2ZAwcO7Ny5EwBWrlx5870wDiG3lmIVZQue\ne2IVdTSkePIWYlrsOJzd1x54MsVrt5Di2Qmu5s/sETyvoha4mi3ZfkispVhFWYT/nlhFHQcp\nnnyGF3+pM11ibd8MYnpdgNNn97UfoVC4YMGCBQsW1NXVmc3mfv368bNbACme1pw/f56Hf7h3\ngv9VFAAaGhqeffZZtVrt7e39xBNPOHPFsE6YzeY9e/bMmzevy6Hi/Kmltj0tcF5F7fHkSRXt\nVpU/nt98882SJUu6rHu8qqI2PC3woYoS4ekK0FxjMpm2bdu2bds2s9lso1hJScn999+/Y8cO\np4ndjMFgqK+vNxqNHDrYAymetN2qJpMpKyvLOUpdYo8nKVW0pKTkyJEjer3eaVYMra2tSUlJ\n165do3//1s+fPz8lJcXJGt3SO0/nV9FeeHJVRXuqyoevEk3TH3744fz587m98tiDnZ6cX0VJ\n8XQBKJrrUcTl5eXPPvusVqtNSEh4+umnbeTyarWaq06pNE1//fXXe/fu1ev1bm5u06dPf+CB\nBzw9PTmRsQEpnkCOao88sYraYMeOHTt37pTJZCkpKQcOHMjIyHBzc0tJSXH+6hG2cW1PTqpo\nL1Q5/CpZ+OGHHz755JOIiIgtW7Zwa2Ib9EQ6wXEfu/Pnz589e1ahUJSVlZWUlNTU1EyaNOlW\nuR1Xs/sCwI4dO3bt2mUymQDAaDQWFhaeOHFi/PjxvPrhBHI8gRzVHnliFbVBTExMdXV1YWHh\nkSNHSkpK+Jktgat7clJFe6HK4VfJwqBBg9LT06uqqkaNGuXv78+1zi1BT6QTXCZ277///ief\nfHLlyhWJROLh4dHS0tJtbscJNE2/+uqrAoHgiSeeWL169fjx4wsLC6uqqs6cOTNz5kzrVcm5\nhRRPIEcVPVmEWYP4l19+aW9vB4Dly5dPmTKFa6kuQE/WIUjVGpFIZDAYLl261NLS8pe//IVr\nnVuCnkgnOJu86uTJkwcPHhQIBMnJyf/5z3/ee++9F154QSqVZmRk8GeaabPZ/MEHH+Tm5mq1\n2iVLliQmJsrl8piYmC1btoSGhtbW1jITRnAOKZ5Ajip6OoLGxkadTsf82fbll1/m5+d3KsCT\nLz56sg4RqmazudO6EXfddZe7u/uZM2cqKyu5sroZ9ERsw1mL3ffff19UVDR9+vR77rmH2RIa\nGtqvX7+TJ0/yp93u4MGD33zzzcmTJ4VC4aJFi/r168dsF4lEAQEBv/76a3V1tcWfQ0jxBHJU\n0ZNd8vLyvv/+ex8fn7lz506dOtVys3jkyJF+fn5MmYyMjE8++WTKlCnczquXl5d3+PDhSZMm\n/fWvf0VPVjyJCL3ZbH7zzTfffffdkpKSwMBAxk0ikbS1tV29etVoNHI4hNwa9ES6hbPE7syZ\nM9evXx8+fPi4ceMsGwcNGnT48GGNRlNSUqLVaseMGcOJm4XBgwczXUOMRqO/v//IkSMtL9E0\nvX//fp1Od++993K+NDUpnkCOKnqyBU3T27dvf/fdd/Pz8y9cuDB//vyBAwdOmjSJ0T5x4sTw\n4cOVSuXhw4ffeeed2tra/v37h4eHc65aUlJy7733Tp8+HT1Z8eR56AFArVZfunSprKysrKzs\n0KFDV65c8fPzCwwMHDRo0P79+4uLi2fPns2Hnn/oiXSL8xI7s9n8ySefBAYGKhQKANBqtVlZ\nWQ0NDTNnzpRIJJZiaWlpU6ZMKS8vz83NjYyM7N+/v3P0OmEymQQCAUVRzGWotLT02rVrMTEx\nAQEBTIH9+/dfvnxZqVRy3hxiMpmEQiERnkR8pKR4AiGh37lz5+7du6VS6SOPPPLMM88wa5pZ\nPt7CwsKjR4+ePHkyPT2dpunFixcvWLCAP6roya4n8DX0AODm5jZx4sQ77rhDKBSWlpZWVFQc\nPXr0zJkz/v7+bm5uBQUFYrHY+g8n9HQNT5fEedOd7N69+/PPP/fx8fn3v/8dHBxsMpmeeuqp\n0tLSESNGvPjii8zYvbS0tO3bt69YsUKv13/xxRfR0dGvvfaac/QspKen7927t7KyUiaTTZ06\nlZkz4o033vj111+FQuH8+fMjIiIuX7584MABmqb/9a9/zZw508mGt1JdsmTJf//7X/578vYj\nJcXzZlXehl6lUi1fvtxoNK5fv37ChAmdXjWbzR9//PH+/fsBQCwWL1++fO7cuVxoAthURc9e\nQEroMzMzf/zxx9LSUk9Pz7i4uP/3//6fh4dHR0dHenr6Dz/80NDQAAAymUyj0Xh6en766afW\nzRDoaaeqQCDgoacL47zETqfTbdiw4dKlS5bcrqqq6oUXXlCr1QqFYvz48Y2Njb/99htFUW+/\n/ba7uzuzMPnu3buddheJpul33nnnyJEjAODm5mY0GpnbW6mpqUFBQcwPPAAoFAq9Xu/t7f23\nv/0tMTHROW52qr788svfffcd/z359mQJMVkAACAASURBVJGS4mlDlW+hZzhy5Mjbb78dGRm5\nefPmTi9VVlYGBwcDQEFBQVFR0ZgxYyxtjZzQrSp69gj+h56m6ffffz89Pd16Y79+/ZhvPQCY\nTKbjx49///33xcXFwN0yGKR4dqvKH0+Xx3m3YkUiUXx8fF5eXmlpaVZWVmxsbHBw8OTJk69e\nvVpTU1NcXFxbW0tR1LJlyyZNmlRZWXno0CGRSHTfffc5bQjF999/v2fPHqlU+uSTT65Zs2bc\nuHGHDx9ub29vaGiYNm2a5YaXUCjcuHHj0qVLOewOcivVxsbG5557jv+efPtISfG0ocq30DNc\nuXLl3LlzkZGRnaa30Gg0q1atioiI6Nevn5+f35AhQ5j7dBzSrWpUVBR62g//Q79jx460tDSR\nSLR48eJly5aNGTOmtLS0qqrq7NmzzCRBAoFg0KBBd955Z1RUVGRk5KJFi9CzL6oSiYQnni6P\nUwdP3JzbBQUFzZ49e8iQIUqlMiYmhpnfyGw2v/XWW7W1tZMmTZo6dapz3Do6Ol555RWTyfTi\niy/Gx8c3NDRs2LChra1t2LBhSUlJBw8e9PT0nDVrlqXbr/WQLidjWzU9PT0xMbG9vZ3nnvz5\nSEnx7FaV29Brtdrq6mqNRiOTySzrPuv1+l9++aW5uXnOnDnW0+l9/fXXFy9eHDBggPMn/u3S\nk4eqpHjeSpWHntbU19e//vrrNE0nJSXNnj3b19c3JCQkMTExKyururpaLBaPGDHCUjgwMHDo\n0KHoyZYqt563Aw6cx46ZYavTfEVSqTQ5OXnw4MEqlSopKamyspKZu3Lp0qX/+Mc/hg4dWlNT\ns379+t9++83T03PZsmWO0+vE5cuXtVrt2LFjY2NjGxoa1q1bV1tbO2zYsA0bNggEgm+++ebl\nl1+mKOrpp5+eNm2aRqNJTk6+eSomnqimpqY+9dRT/PfkyUdKiqc9qpyEvqqq6rXXXrv//vtX\nrVq1cuXK+++//4MPPmhubgaA4cOHDxkypKWlZdOmTW1tbQBA0/SPP/74/fffC4XC+Ph4J+jZ\n48krVVI8bavyx7PLKdPOnj1rMpkiIyOtJ91wc3O77777ACA7O9tpehZI8QSiVG9PHJjYpaen\n//TTTzf/ukil0ocffhgALLmd5aXvvvvu0UcfvXTpUnBw8KuvvmqZlIt1VCpVp86FzJTooaGh\nDQ0NSUlJNTU1zO+lTCb77LPP2traRo4cSVGUQCBw5g/8zZ52qgqFQiI8+fCRkuJpp6qTQ3/m\nzJmnnnoqKyvLYDAolUovLy+NRvPTTz/985//ZLrMPv/8815eXr/99tuKFSvWr1//yCOPfPzx\nxzRNP/TQQ4GBgQ51s98TAHiiSopnt6o88czMzHziiSd2797daXtHRwcA+Pj4dNru7e1tedWZ\nkOIJRKnetjjwVqxlhq2b7wpptdr09PSYmJiysrJ+/fpFRkYy26Oiokwm08yZMx999FGlUukI\nq4aGhu3bt7/11ltVVVXWcyCbzeaDBw+qVKpffvnF+vcyPT19x44dUqn02WefZYbuWobrV1VV\nTZ8+3UF3u27lab8qKZ7A9UdKiqf9qs7xBIC8vLwNGzbo9fr4+Pjk5OQlS5bcc889kyZNqq2t\nLSsrO3bs2LBhw4YOHRoXF1dYWFhdXV1bW9ve3i6Xy//5z386cxSkPZ79+/eXy+XcqpLiaacq\nH0JfVFR08uTJCxcuSCQS65u/er3+6NGjarV61qxZUqnUsn3Pnj3Xr18fOXKkk9s+SfEkS/W2\nhYXErq6ursver9bzFXXK7fbs2XP16tUtW7YwXSmtdxk1alR4eLiD5h//7bffkpOTr169KpfL\nY2NjBw8ebHkjHx+fCxculJSUMD2WNmzYIJVKv/32208//RQAVq9ebd2VgTm1uLi4sLAwJ3v2\nSJUUT25VSfHskaqjPQHAZDKlpKQ0NzfPnTt39erVlouAj49PQkJCe3t7Xl5ednZ2QkJCQEDA\nrFmzJk6cGB0dPWvWrEceeWTYsGEOsuqLp0wmk8vlXKmS4tkjVW5DDwCDBg3q37//qVOnOiUi\n/fr1O3v2bE1NzbVr1yZMmMDMlJuWlvbdd99RFPXkk086qGWBdE+yVG9b+prYZWZmJiUlZWVl\nSSSSkJCQTlOTWOd2x48f9/Pz8/T0PHDgwK5du/z8/P7+97877lfnZi5evJiSkqLVaidPnvzK\nK6+MHj26U/o4YsSIY8eO6XQ6iURSUVHx6aefnjp1ihmoa519Wk6NmWnZ+Z49UiXFk1tVUjx7\npOo4T4Zz5879+OOPAQEBycnJ1r37mbceO3ZsUVFRSUmJWq2ePHkyAPj4+AwaNCgoKMjJy0b1\n1JMrVVI8e6HKlSdDl4kI04hw7Nix8vLygwcPXrx4cefOncePHweAZcuWcdK2RIonWaq3J31K\n7GiaXrduXUdHR3Nz8+nTpw8dOqTX60NDQ62bYZncrra2tqCg4NSpU2lpaUxPkUceecSZczFo\ntdp169ZpNJo5c+Y888wzXU6KKJfLp0yZUlJScv369aKiora2tiFDhjz77LPTpk3jlScfVEnx\ntFOVFE+eqDL8/PPPubm5s2bNsl4V0AJFUcOGDdu3b19lZeX8+fOtx0U6GfRkHZ6rajSaTm/a\nZSLC3NEuKCioqampra1ta2vz8PB4/PHHnXanmBRPslQRAOjT308URc2cOXP37t1+fn5yuby0\ntPTrr7/+7rvvpk+ffvfdd4eEhDDFBALBU089FRYWtmvXrra2NplMtnTpUifPhp+ZmdnU1KRU\nKleuXGnZaDabjx07lpWVpVarIyIi7r333n79+r366qt1dXX19fX+/v7OnzbTTk8vLy9uVUnx\ntF+VFE8+fKQMWq0WAJjeh10SGBgYEhLCLBZp6UfrfNCTdfismpmZuXXr1rCwsLi4uMmTJzMz\nIQNAQkICALzxxhuff/45ANx7772M5+bNm5kldz09PUePHu3u7o6e5KoiDH1tGL/rrrv27t3b\n3Ny8efPmqqqqtLS0nJyc9PT0Q4cOjR07duHChaNGjQIAiqIWLlw4f/78+vp6pVLp/Ab5srIy\nABg1apTlZnFxcfGbb77JTIENAFevXj1x4sS///3vwMDAgIAArn4se+QJAFypkuLZU1VSPIHT\nj5TB398fAEpKSmyUYa7per3eOUpdgp6sw1vVa9eubd261WQyFRYWFhYWfvHFFwMHDmTSkUGD\nBnWZiADAsGHDnNzzjxRPslQRC33tYyeTySoqKkpKSoRC4Zw5c6ZNm/aXv/zFbDaXlZWVl5cf\nPXrUuvudQCCQy+Wd+mQ4h6qqqpycHK1WO2vWLL1e/+2337711ltNTU3+/v4PPvjgXXfdVVVV\nVVFRUVhYOGvWLOfroSeqkuJpwdPTc//+/TU1NQkJCV0On9Lr9Z9++qnRaPz73/8ul8udb8iA\nnqzDW1VfX9+qqqrS0lIACA0NNRgMDQ0Nly9f/umnnzIyMpqammJiYmJiYm7u+O9kSPEkSxWx\nwMKo2ICAgPT09LKysnnz5olEIoVCMWHChPr6+uvXrwOAWq1mut/pdLrIyEhOsjoAGDBgQEZG\nRl1d3YEDB/bs2XPx4kWapufOnfvSSy9FRUUF/f/27j0oqvP+4/iz6AZFRboIatXWC0ExGC+F\n8RZQ44wEMMEJjaOJY2JMMGbakjgxaoyFwERrWtvcqDFaE2uNtYM2gxovmBovoDZaRAVdJdZV\n0JWVi8CCXPf3x2nPb92F5eyydtnj+zWZDDz77HO+5/Hs2Q9nzzn74x+Hh4fv3bv3zp07cXFx\n0uU81KmCOr2oVG+pU+bv73/jxo1///vfly9fnjJliv13Ou/YsePs2bNDhw79+c9/7pEKJdTp\ndp22VPlyPYPB0NjYuGrVqokTJ/r4+JSWllZUVFy8ePHgwYNFRUU9evQwm835+fmeCiLeUqd3\nlQqZG4KdTqfLz8+/efNmQEDA8OHDhRCbNm365ptvtFrtO++8ExERcfv27Vu3boWHh0sfy3qE\nVqsdN25cQUGByWRqaWkZNWrUm2++GRsbK38oXFtbu3v3biHEc88919Z569TpdXV6UaneUqe1\nkSNHHj9+/Pr16wUFBT/72c+sT6bZt2/fli1bNBrNkiVL/pd3zW0Vdbpdpy3V+lYMJ06ciI2N\nnTlzZkJCQkhIiEajuX37dlVVlXSjbyFEfn7+mDFjpE+WqVMFpUKisb+7vQtOnDixZs2afv36\nffbZZ5s3b87KytJqtStXrhw3bpzUwWAw/PSnP+34gjrOaDT6+fnZ3wZi/fr1+/btCwsLW7t2\nrUcKs0GdbuctpXpLnZIbN26kpKTcuXPHz89v2rRpISEhdXV1OTk5BQUFQogFCxZ0kq/6pk63\n68yltrS0/OEPfzhy5Iifn19aWpp8vldDQ8Pp06ePHz9++vTpe/fuzZ07d+7cuZ4q0ovq9K5S\n4Z5gZ7FYFi1aZDQaH3vssYKCAptU1/kdOHAgIyPDx8dnzZo1YWFhni6nTdTpdt5Sameus7y8\n/NNPPz19+rR1Y48ePV599dUnn3zSU1XZo06368ylthVEJPX19UVFRY899pinypN5S53Cq0p9\nyLkn2Akhdu/evXHjRiGEd6W6lpaWP//5z7t27RJCLFy4MCEhwdMVtY463c5bSvWWOi9fvpyb\nm2s0Gn19fUNDQ6Ojox3cDsODqNPtOm2pjoNI5+EtdQqvKvVh5rZgV1dXt2DBgtra2sWLF9vf\nrL9z+v7777dt23b16lXpxv2zZs3ydEWto06385ZSvaVOoHPyliDiLXUKryr1oeWGiyckWq22\nqqrq0qVLfn5+kyZNcsuYD5TRaExPTzcajUOHDn377bejo6M9XVHrqNPtvKVUb6kT6LQcfGV5\np+ItdQqvKvWh5bYjdkKI0tLSpKQkjUazceNGr/i6X4PBUFxcPGnSJI1G4+laHKFOt/OWUr2l\nTqAzkw8yzZ8/3+M3i3HAW+oUXlXqQ8idwU4IsXbt2pycnKVLl0ZFRblxWAAAXNbS0nLq1KmJ\nEyd6upB2eEudwqtKfdi4OdhdunQpLy+Pq50BAAD+99wc7AAAAOApnvmCLwAAALgdwQ4AAEAl\nCHYAAAAqQbADAABQCYIdAACAShDsAAAAVIJgBwAAoBJdPV0AAHQu1l/gptFoevXq1bt37+HD\nh0dERMyePXvs2LFuGZ97iAJ4ELhBMQDcx/E3806bNm3z5s2DBw/u4PjsewE8CAQ7ALiPTfCq\nq6urqKi4cOHC/v37v/jii8rKSp1Od+LEidDQULeMDwBuRLADgPs4CF5GozExMTE3N/fxxx8/\ne/as42N7LowPAB3ExRMAoFS/fv2ysrKCg4PPnTv39ddfWz909uzZ5cuXjx8/PiAgQKvVBgcH\nx8XF2fTRaDRyFtRYse5TX1+fkZERHR0dGBj4yCOPDBw48IUXXsjLy3vQqwZAHThiBwD3afeI\nWnp6+q9//euXXnrpiy++sHmWveTk5A8//NBxH3lZJSUl8fHx+fn5Nh26du36+eefL1iwQPFK\nAHhIccQOAJwTExMjhDh58qR14/jx4zMyMs6fP19TU1NXV6fX61NTU7t16/bRRx8dOHBA6mOx\nWOQMZ7EitTQ2NiYkJOTn50dFRe3Zs6ekpKS2tragoCA5ObmlpSUpKck+8AGADY7YAcB92j1i\nV15eHhgY+KMf/ai8vNzxUJs2bXr11VcTExMzMzPbHX/z5s0LFy6Mi4vLysrq0qWL9UOpqanv\nvffe/Pnzt2zZ4uzqAHioEOwA4D7tBrumpiatVtu1a9fGxkbHQ1VUVOh0ukGDBl2/fr3d8WfM\nmJGdnX306NGoqCibh4qLiwcNGvSTn/zEYDA4tS4AHjYEOwC4j8IjdjqdrqysTG6srq5ev379\nnj17Ll26VFFR0dTUJD/k6+t77969dscPDg42mUwOCtNqtQ0NDU6uDYCHC988AQDOuXLlihCi\nb9++covBYJgyZUpbh9Pq6+uVDFtRUeG4Q7sHCAGAiycAwDnSxRATJkyQW5YuXWowGMaMGZOZ\nmXn16lWz2dzc3GyxWJyKYv7+/kIIk8lkaZvb1wWAyhDsAMA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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "special_pages_requests_bytype_targetwiki_March <- special_pages_requests_clean %>%\n", " mutate(date = floor_date(date, \"week\")) %>%\n", " filter(wiki %in% c('ar.wikipedia', 'es.wikipedia', 'id.wikipedia'),\n", " request_type != \"all_mobile_web_requests\",\n", " date != '2019-08-25',\n", " date != '2019-11-24' ) %>% #remove weeks with incomplete data \n", " group_by(date, wiki, request_type) %>%\n", " summarise(request_count = sum(request_count)) \n", "\n", "p <- ggplot() +\n", " geom_bar(data =special_pages_requests_bytype_targetwiki_March, aes(x= date, y= request_count, fill = request_type),stat= \"identity\", position = \"stack\") + \n", " geom_smooth(data = special_pages_requests_targetwiki_March, aes(x=date, y=request_count), se = FALSE) +\n", " facet_wrap(~ wiki, nrow = 7, scale = \"free_y\") +\n", " scale_y_continuous(\"Number of requests per week\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %d %Y\"), date_breaks = \"1 week\") +\n", " labs(title = \"Mobile web requests to special pages on target wikis\",\n", " subtitle = \"Based on a sample of data collected from webrequest data\") +\n", " ggthemes::theme_tufte(base_size = 14, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_text(angle = 45, hjust = 1),\n", " panel.grid = element_line(\"gray70\"),\n", " legend.position=\"bottom\",\n", " legend.title=element_blank(),\n", " legend.text=element_text(size=14))\n", "\n", "p\n", "\n", "ggsave(\"Figures/mobile_web_special_page_requests_March_target.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### June Deployment Target Wikis" ] }, { "cell_type": "code", "execution_count": 1988, "metadata": {}, "outputs": [], "source": [ "special_pages_requests_targetwiki_June = special_pages_requests_clean %>%\n", " mutate(date = floor_date(date, \"week\")) %>%\n", " filter(wiki %in% c('it.wikipedia', 'ja.wikipedia', \n", " 'fa.wikipedia', 'th.wikipedia'),\n", " request_type == \"all_mobile_web_requests\",\n", " date != '2019-08-25',\n", " date != '2019-11-24' ) %>% #remove weeks with incomplete data \n", " group_by(date, wiki) %>%\n", "summarize(request_count = sum(request_count))" ] }, { "cell_type": "code", "execution_count": 2033, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`geom_smooth()` using method = 'loess' and formula 'y ~ x'\n", "`geom_smooth()` using method = 'loess' and formula 'y ~ x'\n" ] }, { "data": { "image/png": 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etfPYR89NFH4GsWkyPeVuJIu2UkS+imT5/uHhgTEwMAr776qkDguRRBJBK99957\n7oltNlv//v0lEsnJkye558vApbr94dMsJOtZs2a5B5KvQ7zDyTR+QUGBt4ShQ4cyfirt1mZe\neOEFj5TMT+7N0icBtTTv3P0RehegWU3N5XIWId6Qj2969erl4ch6EETHZFGee91xVM9npoHm\nxUvd+dOEBP75z392DwzCqqH0NW+qq6sBICoqijEOmRxdvXo1MTsJdDgcUVFRAHDx4kUSElDv\n497H/RmqgyqRpVqDbrEcx9iAWlTYjSoeoGPnF/CDQCAYP3786dOnuQhpbm4GgMzMTCaEPPAt\nW7bMbDb7u+rmm28GgL1793pHkXEhKyuL/LzhhhsAwHt2ffPmzRwb0IgRI+DqVwAM5FuzUaNG\nMSFE5qlTpzxS1tbWAoBCoWg3O594W4kj7ZZx3LhxAPDpp5+6B5IJdqFQSFHU448/furUqba2\ntlOnTj366KNkpcvBgweZxKSHL168OKB8GbhUtz98moVkffz4cfdAZmmOz3C5XO4toaSkxCM7\n0maGDRvmkZL5yb1Z+iSgluaduz9C7wI0q6m5XM4ixJsxY8YAwPr169mTBdEx3dMEXXcc1fOZ\naaB58VJ3/jQhgfv373cPDMKqofQ1nxBP7tChQ/Rlg8TExNhsNvLASTw5shjuuuuuY64KqPdx\n7+O0H0N1UCWyVGvQLZbjGBtQiwq7UcUDdOz84l0BZCp4yZIlUqk0Njb23Llz7rEGg2H58uWj\nR49OTExkFp8SpFIpk4zZLEOpVN5yyy0vvPDCd9995/6ikKZpn0tA3BGLxSQlmS4+f/68h/LM\nViDtFjM2Nhb8PO7U1dUBQFxcnIdNvB+hfJrLJxytxBH2THU6nUgkEolEHov/VCoVufCJJ57w\nuOTRRx8Ft8ejY8eOicXivn37MtsocMnXHS7VTQdiFhLoPYSxh3uH+GszsbGx/q7l3ix9ElBL\n86m5TwLtAoGa2memoTTjuLg4f3ZwJ4iOyaI897rjqJ7PTAPNK/Thi0UTEtjY2OgeGIRVQ+lr\nPiHvXl955RX68ruOP/3pTzRNT548GQDWrl1LX55ZdH8zG1DvIyFc+jjtx1AdVIksJvKI4q4A\nxzGWY+0EUSi6G4wqHqBj5xeWCiCzxPfccw8Tcv78ebL2zh/ul69Zs8ZjbXJMTMyyZcuYaXOP\nSmURSCafvBux2Wzm2I6JBLvd7h1ls9kAQCQScbEJl+wCshIX2K/65JNPAOAPf3njsmEAACAA\nSURBVPiDR3hWVha50Hvq8eTJkwCQnJxMfg4ePFggEBw4cCCgfD1ot7oDMou/rLmHkxB/bYal\nurk3S58E1NJYSuRTLMcuwIupQ2zGxIw+7eBdrqA7ZtB1x1E9n5kGmlfowxeLJj4DeRnuAg33\ngEwNjh8/nqbpGTNmAMDbb79NX3ZQ7r//fpqmx48fDwCfffYZc1VAvY/85NLH/andQZXIYiKP\nqIDK2+4Yy561N2E3qniAjp1fWKzZ0tICV8+OTp8+HQAGDBiwadOmioqKtrY20qTsdrs/OefO\nnVu3bt3f/vY3sm4X3JZ3kIdmj0con3TojF19fT20NzHAJYohCCuxw37VtGnTAOCdd97xCJ8w\nYQK5sK2tzSOqra0N3J4FWbpZoP2NpboDMou/TLmHk5AgZuy4N0ufBNTSfGruk4C6AC+mDrEZ\nhz5jx6VjBl13oc/YdebwxaKJz0BehrtAw31mpFAorFYrOb6IvNU9duwYAGRnZ9tsNqVSCQD1\n9fXMVQH1Pu593J/aHVSJ/kzk3XeCGG1YxliWrH0SdqOKB+jY+YXFmsSxk8lkTAhZHlFVVeWR\n8vfff+dSK2RuKS8vj/y86aabwO17KBb8LQUoKSnh2BqGDx8OAF988YV3FHmyHDlyJBPCIpNL\ndiFaKaBMLRYLeeV64cIFj6iXXnqJXOhvxi4lJcVdPjuB6kx7VXdAZvGXKfdwEuK9/oa0maKi\nIn/Xcm+WPgmopfnU3CcBdQFeTB1iMyaL2DZs2MCeLMSOGXTdcVTPZ6aB5hX68MWiic9AXoa7\nQMO9IedWf/jhhwCQmJhIVui7XC7y/vHjjz8GgD59+rhfElDv497H/andQZUol8sBwOOzXPry\nwMvjaOMxxtI8rbHrtqOKB+jY+YXFmv/+9789Oh75JtmjVlwu15133smlVjQaDbgtvCWverOz\ns707gAeLFi0CgBEjRrh/vONyuUi75NIayGKOwsJCk8nkHm40Gsm2IBwferhkF6KVAsp027Zt\nADBo0CDvqLKyMvI9rL81dh4fiAWULxc8qjsgs4R+syEhRUVFPttMu1/FcmmWPgmopbGUyIOA\nukBApiY3IYPB4JFjiM347bffBoD8/Hxvye6E2DGDrjuO6tH+7dOZwxfBZ2KfgbwMd4GGe/PE\nE08AQE5OjsdoQ6ZtyNcATz75pPslAfU+7n3cn9odVIl9+/aFy+sI3bn33nv5HW08xljaf3MN\nvVDdYVTxAB07v3hb02KxnDp16sUXXyTfV7/++utM1KhRo0g72L9/v9Fo1Gg033//PXn29ZDT\nv3//F198cc+ePRqNxm63t7S07N+/n6yoGDFiBEnjcDiIwJSUlBUrVpw7d85qtVqt1tra2l27\ndi1ZsqR///4kZW1tLfkq/q677jp9+rTVai0tLSWvIDm2hubm5tTUVAAYOnTo999/TzZ2+u67\n7wYNGgQA6enp7NtlcYkKwkocYbnqoYceAoAXX3zRZyxx4CiKeuKJJ5ivYh977DGKokQikcc+\npQHl6wGX6g7ILKHfbBix06ZNI1s0MW0mKiqqtrbW37Xcm6VPAmppLCXyIKAuEJCp+/XrBwDL\nly/3GIVDbMbMRnF9+vTZtGmTVqu12+1VVVWffvrpmDFjgjNXu+2Ee91xVI/FPp05fPkrvr9A\nXoa7QMO92bRpE1PG1atXM+GrVq1iwjdv3ux+SUC9j3sf96d2B1Xi/PnzASAhIWH9+vWNjY3N\nzc379u2bOHGid2LuCnAZY2n/zdUnYTeqeICOnV+Alb/85S/uK3B//PFHn5tfk3bsXiv+BMbF\nxf36669MsqamJtI0/cGk3LhxY4gnTxw8eJDsMOxBYmLi4cOHvW3CYi72jLhbiQUWmzASXC5X\nSkoKABw7dsynELPZ/Ic//MH7crFY/NFHH3HUIRRt3as7ILP4y5p7OAnx3pVeKBRu2rSJ/Vru\nzdIn3FsaS4m84d4FAjL1smXLfJYu9GZ85swZj6OifBowlI7pHcK97jiq588+AeUV+vDls7D+\nAkO0anDh3mi1WuYsqTNnzjDhp0+fJoEURWm1Wo+ruFuV/OTSx1nU7ohK1Ol0ZD7SA+Y0oyAU\n8BfrcUtlaa4+CbtRxR107PzibWKJRJKZmTl16tQtW7Z4p//111+nTJkSHx8vEomSkpImTZq0\nbds22qvbHD9+fNGiRaNHj46PjxcKhSqV6vrrr3/22Wc9nqJomna5XFu3bv3zn/+clZUlk8nE\nYnFqauq4ceOWL1/usYve/v37J0yYoFarFQrFoEGD3n33XZfLFVBrqKurmzt3bu/eveVyuVwu\n79279zPPPOO9xJhFJsfsOFqJBe968e4kP/30EwD06NGDRY7T6VyzZg056lEikWRnZ99///0n\nTpzgrgOXlByrm7tZ/GXNPZyEuFyuVatWDRw4UKFQqNXqCRMm/PTTT1xkcm+WPuHY0lhK5BPu\nXYC7qe12++LFi3v16iWRSDxiQ2/GBoPhlVdeGTp0aFRUlFgszsrKuvfee/fs2eORLOiOGWLd\ncVGPxT4B5RX68OUzMYuEEIe7QMN90r9/fwBIT0/3CCcHY1x//fU+r+JoVe59nF3tjqhEjUbz\n5JNPZmdni8XiuLi4CRMmbN++3Z8aXBTgOMayN1efhN2owkDR7d0pESTsKC4ufu211+bMmfPm\nm292tS7dDjJVgB0fQZAOBYearsLzSCUEiQC+/vprALjjjju6WhEEQRAE6VRwxg5Bri3wMRpB\nkE4Ah5quAmfsEARBEARBIgR07BAEQRAEQSIEfBWLIAiCIAgSIeCMHYIgCIIgSISAjh2CIAiC\nIEiEgI4dgiAIgiBIhICOHYIgCIIgSISAjh2CIAiCIEiEgI4dgiAIgiBIhICOHYIgCIIgSISA\njh2CIAiCIEiEgI4dgiAIgiBIhICOHYIgCIIgSISAjh2CIAiCIEiEgI4dgiAIgiBIhICOHYIg\nCIIgSISAjh2CIAiCIEiEgI4dgiAIgiBIhICOHYIgCIIgSISAjh2CIAiCIEiEgI4dgiAIgiBI\nhICOHYIgCIIgSISAjh2CIAiCIEiEgI4dgiAIgiBIhICOHYIgCIIgSISAjh2CIOGNzWZbtmzZ\nsGHDsrOz09PTOy3f9PR09+w8frabvjuohCBI5CHqagUQBEFC4s0331y1alVXa4EgCNItQMcO\nQZDw5uuvvwaA999//+abbxaLxZ2Wb01NTYemD53OzxFBkC4HHTsEQcKbixcvAsDEiRMpiupq\nXRAEQboYXGOHIEi4QtaQOZ1OAMjIyGCWlP38889PPfXU4MGDs7Oz+/bte/fdd+/Zs4dFTlVV\nVXp6eu/evV0uFwk5efIkkVZaWkpCXC5XQUFBeno68SOhvRVsR44cKSgoyMzM/OCDD3ymJz/N\nZnNxcXFhYWGvXr1mzZpVXV3tLmTz5s3Tpk0rKCjIyckZMWLESy+91Nra6q72zJkzr7vuusLC\nwnnz5pnNZp/2YX4GahYEQcIRnLFDECTSmDJlCvO3Xq/fu3fvvn37PvjggwkTJvhMn5WVlZGR\ncfHixdOnT/fp0wcA9uzZQ+b/du/e3bt3bwAoLS1tbW3NyMjIyMhoV4F9+/bNnDkTAD788MOb\nb76ZJeVTTz21fft28veOHTuOHTu2c+fOmJgYmqafeuqpkpISJuWFCxdWr169a9eur7/+Wq1W\n63S6qVOn1tXVAYDJZPrkk0+ampr4NQuCIOEIztghCBKu1NTUMMvIai4DAOPGjfv0009Pnz59\n4cKFX375ZfHixTRNr1ixgkXUsGHDAODgwYPk5+7du/v27dunTx9mTuvQoUMAMHz48Ha1+vbb\nb2fMmKFSqUpKSti9OgA4fvz4pk2bzp49u2nTpvT09Lq6upUrVwLAhg0bSkpKUlJS1qxZc+LE\nifLy8i1btgwYMODMmTPvvPMOAKxataquri4jI4O5/NixY+x5BWEWBEHCDnTsEASJNB555JGP\nP/54zJgxeXl5gwcPXrx4MQAwL1V9Qjw24r2ZzebDhw/feOONN954488//2yxWOCyz9euY1dS\nUvLwww/n5uZ+8803/fr1a1fVl156afjw4Uqlcvjw4S+++CIAfP/99wCwfv16AFi1atVtt90W\nFxcnk8kGDx5MPv4lM3zfffedz8v5NQuCIGEHvopFECSi2Lp162OPPUbTtEe41WpluYp4bD//\n/DMAHDhwwGaz3XjjjTRNr1q16uDBg2PHjj18+DBwcOyefvrpvLy8r776Sq1Wc9G2qKjIQ4eq\nqioAOH36NABMnz4dAEhZaJomf5BFfiSZ9+X+CM4sCIKEHThjhyBIRPHPf/6Tpun77rtv3759\nFRUVNTU1ZWVl7V6VnZ2dlpam0WgqKyv37NmjUChuuOGGG264QS6X7969u7KyUqPRpKWlZWVl\nscsRCARlZWWbN28OsRTEA3M6nU6n0+VyuVwuxiez2+1BCAzOLAiChB3o2CEIElGcP38eABYs\nWJCbmyuVSgFg3759XC4kM14HDx7cvXv3sGHDxGKxRCIZPnz43r17ySvaESNGtCtk9erVQqFw\nwYIF77//PpdMiWTCgQMHAID4jvn5+QDwzTff1PiCSeZ9uT+CNguCIOEFOnYIgkQUaWlpALBq\n1Sq9Xm8wGLZt2/bss89yuZA4diUlJWVlZTfeeCMJHDNmzJkzZ8geyFy+nLj11ltXrVolEokW\nL1787rvvtpt+4cKFBw4caGtrO3DgwKJFiwCAfG/x//7f/wOABx54YP369dXV1RaLxWazVVRU\nrFu3bvLkyQAwfvx4n5f7I2izIAgSXlDeSy4QBEHCCLJVG/N57OrVq1966SX3BNOmTdu0aZN7\nGo9LCOfPnx85ciT5e/fu3ddddx0AnD179qabbiKBP/30U3Z2tr983X9u27btiSeecDgc8+bN\nmz17Nkv6iRMn/ve//2Vkpqamku1OAGDRokXMHnge1NTU6HS6m2++mWx3Qpg0adI333zjTyUu\nZkEQJALAGTsEQSKKhx9+eOHChT169JBIJNnZ2XPnzn3jjTe4XJiTk5OamgoAaWlpxKsDgF69\nepG5rtTUVHevjp3bbrvtnXfeEQqFr7766ltvvcWScsWKFXfffXd0dLRCoZgwYUJJSQnx6gDg\nxRdf/PzzzydNmpSSkiISiWQyWX5+/sMPP7xz504AiI2NLSkpGT9+vEKhiImJuffee99++22W\njII2C4Ig4QXO2CEIgnQBPmcNEQRBQgRn7BAEQRAEQSIEdOwQBEEQBEEiBHTsEARBEARBIgRc\nY4cgCIIgCBIh4IwdgiAIgiBIhICOHYIgCIIgSISAjh2CIAiCIEiEgI4dgiAIgiBIhICOHYIg\nCIIgSISAjl1gnD59urS0tK2tjUeZRqOxoqKCR4EAUF1dXVpa2tDQwK/Y06dP22w2HgXqdLrS\n0tKOKL5Op+NRoN1uLy0tLS0ttdvtPIrV6XTV1dU8CgSAioqK0tLSjig+jwIBQKPRlJaWdkTx\njUYjjwLb2tpI1fMoEwA0Gk19fT2/MsnoxHvxy8vLeRQIABcvXgyL0Umv15eWlnZE8Zubm3kU\n6HA4SBPlvfhVVVU8CgSAysrK0tLSjig+v/t7kNGpI4rf2trKr0yfoGMXGGVlZeXl5SaTiUeZ\nJpOJ9wZUV1dXXl7e1NTEr9iysjKHw8GjwJaWlvLy8o4ofktLC48C7XZ7eXl5eXk5v45dS0uL\n+yHuvFBVVVVeXt4RxedRIABotdry8vKOKD6/3dNsNpOq51EmAGi1Wq1Wy6/MiooK3kcns9l8\n4cIFHgUCQH19fXl5eWNjI79iy8vL+fVsyOjUEcXX6/U8CmRGJ96L30GjU0cUn0eBANDU1NRB\noxO/s0L+QMcOQRAEQRAkQkDHDkEQBEEQJELAkyc80Wq1tbW1/mLJS8PExES5XM5XjmazWa/X\np6am8iUQADQajcViiYqKiomJ4VFsVVVVWlqaSCTiS2Bra6tOpxOLxfwWv7GxUSaTqdVqvgQ6\nHA7SKngvvsViSUxM5EsgANTV1dnt9tjYWN6Ln5WVxZdAANDpdK2trXK5nPfix8TE8Ng9LRaL\nRqMBAN6LDwCxsbE8yqyurqZpmt/RyWKxNDc3p6Wl8SUQALRarclkUqlUcXFxPIqtqqpKTU0V\ni8V8CTQajc3NzSKRiPfiSySSqKgovgQyoxPvxTebzR0xOsXExPBefH67p16vNxgMHTE6RUdH\nKxSKUIRkZma2O27wdouKGAQCQbt9QyQS8dh/7HY7RVE8CgQAgUAA3MoSKGKxmEfPRigUAgDv\nxacoSigU8l524LvqhUJhR5SdSO6IqudRWsdVPb91xCwq5b34NE13/ybqcDg6qImGPjrlfrTa\n/Wd+SErxScX9j7HE8j46EXvCtTo6EZkdcQPtnqMT0Y0ddOw8iYuLY3mOJIs0s7KyeHTkNRpN\na2tr7969+RIIAK2trSaTKS4ujl+x5eXleXl5IT5wuHP+/Hny/Mp78ZOSknJycvgSyHzg0rNn\nT36Lr9Fo+C17Q0ODzWZLSUnhvfj86nnq1Cm9Xq9SqXgvfmZmZlJSEl8CmSl83ovvcrn4lVlZ\nWUnTNO/F1+v1/OrZ1tbW1tYW+uhk5UshvmEvFyl7bm4uX9kxH7jk5eWpVCq+xF64cKG+vp7f\nqtdoNDabLTk5mffiFxQUMA5u6JSWlur1eqVSyXvxMzIyUlJSeJTpE3Tswp6qBqjXgVoOYhHI\npSCXgljY1TohCIJ0MLKJdwmcArFZIraIRVax2CQRWcUCh0BoFwmcAoFDKLQLhQ4h5RQIbUKn\n1AEALoHLJXIBgFPsBIp2iVw2hdUut9nkNrvCapfb7DIePnvH5U1I14KOXdjz2f/gi/95B98g\nFLhkYlopB7EIVHIQCkElB4kIZJJLzh8TKBaCTAoyCUhEoJCBSABqBQgFoJQDvXyRlLLJwC6h\n7ABwMwDs+47HB+VUALK2zvrfkoAulC5fwZ8WCIJ0X5pbQaMDjQ7qmqFBBxod1DdDcysMbBom\ncHB+iuW2ywQtoO1ym01htSmtNqXVprBe+lthdYqdQRcBQTqTMHPsysvLd+/efezYsdraWpqm\nExISBgwYMG3aNI8Xo5MnTwaALVu2uAeuXbt206ZNFEXdf//9U6ZM6VS9OxKLHz/L6RK0WaEt\nVC/sReYvOWUTg0NBWQRAqymTAGglZRYAraLMQnApKKuIcsrBKqYcMsomBqeMsorBKaNsYnDI\nKZsIHDKwiSingrIKwSWnrELKpQRLiPohCBLu0DQ0GUCjB60e6pqhUQ8aPdQ3g1YP9Tqw+ZlE\nEwD/7yYoFyVpk0rapOC1y55T4rAprFal1aayWInbp7RYlVanhM+tPREkdMLMsfvb3/7m/rOu\nrq6urm7Pnj3Lli3Ly8vzd5XL5Vq5cuX3338vFApnz549bty4jte087DwuSclG2ZaYgaJgSYr\nzOL5EksBrabMAKCkzBSAkrIIKZcMrCJwSiiHDGzEawQANWUCALnAKgKnfCfIpAAAUQoAuDQH\nKRSCQgoAoDHIaIlIqQep5EoaBEE6DoMJAMBsBYcT7A4wWwEAWs0ANFjsYLODiwajGaw2KD2X\nrmlOhFOxrh2gN4K+DfRGcLl404QW0C6R0yl2ukQul9DpuOx4CZwCgVMAAEK7EFwURVMiq5iE\ncEFoE8ltIrle6RHuFDutKrNVbbGqLVaVxaqyaHSQxOfnzggSGGHm2F133XXjxo0bMGBAcnKy\n2WwuKyv76KOPKisr//3vf7/yyis+L7HZbK+//vqhQ4ekUmlxcfGQIUM6WWefWIufYv6OBhge\n+LtIhnudaTcpE+y00AhyO4gstMTsktopodGlcIDATEstILHRIhMtc4DQSMvtILTSEgstsXWP\n2qeBIs7iZZeRGxvZo/t7B0nFIBUDAKgVAABSydU/L8cqZSAUgEAAStnlcAnY7eLq89kURZsO\niuKiAQAkYpCJAQDkUhAJAQBUchAIgKJAJQcAEF6WgCBhhMEERhO0mqHVBEYz1GlkZysyy9qg\n1QwmC7RZoM0CZiuYrWA0Q5sFbHYwBfxaIKS9jaKVkBwLiTGwpU1DVsU5ZPZLf0jtTomDpgJY\n5Ca0iSRmidgklZglYpNEYpKILRJJm1RikgptnEZIoV2o0KkUuitfLdz6A0jFkJkE2cnQIxVy\nUyEnBXJSQML/N9AI4oNucWvnzhtvvMH8rVarBw4cmJqa+vDDD587d85nepPJtHTp0pMnT6pU\nqkWLFhUUFHSWpp1HT2FtT6HfjffYaQOZkxYYabkDhCaX1AZi+sE5Jis4nGA0g8sFT5y8QLlA\nYBcKXAKBQ0C5BAKnQGAXUjQlvPSvCFwgtIsoAI7jYFdhtYPVDnB5aiFAxAD9AGDb8YCvFF2e\nRxSJQC4BgEufuQCAy5lK0XFRP11JI7jsFwKASg7kMy/GBxVQoLwcS9ZEEtQKIN+DURRcbFab\nTEJ5ncQmvJIYAJQyYD6TFwsvKYBEPG0WMFmg1QxGExjNVzy2VhO0msBgAgP5o+3STy9UANfB\n0c5WWymD5DhIjoWkGEiOg1Tydyykxl/qCwCwYrfvYT8gnBKHWeIwR/soudAulJikxMm79IdR\nKm2TiS2Sdr+PsNqhrAbKaq6ECChIjYceqaCgMvKzBCCD7BQQ4hEBSAfQre/EXCC7Yfnchlen\n0y1evLiysjIhIWHJkiWZmZmdrp1fZBPv6moVfENf/XH3na6LAV5/2cljHD4ahHYRXHb7yN8i\n8rdNCDQIHSLKBQKHkKIpgUNIuSjyxoRyUQK7EKhLiYk3yU8hOxeHk8WVlAJIocZfbHAMBgDY\nF8AF5JMaBpGX26eUyYzG0Z+7ObWM08ng01lkHNarAkUgl4BWm9TSIlVcUBy6eOlLHXdkEhC7\nDU7e05/ufq272IvNanGNqMl8VZRa4aktd3Q6oc6kAIAaPye7Wu1gDXw5xOkahcMBJq9FYmYb\n2K9estVquuJF2C4/nDicYLJcigUA8jBWdXGIzSFc92u0xX5pUq2tuy5hFQlcarkzIVYcq4JY\nNUSrIE4NKXGQGHPJk/NuNp2PU+w0R5u8fT7KJZC2XfHzJG1SaatcapSJWJ9sXTTUaEkrSvnu\nOLyzDaRiyEuHgkzolQn5mdAzHR+3EH4IY8fOZDJVVlZ+9NFHAHDHHXd4JyguLq6vr8/IyFiy\nZAm/+0cjfqGALCV2dMyCYoFTQDkFFE2dH3wDALSZwekCmwOstksreADAZIWy8vMKRZRcFQdw\naerR7ri0GLHVDDQNtss/jWag6StLgkxWcDqviLpGsDnA5lFdrR5JBADRtXye3A0ACQAJAACB\nT4KyMphfcQCxAOMA4O0f+BWbw684AADgbfs6n6jklzZUUspAJQe5BGRSUMlAIgapGASCS5PN\nZG5YJgaJ+MoMtOzyKliVHCrPHtU11eTk5BQWFnaowh0ELXBZ1GaL2nOMENpEUqNM1ip7LTH/\nYiNcaIDz9WDw/zWu1Q6nzsOp85d+CsCVJ6zrL6roKzzfT1SRJmjiqI+A7FcAAW9ZgHsLRCph\neaQY+eiVkJ6efuedd/7xj3/0mUAsFq9ZsyYhIcGfqIqKivfee889pF+/fixvbOvq6gAgLi5O\nKg3p2WpIazd9lD6ivmpiJFz0BIDCLz7mPRcbiCy0BADMtNQJAhqoVpccABwgsgAJl9hBBABt\ntMwFFNBUK8gBwAkCk0sGAPW9+tkcQgBwuCirXQAA8uqLRKYdRFaQAICdFpppKQC4gDLRl8oV\n2IpDBAkcGWVTg1kcI1HKnHKJQyFxkj+UUqdc4lRInQqJU0iZHRZdRmqMQsrbZh86nc5isSgU\niujo6FDkhMXoZDCL6nTyOQ1CWYtCZpDLWxRis4TlWga7zN6WYDAmtLYltrbFtwa0cDAIPb0x\nmUwWi4XfY98aGxsdDkdUVJRS6fkNStA4nU6NRsPvoZQGg6GtrU0qlfJefLVaLZOFtPg6Jycn\nPr6djxfDeMaO0NTUdP78eYfD4X3OVUJCglarXbFixcKFC/0d4qHT6Xbu3OkeIpPJ2h1umpub\nQ9EZAEDVTT+aIp7rFcJFT4Ah3fLt9lbjYY+Q24sCMyl5PQ0AFE0JL+/aJbQJgaYAwH1pI+Wi\nmG29BE4B5RIw4UK37b7IG/DLUCLbpahbHDYawGK/1FOSG+sBwARSB33V+0ITLXNRV60MsrrE\nVvDsX2Za4vTajYJxlBG+oCnaJXYCgFPspIF2Sh0uocspdrpETqfE6RI6nSKXU+xwih1OidMp\ncTjFDsflP2gBDQBbjTrWDACk0NJsbOFbc5PJZDIFs9z1CmEyOkVR0Njziqoim0iuUyp0KoVO\nKdcpZQa5z0UmYos45mJ8zMV4AHCKncakFkNyS2uK3udyQF70DDpNoBgMBoPBwK/MjtDTarXy\nLpYcEh0KSUlJ7Tp2YTljR2htbS0rK/v4448rKiruuOOOmTNnMlFkxm716tXPPfecTqe74YYb\n5s+fT1bjeVBVVfXpp5+6hxQUFPTs2dNfpuRcqdCP2b6+2fNdVzfhWNxVJ8eHi57QXVUNFz2h\nq6r+8hJMBoFL4LEDhdAmcl+r/rFC5XBeuRE+0mqmnJ6XXLrQ3pUPrgsVUoXERblNtDxj9DHD\nRAtdLqHnVh8ukcslcF2VRnTlp0Ps8HdhEHg3UXcsFktzc3NaWlroGTFotVqTyaRSqUKcDgmX\nrgSsqgqcAlmLQtGsVDapVVq1rFXB/mWGXW5rTW4xpOgNKXq7PKTNrtir3mg0mkwmHo+nA4C6\nujq73R4TExMVFcWXTIfDUVtbm5WVxZdAANDr9QaDQS6X87uIq66uLjo6OsRDKTMzM2Nj23mk\nCWPHjqDRaB588MHY2NiPP77yJo7ZoLiqqmr+/Pmtra2jRo2aO3cul9Nz2dm2bRsAFBUVhVjf\n1O79IWrSQdBjR7r/DBc9obuqGi56QthWfbjoCd1VVW893dFqtcePH+d32KhI9QAAIABJREFU\n788jR47U19eHvsaue9oTQqt6oV0o1ytV2ihVo1rVGMW+1YBVaWlJ17WkN7cmtZD51xD1dIec\nFVtUVBSoWBb27NnT2trap08ffs+K/eGHHyZNmsTvWbHl5eWJiYm8Fz8/Px/Pim0fu90OAGaz\n77XuWVlZS5cuXbBgwY8//iiRSJ5++mke6x5BECTycN9lUw0wEsD67Vc8yu9Htg7aB4Huf3ct\nLPZ3ip3GRIMx0QC9gaIpuV6h1kSr62PUmijv89OkbbKks6lJZ1OdYqchRW9I07Wk6kKcxkMi\ngDBz7F544YVbb721oKBApVIZjcazZ8+uXbsWAPr06ePvktzc3MWLFy9cuHDXrl0SieTxxx/v\nRH0RBEEQJBhoijbFtpli2xryaykXpWxSR9XHRNXHKJpUHsvyhHZhbHV8bHU8UGCKNerTm1vS\nm02x3M7HRSKOMHPsjh49evSo516ZarV61qxZLFfl5+cvWrRo8eLFO3bskEql7IkRBEGuZbrv\nLptdrUAXQgtoMpNX269K6BCq62Oia2Oi6mIlpqv3Z6BB0axSNKvSTmTZFNaW9GZ9RpAvapHw\nJcwcu9dee+3bb789ceJEU1OTWCxOTk4eNGjQHXfc0e5awsLCwgULFrz00ktff/21RCK57777\nOkdhBEEQBOERp8ipz2jSZzQBgFyviK6LjaqLVTVGkc/nGSQmaeK51MRzqU6R05Cm02c0t6Q3\nO0W8bVuDdFvCzLErKCjgcizYli1bvAMHDhy4efPmDlAKQRAEQboAc4zJHGOq711zaRqvJja6\nNk5suWr7IaFDGFuVEFuVQAtchlS9LqNJn9Hs7Jg95JHuQJg5dgiCIAiCeHBlGo8GZZM6pjYu\n+mKcvOWqnTUolyC6Ji66Jo4+TLcmtZQI4aYBEOu254n7dzMpACkA1pJ1PCo5jPwX4AkZcG18\nN8Mj6NghCIIgSKRAQVtCa1tCa03/C1KjLOZiXHRtnEoT5f69BeWioupjXv4UXl0PQ/LhlqFw\n00BQK3B5ZYSAjh2CIAiCRCBWlaWhoLahoFZkFcdcjIutjlc3xLgvxXO54OdS+LkUXl0PIwoh\nVpnQkt7My8bXSBcS9hsU845Wq62trfUXiydPdBPC5USHcNETwrbqw0VP6K6qhouegFXPB0Kb\nKKY2LqYqPqo+xud5LS6RU5/R3JzTaEjRd8QBtcHBckgGnjzhDc7YeSIQCPwdLMsgEonaTROm\nhEu5UE/eCRdVUU9+CRc9IXxU7c56OiWOphxNU45GaBe+35Z58GzU8fMqu9sZfQKHMO58Ytz5\nRLvM1pzT2JSr4fF02qBhMSk5dIBfm5NDqiiK4lcsRVGhOw9cDtBCx86TuLg4lhMMy8vLASAr\nKytUR76hmx6G07t376t+h4ue0E1VDRc9IXyrPlz0hG6qarjoCVj1vOIUOx+4I/0BgFYT/O8o\n7DgMR86Ay+0drNgiST6dnnw63RRnbOqhac5pdHTdh7Q+THoZs9l84cKFgoICfo8U0+v1SqWS\nJd8g0Gg0GRkZeKQYgiAIgiAdhVoBk0fC5JHQZIA+n1XEXUhUNqndv1YgOx5nHO3RktaszdUY\n0nTd5xUt4hN07BAEQRDkWic+CjS96jS96qRtsrjKxPiKJGmbjImlXFTMxfiYi/E2ha0pt0Gb\nV29T4KG03ZQwc+wqKir27t177Nixmpoap9MZHx8/aNCgadOmJSQkuCebPHkyeG1TvHbt2k2b\nNlEUdf/990+ZMqVT9UYQBEGQcMCqtNQVVtf1rVY3RsdXJsVWxQscQiZWYpKk/p6ZcjLDkKZr\nzGvACbxuSJg5dnPmzHH/WV9fv3379r1797788ss5OTn+rnK5XCtXrvz++++FQuHs2bPHjRvX\n4YoiCIIgSPhCQWtSS2tSS9XgitiL8fEVSeqG6CuRNEX2OrYprNq8Bm1eg12OE3jdhTBz7HJz\nc8eOHdu/f//09HSn03nq1Kk1a9Y0NDS8//77y5Yt83mJzWZ7/fXXDx06JJVKi4uLhwwZ0sk6\nIwiCIEiY4hI5yYe0UqMsoSI5vjxJbJEwsRKTNO1EVurvmfrMJk1+rTGhu2zsci0TZo7dW2+9\n5f5zyJAhUVFRc+fOPXPmjM/0JpNp6dKlJ0+eVKlUixYt4nLOLIIgCIIgHlhVlpr+F2oLq2Jq\n4hLKUqIaYphvLCiaIsfRtsUbNb1qdVlaWoDvZ7uMMHPsvCHbEspkMu8onU63ePHiysrKhISE\nJUuWZGZmdrp2CIIgCBI50AJal9mky2ySGmUJZckJFcki65WN2ZRNqh4HemUc7dHUo0GTX4fv\nZ7uEsHfs9u3bBwA+X7AWFxfX19dnZGQsWbKE3/2jEQRBEORaxqqy1Ay4UNu/KrY6Iel0mrJZ\nxUSJLeKU0ozkM2lNOY0NvWstUV2/xfE1RXgfKVZVVfXss8+6XK5//etfSUlJTDj5KhYAxGLx\nmjVrPL6ZdaeiouK9995zD+nXrx/LG9u6ujoAiIuLk0qloWg+pNUSyuUdxxH1VXOf4aIndFdV\nw0VPCNuqDxc9obuqGi56AlY93/Crp1KrTjqbFlsd734WLQAABS1pzfW9a4yJhqCFe6vK4HQ6\nNRpNampq0MK9MRgMbW1tUqmU5bSCIGhsbFSr1T5fMHInJycnPj6ePU0Yz9hVVVUtXLjQZDI9\n+eST7l4dQ0JCglarXbFixcKFC/0d4qHT6Xbu3OkeIpPJoqOjfSZmaG5uDlrtS6jaOeutqyCe\n6xXCRU/opqqGi54QvlUfLnpCN1U1XPQErHq+4VfPtoTWyoQzF82SpLOpCeVu72dpIN/PGhNa\nG/pc1Kc1Q+AnRPhQNcAEQWC1WnkXq9PpQpSQlJQUsY7d6dOnly5d2traOn369PHjx/tMs3Tp\n0ueee+63335bvnz5/PnzhUKhd5rExMSpU6e6hxQUFLAcJ1xVVUWuksvlIRWg25wJ7YFn2cNF\nT+imqoaLnhC+VR8uekI3VTVc9ASser7pCD3tclvN9RfqCqvjLiQmnU6Tt1w58F6lVav29rZE\nmRt61zTlNNICF4uc9lW9jMPhqK2tZUkQBHq93mAwyOVyfhdx1dXVRUdHKxSK9pP6R6VStZsm\nLF/FHjlyZPny5Var9fbbb3/ooYe8EzAbFFdVVc2fP7+1tXXUqFFz587lcnouO9u2bQOAoqKi\nEOub2t3tjg4k0GNHuv8MFz2hu6oaLnpC2FZ9uOgJ3VXVcNETsOr5phP0VDVGpZSmR9d4vtC0\ny+yaglpNr1qXkJN7560qg9ls/uGHHyZNmsTvWbHl5eWJiYlFRUV8yQSAPXv25Ofnd8JZsaE6\nOp3PDz/8sGzZMqvVOmnSJJ9enTtZWVlLly5VKpU//vjjihUrwtGLRRAEQZBwxJhoKBtTevrm\n4/rMJvdwsUWc/lt24ZbByWfS3I+1QHghzBy7kpKSt99+2+l03n777Y888giXS3JzcxcvXiyT\nyXbt2rV69eqO1hBBEARBEIa2hNbyUad/v/0XTa869yk6sUWS8WuPflsGp53IEtrCdWFYNyTM\nTPnRRx+RP7Zu3bp161b3qE8//TQqKsrnVfn5+YsWLVq8ePGOHTukUumsWbM6Wk8EQRAEQRis\nKkv14Ir6PheTS9MTy5OZiTqRVZz6e2bi2VRNfq0mv9YpdnatnhFAmM3YBU1hYeGCBQvEYvHX\nX3/9ySefdLU6CIIgCHLNYZfbLg6qPDH5l7rCancfTmQTpZ3IKtwyJO1ElhBfzoZGmM3Ybdmy\nJehkAwcO3Lx5M98aIQiCIAgSAA6pvbZflSa/NulMWtKZNKH98uydTZT6e2ZCWUp9n4vanvUc\nP61APAgzxw5BEARBkAjAIXHU9qtqyK9NOpuadCZNdHmZndgizvy1R/Lp9Pq+1drcBjx2NlDQ\nsUMQBEEQpGtwShx1hdVk9i75dDozeycxSbIO5yWfSq/rX+1yQciblV1DoKkQBEEQBOlKnGJn\nXWH175OP1BVWO0VX1t5J22Q5B6778xLY+UsXahdmhOUGxR2KVqutra31F8vXyRPXd8uNyAHg\nWJza/We46AndVdVw0RPCturDRU/orqqGi56AVc833VZPsUWcciojoSxF4Lxq7ik/rW3a8Lq8\nFJN74LV28kRmZmZsbDsnv+GrWE8EAoG/g2UZRCJRu2nClHApF+rJO+GiKurJL+GiJ4SPqqhn\niNhl9upBlQ0FNcmlGYllyZTrknt3pla5bHPPvlltf72xISPeSgLJgRP8loUcUkVRFL9iKYoK\n3XngcoAWOnaexMXFxcV5nn/CUF5eDgBZWVmhOvIN3fGEGQDo3bv3Vb/DRU/opqqGi54QvlUf\nLnpCN1U1XPQErHq+6eZ62hS26sEVmvza9GPZcdUJzMvFk1XKhetz7xgFD90G8VFgNpsvXLhQ\nUFDA75Fier1eqVT6MFEIaDSajIwMPFIMQRAEQZBrFKvKUjHyzMfzYEj+lUCHEzbtgSnPw7+/\nAYut65TrrqBjhyAIgiBI96VPDrz7f7BiNlyXcSXQZIV3t8C9L8uOX0zHjwXcCb9XsRcvXjx4\n8ODBgwfPnTtH07TPvYgnT54MXtsUr127dtOmTRRF3X///VOmTOkkdREEQRAECZkRhTCsL+z6\nFd4pgRrtpUCNnio5OvD0q/B/f4YBPbtUv25D+Dl2jz/+eKCXuFyulStXfv/990KhcPbs2ePG\njesIxRAEQRAE6TgEFPxxMIzpD5/tgg+2Q5vlUvipC/DQP2D8EJg9FVL8LpK/Vgi/V7GZmZl3\n3333ypUrOaa32WyvvPLK999/L5VKFyxYgF4dgiAIgoQvEjHMmABfLoWpo69sXEzT8O1huHMR\nrP4azNYu1a+rCb8ZO+4uHQCYTKalS5eePHlSpVItWrSooKCg4xRDEARBEKRziIuC5/4KU0Za\nXvzQcE6TRAKtdvhgO2z9CZ6YArcWAX9fyoYT4Tdjxx2dTjd//vyTJ08mJCQsX74cvToEQRAE\niSRyUuh7i35+4zE6K/lKoEYPL/wHHn8LKvyeNhDJRLJjV1xcXFlZmZGRsXz58szMzK5WB0EQ\nBEEQ/hlzPXzxAvzfdFC7Hetw+DTc8xL8c+OVpXjXCGF8pJjPT1/dowBALBavWbMmISHBn5CK\nior33nvPPaRfv34sc3t1dXUAEBcXJ5VKg1ObMKS1mza0I2qZ+89w0RO6q6rhoieEbdWHi57Q\nXVUNFz0Bq55vwkVP8KUqg9Pp1Gg0qamp5KfJKtr6S+ruk0kuN9cmSm6/fUjtqAKtgNubWYPB\n0NbWJpVKWU4rCILGxka1Wi2T+S0LF3JycuLj49nThN8aO+4kJCRotdoVK1YsXLjQ3yEeOp1u\n586d7iEymSw6OppdcnNzc6jKqdo5662rIJ7rFcJFT+imqoaLnhC+VR8uekI3VTVc9ASser4J\nFz3Bp6r+E4zpUZ0bE7P9RGFtSwwJMZjF6/Zl7/1dfVv/E8lRXM/DtVqt7eYbKDqdLkQJSUlJ\n17Rjt3Tp0ueee+63335bvnz5/PnzhUKhd5rExMSpU6e6hxQUFLAcJ1xVVUWuksvlISnXPc5a\n9saz7OGiJ3RTVcNFTwjfqg8XPaGbqhouegJWPd+Ei57gU9XLOByO2tpajwRZWTCsf9W+U8bN\nB1OMlkt+TrUu7r19Y8Zfr508tEEqdrFkp9frDQaDXC4P9ezQq6mrq4uOjlYoFO0n9Y9KpWo3\nTSS/it2yZUtVVdX8+fNbW1tHjRo1d+5cLqfnsrNt2zYAKCoqCrG+qd3d6Eg+d+ixI91/houe\n0F1VDRc9IWyrPlz0hO6qarjoCVj1fBMueoIvVRnMZvMPP/wwadIkn2fFtppgzVb4Yje43By5\nxBj4+5/hj4P9ZldaWlpeXp6YmFhUVBSS3lezZ8+e/Px8PCs2VLKyspYuXapUKn/88ccVK1aE\nrxeLIAiCIEhAqBUw9y749Dnon3slsFEP896Dv6+C+pAXVXVPItyxA4Dc3NzFixfLZLJdu3at\nXr26q9VBEARBEKTz6JUJHzwLSx6AGLfXmHuOwbQX4L2tYHd0nWYdQ/itsWO+ePX46fOdLCE/\nP3/RokWLFy/esWOHVCqdNWtWx6qIIAiCIEi3gaJg0rD/z969x0Vx3vsD/87O7IVlueONq+Jd\nMdFoVZKeCDaXk3iLjU1qczGNqbbJUc+vJ6dGLRbFpElTcxJy1Nq8kiYxsa+cKhWjRqNBvKQI\n0ago3hVFEQQU5LL3nfn9MbguCywsPAs7m8/7D167s888832Y3dnvPvPMPJQykt7dRF8VkHz2\nzmylv26jsUNp7JCejo+pwO+xkyUnJy9btkytVufk5GzYsKGnwwEAAIBuFRlCK39J6/+Lkpru\njkKP/CjQsjpSYo+dh545z2XGjBmzefNmH0QEAAAAynDfYNqYTv/Io0920X/O6ulofEB5iR0A\nAABApwk8zf4J/fRB0rZ+i1tl+6GcigUAAABwCsisjpDYAQAAAAQMnIp1V11dff36dc9lLl26\nxHymET9RVFTU0yF0COJkTimhIk62lBInKSdUxMmch1DtdjsRnThxguHmamtriaihoYHtv8hs\nNl++fLmysrIrlcTHx0dEtDPzGxI7dyqVqq2JZZ0EQWi3jEIppV2IkzmlhIo42VJKnKScUBEn\ncx5ClSecYNsWeZIqjuPYVstxXNeTh45MoIXEzl1kZGRkZGRbr168eJGIEhISujqF3A0/nbll\n+PDhzZ4rJU7y01CVEicpd9crJU7y01CVEidh17OmlDip1VDvMJlMV65cGTZsWKtTinXO6dOn\na2trg4ODPWy3EyorK+Pi4jClGAAAAAB0FBI7AAAAgAARsKdi8/Pzc3JySkpKJElKSkp64okn\nJk6c2NNBAQAAAPhQYCZ2OTk5H374ofPpqVOnTp069dJLL7nNMwsAAADKwuU1HwtoiKB9/2K8\nDUMEmeyU592gQyn1AcZhdEoAnoqtqKj45JNPiOjZZ5/duHHjxo0bn332WSL6+OOPb9y40dPR\nAQAAAPhKACZ2e/bssdvtqampTz31lMFgMBgMTz31VGpqqt1u37NnT09HBwAAAOArAZjYyXcU\nTEtLc10oP2V7D0MAAAAAvxKAiZ08b8SAAQNcF/bv35+IysrKeiQkAAAAgG4QgBdPNDY2ElFI\nSIjrwtDQUOdLri5duvTXv/7VdcmoUaOGDRvmeRPnz58vLS1lEKv/OXLkSE+H0CGIkzmlhIo4\n2VJKnKScUBEnc0oJ1XOcJpPp4sWLXexg6t+/f1RUlOcyAZjYedDyztQ1NTVuA+90Ol1YWJjn\nem7dutXFSL7s4vo+U97Q7KlS4iR/DVUpcZJid71S4iR/DVUpcRJ2PWtKiZOUvOvd1NTUdHET\nvXv3/iEmdsHBwXV1dfX19eHh4c6FdXV1RKTX690K9+3bd86cOa5LkpKSkpKS2qpcnlKsX79+\nLavqNKPRWF1dnZCQwKpCIiovLzcajeHh4e2+A7xy8eLFhIQEhtPn3b59u7q6WqPRxMfHs6qT\niMrLy/V6fbsJesfZbDa5j5Z5841GY79+/VhVSERXr161Wq3R0dHMmz9w4EBWFRLRzZs3a2tr\n9Xo92+aXlpZGR0cz/HiaTCZ5dAfb5ldXV0uS1NWZCZu7dOmSJElsj04mk6mysjIxMZFVhURU\nUVHR2NgYGhrKtvkXL16Mj4/XaDSsKqyrq6uqqhIEgXnzdTqd69dTF9nt9itXrhAR8+Y3NDTE\nxMSwqpDuHJ2ioqKYN18RR6erV69GRkYGBwd3pRL59KNnAZjYxcTE1NXVlZSUjBkzxrnw8uXL\nRBQbG+tWODY2dsGCBR2vnNlcsS4qKyvr6+vZzklXX19vNBojIyPZVnvx4sVBgwYx/Nq4fPmy\nnNgxb37v3r3lgZVMGI1GObFj3vzKykq2bb9x44bVau3bty/z5rON89SpU7W1tQaDgXnz4+Pj\ne/fuzarC6upqObFj3nxRFNnWKd+PnXnza2tr2cbZ2NjY2NjI/Oh06dKlgQMHGgwGVhVeuXKl\nqqqK+dFJbruH7gNvyZOlEhHz5ldUVDCfLNVqtfbp04d58zFXrKsAvHjinnvuIaK9e/e6LpSf\njho1qmdiAgAAAPA9PiMjo6djYKx3795fffXVpUuXeJ5PTEy0Wq1btmzZunWrIAgLFizo4g8a\nnud79eoVGRnJ8Hwcx3FarZbhiTMiUqlU8nlYht1LRMTzfGRkJM/zrCrkOC44OJjteUMiUqlU\noaGhOp2OYZ0ajUbe9Wybr9fr3S706SKVShUZGRkVFcW8+ZGRkQwr5DguJCQkOjqaefPDw8MZ\nfjyJSKfTybueYZ3yO7+LJ2XcqFSqXr16RUVFsW2+VqtleOKMiFQqVVhYGNsz5kTE83xUVBTD\nj6dKpdLr9dHR0cybHxISwvDjyXGcWq2Wdz3b5gcFBbH9eMrfIGyPTnLzIyIiGPbYyfsoKiqK\nefPDw8MZni5vCydJkq+30f3cphSTzZ07d8aMGT0SDwAAAEA3CMzEjojy8/O3bNlSUlJCRAMG\nDHjiiSdSUlJ6OigAAAAAHwrYxA4AAADghyYAL54AAAAA+GFCYgcAAAAQIJDYAQAAAAQIJHYA\nAAAAAQKJHQAAAECAQGIHAAAAECCQ2AEAAAAECCR2AAAAAAECiR0AAABAgEBiBwAAABAgkNgB\nAAAABAgkdgAAAAABAokdAAAAQIBAYgcAAAAQIJDYAQAAAAQIJHYAAAAAAQKJHQAAAECAQGIH\nAAAAECCQ2AEAAAAECCR2ABAIYmNjY2Nje2Rb7W66G2LzNiQACFRI7AAgACGzAYAfJqGnAwAA\nYKCsrMxvt9WdsfXUFgHAT6DHDgAAACBAILEDgEDgeu7V9YFTq2uVlpbGxsYOHz5cFEV5SXFx\nsVz+9OnT8hJRFIcNGxYbG3vt2rWW22rp8OHDw4YNi4+P//DDD1stLz81mUyLFy9OTk4eMmTI\n3Llzr1696lrJ5s2bZ82aNWzYsP79+99///2rVq2qr693DfvFF18cPHhwcnLya6+9ZjKZPPw3\niKiwsHDhwoVjx45NTEwcOXLk7Nmz9+3b11b8AKBoOBULAD9cCQkJcXFx165dO3PmzIgRI4ho\n3759HMcRUV5e3vDhw4no9OnT9fX1cXFxcXFx7VZ44MCBF198kYg++uijhx9+2EPJhQsX7tix\nQ368c+fO48eP79mzJzw8XJKkhQsXZmdnO0teuXJl3bp1ubm5OTk5ISEhNTU1P/3pT8vLy4nI\naDRu2LDh5s2bnqOaOXOm83Ftbe3+/fsPHDjw4YcfPvroo+22CACUBT12ABBonCPMyly0VXji\nxIlEdOjQIflpXl7eyJEjR4wY4ezTKigoIKKUlJR2t7tr167nn3/eYDBkZ2d7zuqIqKioaNOm\nTefOndu0aVNsbGx5efmaNWuI6O9//3t2dnbfvn3Xr19/4sSJixcvbt26dfTo0WfPnn3//feJ\naO3ateXl5XFxcc7Vjx8/7nlbkydP/uyzz86cOXPlypUjR45kZGRIkpSVldVuiwBAcZDYAcAP\nmpyxydmbyWT67rvvJk2aNGnSpMLCQrPZTHdyvnYTu+zs7Hnz5iUlJW3fvn3UqFHtbnfVqlUp\nKSnBwcEpKSkrV64kot27dxPRxo0biWjt2rVTp06NjIzU6XRjx45du3YtEck9fF9//XWrq3sw\nf/78Tz755MEHHxw4cODYsWMzMjKIyHmuGQACCU7FAsAPmpyxFRYWElF+fr7Vap00aZIkSWvX\nrj106FBqaup3331HHUjsFi1aNHDgwC1btoSEhHRkuxMmTHCLobS0lIjOnDlDRD/72c+ISJIk\n+a/8QB7kJxdruXpbvvzyy9/85jdyDa4sFktH4gQAZUGPHQD8oCUmJsbExFRWVpaUlOzbt0+v\n148fP378+PFBQUF5eXklJSWVlZUxMTEJCQme61GpVBcuXNi8eXMX45EzMIfD4XA4RFEURdGZ\nk9lstk5U+M4770iS9Nxzzx04cODSpUtlZWUXLlzoYpAA4LeQ2AFAAJIvgLDb7R0pLPd4HTp0\nKC8vb+LEiWq1WqPRpKSk7N+/Xz5Fe//997dbybp163ieX7Zs2QcffNCRjco1y/Lz84lIzh2H\nDh1KRNu3by9rjbNYy9XbcvnyZSJatmxZUlKSVqslogMHDnQkQgBQIiR2ABCAoqKiiGjbtm0d\nOeEoJ3bZ2dkXLlyYNGmSvPDBBx88e/ZsTk4OdezKiccff3zt2rWCIGRkZPzlL39pt3x6enp+\nfn5jY2N+fv7y5cuJSL7eYs6cOUT0y1/+cuPGjVevXjWbzVar9dKlS59//vn06dOJ6JFHHml1\n9bbExMQQ0dq1a2tra+vq6rZt2/a73/2u3fAAQKG4lgMvAAAUR75tm/Pq1//3//7f//3f/7kW\nkF9yKya7fPnyAw88ID/Oy8sbPHgwEZ07dy4tLU1e+K9//SsxMbGtbbk+3bZt2yuvvGK32197\n7bUFCxZ4KP/YY4999dVXzjr79esn3+6EiJYvX+68B56bsrKympqahx9+WL7diWzKlCnbt29v\nK6R169atWrXKtZJZs2Zt2rSp5f8BAAIAeuwAIACtXLny+eefj4uLE4T2LxHr379/v379iCgm\nJkbO6ohoyJAhcl9Xv379XLM6z6ZOnfr+++/zPP/mm2++++67HkpmZWXNnj07LCxMr9c/+uij\n2dnZclYnB//FF19MmTKlb9++giDodLqhQ4fOmzdvz549RBQREZGdnf3II4/o9frw8PBnnnnm\nvffe87ChefPmpaenDxgwQKPRJCYmvvrqq6tXr+5gcwBAcdBjBwDQrVrtNQQAYAI9dgAAAAAB\nAokdAAAAQIBAYgcAAAAQIDDGDgAAACBAoMcOAAAAIEAgsQMAAAAIEEjsAAAAAAIEEjsAAACA\nAIHEDgAAACBAILEDAAAACBB8RkZGT8egJNu2bTt37lxERERwcDDKMNWFAAAgAElEQVSrOisr\nK7/77rv+/fuzqpCICgsLjx49arfbe/XqxbDabdu2xcXFqdVqVhVevnz54MGD169fZ958m83m\nnHmz64xG465du86dO8e8+efOnZMnmGIlLy/v5MmTGo2GefOHDBnCqkIiOnXqVEFBQW1tLfPm\n6/V6hh/P6urq3Nzcc+fOMW/+jRs3evfuzbDOHTt2nD17Njw8nG3zDx06NGDAAFYVEtHhw4e/\n//57q9XKtvnbt2+PiYnRaDSsKrxy5crBgwevXbvGvPlmszkiIoJVhSaTST46MW/+2bNn4+Li\nWFVIRPv27Tt58qQgCMybP3jwYI7jWNV5+vTpgoKCmpoa5s3X6XQGg4Fhna1Cjx0AAABAgBB6\nOgDoqsoaajBTdBiF6ns6FAAAAOhRikzszGbz1q1bv/322/Lyco7jRo4cOX369NGjRzsLTJ8+\nnYi2bt3qutann366adMmjuNeeOGFmTNndnfQPrNpP320g4hIo6boMOoVRlGhJFoSeTGszBxS\nI1J0GEWFUmQIqdA/CwAAENCUl9hVV1enp6eXlZU5lxw+fPjw4cNuaZwrURTXrFmze/dunucX\nLFgwefLkbonUE8vihc7HYUQpRJavsjtX1Q3jL4gmEpHVRter6Xq1vLgPUZ9vzhDtbiqmIimc\nq49UNURzt8O5+ki+IYq7HcE1RKrqI7m6SK4+TNWoIlH7VlaXGgYAAAA9R2GJnSiKb775ZllZ\nWUxMzIsvvpicnKxSqU6dOrVp06a2VrFarW+//XZBQYFWq128ePG4ceO6M+C26B57mlVVg/YN\nDbvefjGRuFtS6C1H6AWKISKytSjBkV1jG7KCIgwUHUYRIRQRQpEhFBlK4QaKMFBECKuQAQAA\nwCcUltjl5+efO3cuJCTkj3/8o/Oymvvuu+++++5rtbzRaMzMzCwuLjYYDMuXLx82bFg3BttN\nbgwvux1zS23WqM0atUmtNmnUJo1gVnOSl5cISSRY1Jc85oi86vH/3c/JOV+EgcINFGagcAOF\nGygyhMINFBZMYQbSKOxtBQAAECAU9g28f/9+Ipo6dWpHLpauqanJyMgoKSmJjo5esWJFfHy8\n7wPsAfW9b9f3vu2+VCK1RSOY1RqjRrCo1UaN2qxRm9Vqs0Ywq9UmDW/jO7Eth6iqvk3VLbbm\nRq+lMAOF6ikihMKCm7K9UD2FBt/9GxZMIbjaAwAAgCmFJXbnz58novvuu2/r1q3btm2rrq6O\njIycMGHC008/HRoa6lZ48eLFFRUVcXFxK1asaOt2bg6Ho7Gx0XWJIAjt3qjMbrfbbC3PZfoT\njmw6q01nNYU3tv66qFKb1WqzWjBp1Ba13MknWISHNNE1DXS7gatpIEnq5MaNFjJaqPxm+yX1\nXD8DhYWoTJ/944KBM4VwphDOKD8wcKZgzmQgczBnClUZDZw5mDPxJMorqlat9lCtJEkOh4Ph\nPrLb7c4HDKt1OBySJLF9L0mSJNfMvPls4xRFkYh80Xy2+8i565k3XxRFXxxGmDef+T6Sd70v\nms/840k+eIuKooijky+OTgzvY+e7o1PX287zvKq9CyE5qdPf3j3hySeftNlsjz766K5du1yX\n9+nT589//nNYWJj8VL4qlojUavX69eujo6PbqvDIkSPz5893XTJ16tRuGIc3zcDs9oxsfdlQ\nIz+QJK7Rqrn30OFa0XBLDKklw23RUCsF3xJDa6Vg+fFtySASs89SR2jJpleZDWR2hGp0aptO\nsGsEm1awawWHRrAFqe1q3q5VOzS8XSvYtGq7hndoBLtWsHdnkAAAAL5w7733tnv6UWE9dnIe\nffTo0aVLlyYnJxPRiRMnPvjggxs3bmzcuPE3v/mNa+Ho6Ojq6uqsrKz09HSGswX8QHCcZNBa\nRkx5sMUrDUQNRDfkJ4JFLVgFwaIWLPJftWARePmxVRAsAm9VCxbB6wF/bbCQ2iKqayiEar1b\nUSvYNYJDzdt1aruGt6t5h0ZwaAWbmneoeYdObdPwDrUganibRnAIKrHpJUHUCja1yiHwIpP4\nAeCHwGxTt+wysbS2UJRUljYGxtgcgkP0dOQUJc5ib/9L3GRr/+vPYld3sJPHbOvk5BY2h8oh\ndmYIkE8NiK4aGVPe01EwprAeu1/84hcNDQ2vv/76qFGjnAuLiop+//vfR0VF/e1vf5OXyD12\n69atW7p0aU1Nzfjx45csWcLzrbyljEbjlStXXJcYDIaWZ3WdDhw4QETJycldnBEl/OjJrqzu\nO7Vjkl2fsoqTt/O8RRCsat7KyzkfbxEEm8BbBd4qCFaet91dwmSLzGkEO6+SwoJVaoEL0kpa\ntaQWSKeW1AJp1ZJGIHmJRi1p1aTmSauROCJDkEREQVpJUJEgkE4tEZFeK/E8cRzV15bX1tbe\nkzxM28oBv5OOHDliNBoHDhwYExPDqk6z2fzdd9/927/9W0cKN5g4z40RRTJauKtXr1ZUVISH\nhw8ePFhebrVxlubnKBrNnPP4JErUaL77JWe1kcV+96nRzIkSEVFZWVlERITIBbse2Cw2ztai\n09YhktHS/u8Nm812+/ZtjsT+8a0M59CoSSM0a26wTnI9TyK/K+6WF0je1zdu3CCivn37GHTu\n/y23VTwI0Tdb98iRI6IoDh48uK3Z5NR3tt4WvVbim5/kqa2tPX/+/I9+9KMOBdQBVhsVFZ+7\ndetW3759BwwYIDXfrWbr3T1ltnJ2R9PjhjvvBJudzLam8iYL5xCJiOwOMlm4a9eu9enTRySN\nswaLnbPeeUe5vX9cV28ZocXG0Z0zhhzHabVaIpKIGk2tvGHqW1sISjHr3yy/mWZ2W1hSUnLt\n2rWIiAi5/4iV77//PjExMSoqqiuVBAUFtTtxnJ9+ibald+/eDQ0Nzm8Cmfy0tta9Dyc2NjYz\nM3PJkiWFhYWrV69+9dVXW56Z1uv1w4cP9zaM4OBg52nfAOOjdjkEh0NwWIMtHSnMWwXexvM2\ngbfxro8Fq8Bbmx7/WB/RaKJGMxnNVGf0RcjurHaBiExWtrU2u4WMTtN0QXGQlgSeiChYR/Lv\nEeeSIA3J3/oqjgxBd1d0pgKlpYNsNtuxqmgPu9IhktHlUGaxkcXl+6/B1PTY7iCThYhIFENu\n1U76IL8pWpOV7ozqIbuDjB3aqy2NIBrRuTU9Gsi6QjWRnohOduCmQt5gOf3oHalERN+wrTOM\nKJH+0fprAk96LRFRo5laTZLawCxNbG4gXWBboYpITUTU+kBlCARarTYsTNtyIREJgsD2C1Gl\nUun1+m5IHhSW2A0ePPjSpUvnz5937bGTr6iIjIxsWT4hISEzM3PZsmUHDx7UaDSLFi1iOL4S\nfMShsTs0diJP+cK51AdcnxrN1Ggmk4UazVRvouMnzmv1EcEh0Q0majST2UImK9UbyWi5+9hs\nJbP1bhLjD+SQiLqYqiYQkQ++4UKonm2doHh2Rzf9rIIfCImTRLWj5fIIoXmuYmL2thMOHrQc\n3ua2MIkoiYiILNmfe1Wbn9zhX2GJXVpa2q5du95999158+aNHDmSiE6ePPnXv/6ViFJSUlpd\nJSkpKSMjIz09PTc3V6PRvPzyy90aMXQLvY70OpfndTW9e6v792/zohlXRgtZrGS0UKOJLLam\n7NBqb+oOtNrkB/aSy9fNNr5X776NFl7uyrLayGwlm4PMFrLd6dwCvyWpRFHw1K3kUDskkohI\n5eBVHsc2EZHfjhkAnsRgrqlHmiPJ+ZiI1Jw9iGvW6y6QXUet98MHcVY1tXLdVRBnEcj9jRTE\nWQRqykj41IfkB3pdU0f7a5fuDvgReYfIt3JCXBQcUhujGCReFNsb5iupJIfQSkrUDCc5NHfL\nXJww1u31gQVHiMihtnd8aIgoOCSVzwd0Sc1/yVsWv+brLSqawo5NI0aMmDJlyvbt219//XXX\n5YmJibNnz25rraFDhy5fvjwjI2Pnzp1arXbu3Lm+jxQUQ68lvbadeTWMRmtubhERTZ48Wa9v\n8/57NjuZrCSK1GgmImowkSiS2Uo2+91Tlj8/fp6TVJxEvE0gIs7BqewqkpMJB0dEKjsvX2vC\n2wSSiIh4W9MSlY3nRI6IOInj7U1jRlV3XvWW2xE5PkRwdmcHB9Gxxgb5sV1z57uNI4e66bGk\nkkTe4VKVKKrcv3hEQZRa+wJzkqjZ10zTWnyzqNy+0kRBLPzR3d76ED0NKjzSVJJr9sUmqSSx\n3e85plT2pr0jq0yZ4JrriyLdeutt1/JG0onUbHBIgxTU1mXmZkljo04OPK+XPN0xkv/36fXN\nuz8ceXvcyoicqlHUkfe0nFXTam6kupsGEZGaHDqu6Z8lkBh057Ga7uZhes6sW/BfRKRSNQ1C\nsL61QsfZBLITEUdSCOcv3e/anz7ktuSFvGs9EolnsS1++VqC3Ueb+SeGUzex5SeXLCgssSOi\n+fPnDxkyZOfOnSUlJXa7vU+fPvfff/+sWbOCgoI8rJWcnLxs2bJVq1bl5ORoNJrnnnuu2wKG\n7uE6/e698hJ2lfNED8uPDnztuVp5sIb8XoxurWf+Zn0lu7g8cXYpieo2ewJcHW3+m5jLO+6T\nsLpseGKzp/7zVeSWR0aGuA2hpIRp93drQB0jpbovsRS0Oe92z9I23/XcFPf8yU/4ybc7/GAp\nL7EjorS0tLS0NA8Ftm5t5cA0ZsyYzZs3+ywo6GH++RuuBw/xDg3u3ged4Z8fJULCBNAx7dy/\nGAAAAACUAokdAAAAQIBAYgcAAAAQIJDYAQAAAAQIhU0p1g1KSkqKi4t9vZVphi7NSOY7XzbU\nuD5VSpzkr6EqJU5S7K5XSpzkr6EqJU7CrmdNKXGSknc9c/fee298fLznMkjs3Nntdqu1zXmj\ncnNziWj06NGtTnTRccGFR7uyuu80jh/j+lQpcZK/hqqUOEmxu14pcZK/hqqUOAm7njWlxElK\n3vWuCgoKkpKSevVqZdbpjtNoNILQzv1MFHm7E58SBKHd/5pWq/Vwl1pFU0q7ECdzSgkVcbKl\nlDhJOaEiTuaUEqrnOFUqVfckDxhjBwAAABAgkNgBAAAABAgkdgAAAAABQtmJ3TvvvDN9+vTp\n06e7LW914aeffjp9+vQZM2b885//7K4AAQAAALqPgi+eOH78+L59+zpSUhTFNWvW7N69m+f5\nBQsWTJ482dexAQAAAHQ/pfbY2Wy2devWpaamtlvSarX+8Y9/3L17t1arXbZsGbI6AAAACFRK\nTez+8Y9/1NbWvvDCC56LGY3GP/zhDwUFBQaDITMzc9y4cd0SHQAAAEAPUOSp2LKyss2bN8+Z\nMyciwtPtp2tqajIyMkpKSqKjo1esWNHuzZoBAAAAFE2Rid3atWtjYmKmTJniudjixYsrKiri\n4uJWrFjR1r2eHQ5HY2Oj6xJBENRqteea7Xa7zWbzKmalUEq7ECdzSgkVcbKllDhJOaEiTuaU\nEqrnOCVJcjgcXWwLz/MqVTvnWpWX2OXm5p44ceKNN97ged5zyYqKCrVavXLlyujo6LbKHDt2\nbP78+a5Lpk6d2u4Z2yNHjnQ84Nb561R3u3btavZcKXGSn4aqlDhJubteKXGSn4aqlDgJu541\npcRJit71zR092tXJ0DoyV6zCxtjV19f/7W9/mzRpUnJycruFo6OjbTZbVlaWUpJ9AAAAgK7g\nJEnq6Ri8kJWV9e233/7lL39xjq6T71e3detW12LywnXr1i1durSmpmb8+PFLlixptYfPaDRe\nuXLFdYnBYAgNDW0rgAMHDhBRcnKy5+F97Qo/erIrq/tO7ZhmGbNS4iR/DVUpcZJid71S4iR/\nDVUpcRJ2PWtKiZOUvOtdff/994mJiVFRUV3ZRFBQkEaj8VxGYadiv/nmG0mS5syZ47a81fQu\nNjY2MzNzyZIlhYWFq1evfvXVV1uemdbr9cOHD/c2jODg4LCwMG/XUgSltAtxMqeUUBEnW0qJ\nk5QTKuJkTimheo5TpVLp9fpuaIvCTsV627+YkJCQmZkZHBx88ODBrKwsZXVPAgAAAHhFYT12\nbn1y1EZfnaukpKSMjIz09PTc3FyNRvPyyy/7NkQAAACAHqKwHrvOGTp06PLlyzUazc6dOz/8\n8MOeDgcAAADAJ34QiR0RJScnL1u2TK1W5+TkbNiwoafDAQAAAGBPYadiW2r1JGyrC8eMGbN5\n82bfRwQAAADQM34oPXYAAAAAAQ+JHQAAAECAQGIHAAAAECCQ2AEAAAAECIVNKdYNSkpKiouL\nfb2Vaf46h/GXDTWuT5USJ/lrqEqJkxS765USJ/lrqEqJk7DrWVNKnKTkXc/cvffeGx8f77kM\nEjt3drvdarW29Wpubi4RjR49OjIysitbCS482pXVfadx/BjXp0qJk/w1VKXESYrd9UqJk/w1\nVKXESdj1rCklTlLyrndVUFCQlJTUq1evrmxCo9EIQjv3M1H87U6YEwSh3f+aVqvV6/XdE083\nU0q7ECdzSgkVcbKllDhJOaEiTuaUEqrnOFUqVfckDxhjBwAAABAgvE7sOI7jOK4rBQAAAADA\nF9BjBwAAABAgGI+xq6+vJyKtVsu2WqdLly7t37//+PHjZWVlDocjKirqvvvumzVrVnR0tGux\n6dOnU4uJxT799NNNmzZxHPfCCy/MnDnTRxECAAAA9BSWiV19ff26deuIKDExkWG1rv7zP//T\n9WlFRcWOHTv279//xhtv9O/fv621RFFcs2bN7t27eZ5fsGDB5MmTfRQeAAAAQA/qUGLXcsyc\n51F0zzzzTOcj8igpKSk1NfWee+6JjY11OBynTp1av379jRs3Pvjgg9dff73VVaxW69tvv11Q\nUKDVahcvXjxu3DgfxQYAAADQs1j22AUFBQ0aNOjnP//57373O4bVunr33Xddn44bNy40NPTV\nV189e/Zsq+WNRmNmZmZxcbHBYFi+fPmwYcN8FBgAAABAj+tQYud6E2O5r85/bmuckJBARDqd\nruVLNTU1GRkZJSUl0dHRK1asaPdmzQAAAACKpvgbFB84cICIWj3Bunjx4oqKiri4uBUrVrR1\nr2eLxVJdXe26RKfTBQUFed6oxWIxGo2dDdmvKaVdiJM5pYSKONlSSpyknFARJ3NKCdVznKIo\ndj156MjME8qeUqy0tPR3v/udKIr/+7//27t3b+dy+apYIlKr1evXr3e7ZtbVkSNH5s+f77pk\n6tSp3TAOTylT3SklTvLXUJUSJyl21yslTvLXUJUSJ2HXs6aUOEnJu565jswVq+D72JWWlqan\npxuNxpdeesk1q3OKjo622WxZWVk2m637wwMAAADoZp3psaupqfnTn/60bdu2S5cutdWp6OuO\nwDNnzmRmZtbX1//sZz977rnn3F6Ve+zWrVu3dOnSmpqa8ePHL1myhOf5lvV4eyo2NzeXiEaP\nHh0ZGdmV+JUyh7FS4iR/DVUpcZJid71S4iR/DVUpcRJ2PWtKiZOUvOtdFRQUJCUltTUwrIM6\ncirW6zF2N27cSElJKSkp6WxUDBw+fPitt96yWCzTpk1rmdU5xcbGZmZmLlmypLCwcPXq1a++\n+qpK5d5DqdVqY2NjvQ2ge+bx7RFKaRfiZE4poSJOtpQSJyknVMTJnFJC9RynSqXqnuTB61Ox\nK1asKCkpiYqK+vjjj69fvy61wRexyr755pvXX3/dYrFMmTLlV7/6lefCCQkJmZmZwcHBBw8e\nzMrKUvSAQgAAAADPvE7stm3bRkRZWVlz5szp16+fD0LyJDs7+7333nM4HNOmTXO76KEtSUlJ\nGRkZOp0uNzdXnhgDAAAAICB5fSq2oqKCiB555BEfBNO+jz/+WH7w5Zdffvnll64vffbZZ6Gh\noa2uNXTo0OXLl2dkZOzcuVOr1c6dO9fXcQIAAAB0P6977OTkqd2xe/4mOTl52bJlarU6Jydn\nw4YNPR0OAAAAAHte52fjx4//6quviouLH3jgAV8E5NnWrVs7XWzMmDGbN29mHREAAACAv/C6\nx27hwoVE9MYbb/ggGAAAAADoPK8Tu3//939PT0/fsWPHnDlzTp8+7XA4fBEWAAAAAHjL61Ox\nHMfJDz799NNPP/20rWK4sQgAAABAN1PYNRDdQBTFdrsh7XZ7oE5TppR2IU7mlBIq4mRLKXGS\nckJFnMwpJVTPcUqS5HA4utgWnudbTrXgpjNTigW2kpKS4uJiX29FKXMYKyVO8tdQlRInKXbX\nKyVO8tdQlRInYdezppQ4Scm7nrl77703Pj7ecxkkdu4899jt2rWLiMaOHRsdHd2VrWi+LezK\n6r5jfWC861OlxEn+GqpS4iTF7nqlxEn+GqpS4iTsetaUEicpede7+vbbbwcPHty7d++ubKIj\nPXY4FetOpVK1/18TBLVa3T3xdDOltAtxMqeUUBEnW0qJk5QTKuJkTimheo6T4zie57uhLV5f\nFQsAAAAA/qnzV8V6hjO8AAAAAN0MPXYAAAAAAcLrxE5qjc1mKy4unj17NhEtX77cH7rr8vPz\nX3vttaeffvqpp5567bXXDh061NMRAQAAAPgWm4snBEEYMWLExo0bq6urV65c+cADDzzyyCNM\nau6cnJycDz/80Pn01KlTp06deumll6ZPn96DUQEAAAD4FONTsenp6UT03nvvsa3WKxUVFZ98\n8gkRPfvssxs3bty4ceOzzz5LRB9//PGNGzd6MDAAAAAAn2Kc2CUnJxNRQUEB22q9smfPHrvd\nnpqa+tRTTxkMBoPB8NRTT6Wmptrt9j179vRgYAAAAAA+xTixs9vtRFRfX8+2Wq8UFRURUVpa\nmutC+emJEyd6JiYAAAAA32N8g+Kvv/6aiGJiYthW65Xr168T0YABA1wX9u/fn4jKysrcClss\nlurqatclOp0uKCjI8yYsFovRaOx6qH5IKe1CnMwpJVTEyZZS4iTlhIo4mVNKqJ7jFEWx68mD\nRqMRhHYyN2aJXUVFxddff/3b3/6WiKZNm8aq2k5obGwkopCQENeFoaGhzpdcnTx5cv78+a5L\npk6dOm7cOM+bOHbsWFej9Nep7nJzc5s9V0qc5KehKiVOUu6uV0qc5KehKiVOwq5nTSlxkqJ3\nfXNdP23Ykbli2d+geODAgfIlFH6og3dX7gbdMFUwE0qJk5QTKuJkSylxknJCRZzMKSVUxBkY\nmPXYBQUFJSUlzZgx47//+7/Dw8NZVdsJwcHBdXV19fX1rmHU1dURkV6vdyucnJyck5PjusTz\nqVg5Hx89enRkZCSrgG/evHnhwoUJEyawqpCIjh8/fvPmzYSEhEGDBjGsNjc3NyUlpd1T1R13\n7dq1c+fO6fX6iRMnsqqTiI4fPx4VFRUXF8eqQpPJlJ+fT0TMm3/z5s17772XVYVEdOjQIaPR\nOGTIEObNnzx5MqsKiejChQulpaVRUVFsm19QUDBo0KCoqChWFdbU1Bw9epSImDdfFMUhQ4Yw\nrDMvL08UxXvvvZdt88+cOZOSksKqQiI6ceJEVVVVXFwc2+bv3bt3woQJLQ/ynVZWVnb27Nmg\noCDmzQ8PD2+306XjzGbzv/71LyKaOHEi2+ZXVVWNHj2aVYVEVFBQ0NjYOGjQoISEBFZ1ys1P\nS0tj2HEjH50iIyOZNz8pKalXr15dqUSj0bRbxuvEzh9uPuxZTExMXV1dSUnJmDFjnAsvX75M\nRLGxsW6FtVpty4Xt0mq1DD8/DQ0NHMcxrJCIeJ4nIkEQ2FZLREFBQQzrlN+jKpWKefM1Gg3z\ntpMPms/zPNs4VSqVXDPz5rOtUB4mwrz5HMex/Xg6B8Qwb74oir54izJvvoKOTjqdjvnRyRfN\nV6vVDOt0JjTMm6+Io5PcfL1ezzCxU6vV5IOjk0qlYvvxbHNDvt5A97vnnnuIaO/eva4L5aej\nRo3qmZgAAAAAfI/z/x44b1VUVLz88st2u/3ZZ599/PHHiWjHjh2fffaZIAhr167t27dvVyq3\n2WxEJAgCwx8HkiQ5HI52r3Pxit1ulyRJpVLJP45ZsdlsbNsuiqLD4eA4jnnzVSqV/OuQCUmS\n5Fv5MG++KIq+2PU8zzNvvvwrlhWHwyGKoi92Pc/zbD+e8q5n3ny603fFCo5OODrh6MSEUo5O\nbelkYnf79u3169dv3br19OnTdXV1oaGhI0aMmDZt2vz588PCwphH6S23KcVkc+fOnTFjRo/E\nAwAAANANOpPYHT58+Iknnmh5Tzgiio+P37Jly3333cciti7Jz8/fsmVLSUkJEQ0YMOCJJ55g\nOwAWAAAAwN94ndhVVlYmJydXVVWNGDEiPT09LS0tMjLy5s2beXl5K1asOHPmTJ8+fU6cONHF\n6z4AAAAAwFten+f+85//XFVVdd999xUWFv785z/v06ePWq3u27fvz3/+8++++2706NE3btxY\nvXq1L2IFAAAAAA+8Tuy2bdtGRG+++WZwcLDbSwaD4c0333SWAQAAAIDu5PWpWL1ebzKZGhoa\nWiZ2RNTY2GgwGPR6fcvJuwAAAADAp3xyHzv/mbkLAAAA4IfD68Suf//+RCRPYNKSvFwuAwAA\nAADdyevEbsqUKUS0ZMkS50w7TiaTaenSpc4yAAAAANCdvB5jV1FRkZycfPPmzZEjRy5fvjw1\nNTUyMvLWrVv79u1buXLlyZMne/XqdfLkyd69e/soYgAAAABoVWduUFxQUDBz5szy8vKWL8XG\nxm7ZsmXcuHEsYgMAAAAAL3RySrGamhp5SrEzZ87IU4oNHz582rRpv/71r8PDw5lHCQAAAADt\n6mRiBwAAAAD+xie3OwEAAACA7ofEDgAAACBAeJ3Y7du3j+O4SZMmtfrqgw8+yHHc/v37uxwY\nAAAAAHjH68Ru/fr1RDRv3rxWX5WX//Wvf+1iWAAAAADgLa8vnoiLiysrKystLY2Pj2/56tWr\nVxMSEhISEq5cucIoQgAAAADoEK8TO7VabbfbbTabIAgtX7XZbBqNRq1WW61WRhECAAAAQId4\nfSo2ODiYiG7fvt3qq/JyvV7fxbAAAAAAwFteJ3YjRowgorBR674AACAASURBVLy8vFZf3bt3\nLxENHTq0a1EBAAAAgNe8Tux++tOfEtHy5cvr6+vdXrp9+/by5cuJ6Mknn2QSHAAAAAB0nNdj\n7BoaGkaPHn3x4sWhQ4dmZGRMnjw5MjLy1q1b33zzTUZGxrlz5wYNGnTs2DH5jC0AgK/FxsYS\nUVlZWQ9utN0YuiFIb0MCgIDUygUQnhkMhh07dkydOvXs2bOzZ892e3XYsGFffvklsjoAAACA\n7tfJuWKNRuMHH3ywefPm4uLiurq60NDQ5OTkWbNmvfTSS0FBQcyjBADwZ/7QPeYPMQBAj+tk\nYgcAAE7+kFT5QwwA0OMwVywAKFtsbKyc08gKCwsXLlw4duzYxMTEkSNHzp49e9++fR5WLy0t\njY2NHT58uCiK8pLi4mK5ztOnT8tLRFEcNmxYbGzstWvXWt2om8OHDw8bNiw+Pv7DDz9stbz8\n1GQyLV68ODk5eciQIXPnzr169aprJZs3b541a9awYcP69+9///33r1q1yvWStdLS0hdffHHw\n4MHJycmvvfaayWRi+28BAIXyeowdAIA/mzlzpvNxbW3t/v37Dxw48OGHHz766KOtlk9ISIiL\ni7t27dqZM2fk2znJM2ITUV5e3vDhw4no9OnT9fX1cXFxcXFx7QZw4MCBF198kYg++uijhx9+\n2EPJhQsX7tixQ368c+fO48eP79mzJzw8XJKkhQsXZmdnO0teuXJl3bp1ubm5OTk5ISEhNTU1\nP/3pT8vLy4nIaDRu2LDh5s2bbP8tAKBQ6LEDgIAyefLkzz777MyZM1euXDly5EhGRoYkSVlZ\nWR5WmThxIhEdOnRIfpqXlzdy5MgRI0Y4+7QKCgqIKCUlpd2t79q16/nnnzcYDNnZ2Z6zOiIq\nKiratGnTuXPnNm3aFBsbW15evmbNGiL6+9//np2d3bdv3/Xr1584ceLixYtbt24dPXr02bNn\n33//fSJau3ZteXl5XFycc/Xjx48z/7cAgBIhsQOAgDJ//vxPPvnkwQcfHDhw4NixYzMyMojI\neVK1VXLGJmdvJpPpu+++mzRp0qRJkwoLC81mM93J+dpN7LKzs+fNm5eUlLR9+/ZRo0a1G+qq\nVatSUlKCg4NTUlJWrlxJRLt37yaijRs3EtHatWunTp0aGRmp0+nGjh27du1aIpJ7+L7++utW\nV2f7bwEAJcKpWAAIHF9++eVvfvOblteEWSwWD2vJGVthYSER5efnW63WSZMmSZK0du3aQ4cO\npaamfvfdd9SBxG7RokUDBw7csmVLSEhIR6KdMGGCWwylpaVEdObMGSL62c9+RkRyWyRJkh/I\ng/zkYi1Xb0vn/i0AoETosQOAwPHOO+9IkvTcc88dOHDg0qVLZWVlFy5caHetxMTEmJiYysrK\nkpKSffv26fX68ePHjx8/PigoKC8vr6SkpLKyMiYmJiEhwXM9KpXqwoULmzdv7mIr5AzM4XA4\nHA5RFEVRdOZkNputExV27t8CAEqExA4AAsfly5eJaNmyZUlJSVqtlogOHDjQkRXlHq9Dhw7l\n5eVNnDhRrVZrNJqUlJT9+/fLp2jvv//+ditZt24dz/PLli374IMPOrJRuWZZfn4+Ecm5ozzd\n9vbt28ta4yzWcvW2dPrfAgCKg8QOAAJHTEwMEa1du7a2traurm7btm2/+93vOrKinNhlZ2df\nuHBh0qRJ8sIHH3zw7NmzOTk51LErJx5//PG1a9cKgpCRkfGXv/yl3fLp6en5+fmNjY35+fny\nRNvy9RZz5swhol/+8pcbN268evWq2Wy2Wq2XLl36/PPPp0+fTkSPPPJIq6u3pdP/FgBQHK9v\nUDxgwIDJkyenpaWlpaV5uI0TAED3cL0x77p161atWuX66qxZszZt2kTtTaJ6+fLlBx54QH6c\nl5c3ePBgIjp37lxaWpq88F//+ldiYmKrG3V7um3btldeecVut7/22msLFizwUP6xxx776quv\nnHX269dPvt0JES1fvtx5Dzw3ZWVlNTU1Dz/8sHy7E9mUKVO2b9/eVkgd+bcAQGDwusfu8uXL\nH3300XPPPRcXFzdkyJBf//rXX3zxxY0bN3wRHACAV+bNm5eenj5gwACNRpOYmPjqq6+uXr26\nIyv279+/X79+RBQTEyNndUQ0ZMgQua+rX79+rlmdZ1OnTn3//fd5nn/zzTffffddDyWzsrJm\nz54dFham1+sfffTR7OxsOasjopUrV37xxRdTpkzp27evIAg6nW7o0KHz5s3bs2cPEUVERGRn\nZz/yyCN6vT48PPyZZ5557733PGyo0/8WAFAcr3vsjh49unfv3tzc3AMHDtTV1TmXjxgxQu7J\nmzRpUlRUFOs4AQBaUV9fP2zYMK1We+nSpZ6OxQuY/gsAfKTzc8U6HI4jR47k5ubu3bv322+/\nbWxsbKqR4+65555jx46xCxIAoBUmk+mjjz564403hg4dmpub29PheAGJHQD4SOcTO1c2m+3v\nf//7ypUrL168KC9hUi0AgAfOYb6LFy9euHBhzwbjFSR2AOAjXbpBcVlZWe4d8g0zZfKoFAAA\nn+J5Pj4+/sknn3zllVd6OhYAAL/gdY9dVVWVPMZu7969586dcy7v1atXampqWlra5MmT5Zsw\nAQAAAEB38jqxU6lUzlXCw8MffPBB+ZqJUaNGcRzngwgBAAAAoEO8PhUrZ3VxcXHLli2bO3eu\nWq32QVQAAAAA4LWu9thNmjRJ7rFLTk7ueo/dtWvXDh06dOjQofPnz0uStHXr1laL5efn5+Tk\nlJSUSJKUlJT0xBNPTJw40bWAfHN2t9U//fTTTZs2cRz3wgsvzJw5s4uhAgAAAPgbrxO7yspK\neYxdbm6u6zTSvXr1kqejmDx58pAhQzoXjZyQObWa2OXk5LS8IftLL73kuq5bYieK4po1a3bv\n3s3z/IIFCyZPnty58AAAAAD8WZdud3L16lU5w9u7d+/Vq1edy2NjY69du9aJCl955ZUf//jH\nP/7xj+Vr3FomdhUVFS+//LLdbn/22Wcff/xxItqxY8dnn30mCMK6dev69OkjF3NN7KxW69tv\nv11QUKDVahcvXjxu3LhOtRUAAADA33k9pZir+Pj4OXPmfPLJJxcuXPjoo4/69+8vL+/0zZnW\nrFkze/bs+Pj4tgrs2bPHbrenpqY+9dRTBoPBYDA89dRTqampdrtdnmnHjdFo/MMf/lBQUGAw\nGDIzM7ue1ZWWlpaWlprN5i7W48pkMl2/fp1hhURUVVVVWlpaU1PDttrS0lK73c6wwvr6+tLS\nUubNr6ysrK+vZ1ih3W6Xdz3z5ldWVjKskIiuX79eWlrqi+YzrJCIampqSktLfdF8k8nEsEKz\n2SzveoZ1ElFNTc2tW7fY1inHybz5Pjo6+aL5NpuNYYUNDQ2+ODpVVVX56OjEvPnMP57l5eU+\nOjqxvXVubW2tL45O5eXlbD+ebel8YudwOAoLC998881HH300IiLixRdfvHz5Mt2ZeYJZgM0V\nFRURkXNabpn89MSJE26Fa2pqlixZUlxcHB0d/dZbbw0bNoxJAEVFRWzfl/X19a43jmGipKSk\nqKjIdY5wJoqKiqxWK8MKb968WVRUxLz5ly9fvnnzJsMKrVarvOuZN1/+1DB07ty5oqIiXzSf\nYYVEVF5eXlRU5Ivms/14NjQ0yLueYZ1EVF5ezjxjOHnyJPOjU0NDw5kzZxhWSERXrlwpKipi\n3vwTJ05YLBaGFcpHJ180v6qqimGFNptNfosyb35JSQnDCunO0ckXzWdYId05Ovmi+bdv32Zb\nZ6u8vir22LFj8rnX/fv3u84VO3z4cPkqitTUVN/NFSsfCwYMGOC6UO4pbNlNuHjx4oqKiri4\nuBUrVvTq1ctHIQEAAAD4Ca/H2Lle+jpo0CA5mUtLS3OOb2Oi1ctaiWjmzJkOh+Of//wnz/PO\nhQ6HY+bMmYIgZGdnu65ORGq1ev369dHR0W1t6NixY7/97W9dlzz00ENjx45tq7zc183zvErV\npbPYriRJcjgcgtClWUDc2O12SZLYxklENptNEASGNywURdHhcHAcx7z5KpWK7T6ST8Iyb74o\niv6/6+Xms723kcPhEEXRF7ue53mG+8i565k3n4hcj2NdJx+d2L5FfXF0kne9SqVi3nxfHJ3I\nB7ue47gf5tFJfouy3fW+Ozoxf4sy+WJKTk52TqXYFq/3Wf/+/dPuiIuL62xs7LV8Q0dHR1dX\nV2dlZaWnp7e11x0Oh2u/IxFZrdZ2Ryo4HA75A88Q2+ERMl/EyXaQmUySJObN90XbyTfNV8qu\n90Wcvtj1vthH5Jvmi6LIvE6lvEXlvIFtnQra9T/ko5Mvdr1S4uz6kbkjIXmd2DE/6+yV4ODg\nurq6+vr68PBw50I5M9Pr9W6FMzMzly5deuzYsbfeemvJkiWtpt5JSUlvvvmm65JevXr17t27\nrQCOHDlCRIMHDw4NDe1KQ1zdvn372rVrI0eO7Nzq/3fA8N05nVZ9d2dr1WQ119tsNq1Wq9fr\ndWpRcGm6Xic6U2BeRXrd3S5bgZe0asmlHknN330apJEuXTw3YMAAOUvWaUTe5YeHIUh0qYd0\nmrsrugXgqrKy8urVqzqdrtPNb9WFCxfCwsIYnn+3WCwnT54kouTkZK1Wy6raqqqq27dvDxo0\niFWFRFRcXGw2mxMSEpg330NPdidcu3btxo0bYWFhzJsfFxcXFhbGqkLnEFjmzZckycOFYp3w\n/fffS5I0aNCgLjY/8t0/sgqJrVv/ucTDq99///2IESN0Oh2rzckXeWi12uTkZFZ1EtHFixcN\nBgPDc1xWq1UeYj5y5Ei2za+trR08eDCrCono1KlTJpMpLi6OefPvu+8+hr2V8tEpNDSUefNj\nYmJcs5dO6Minm2UvazeIiYmpq6srKSkZM2aMc6E8/rpl52RsbGxmZuaSJUsKCwtXr1796quv\ntuwCjYiIeOihh7wNIzIysovfmpbFC+/WRjSAiHa3fjfmdtUYZ5+xprRYzCz5aG4iHerS+ioV\nGVyOPGq+l+gYzHFc0N4gjZp0mqblHEeGoLvFQoLI+ZnV60i4sxt1GlLfeQtr1aS9s3r5dVtU\nRHDU7Sgi4lUU7LJFvZacWSbPk97l/xSsI9fkP8Tll4LaYpQf9O7du+VPCK+47Xrm/q2zK2rf\nymrrJaPRSET9+vXrbN2tkC/Z1mq1bKs9e/ZsZGSkh99m3nJ29jNvviiKbOvkOE6SpK43n3vs\naSJSOVScQ0VEvJ3nJI6IeCtPEkdEKlGlsjd9CHlrsy8RTuJUdu/OXjnU7v1MkkoSBYdbGYmj\nw9Z+JB9DXA4OzoOAyabWh/TuEx3s1dY9kK+U4nme7W4qKysLDQ1lWKfzQstevXoZDAZW1Vqt\nVpPJxLbt8m8kXzS/X79+DBO72traGzduMD86nTt3LiIiom/fvgzrbFUnE7vjx4+vXr163759\n5eXlNpvNOVDvnnvuOXHixNmzZzt9j2LP7rnnnjNnzuzdu9c1sdu7dy8RjRo1qmX5hISEzMzM\nZcuWHTx4UKPRLFq0KPAmtBW7ds+abiaKVGd0XSA0vQkb2W4ngW11RHqiqUSU8SURUZCW1G1k\nhyH6uzlokIacA1SEO8XExl8SkZ4z89T0qRE4exDdvdg2SGUR6O63WhBZBO7uU4HEIK7ZtW/6\nZgUkA929nD6Ys/Ccg4g4koK5pnv06Dirhnxyxgq6yO4go4WIqN5IRGSykO3Ojqo3kfx+ESVq\naH7DhHpj0zvp5JUEm52uWPQGA4ni3WKNZhLFuytabWS2ERE1mkiUyO4go5mIyGghh4PsIo01\nP+DbdnbWc7s8v/7Im181e65q/vuQiASeglr7zcurKDjIfaHV2s9kClepVH871OxnnpNWTdoW\nY3wMQaRq/iVj0JPrguqq2PBQbeT5u0v02mY/KdUtgnSvk6MQl2gtFtXNxmAVJ5XfUunNRETB\nOnLtxAjt0k9RUJ7OJHYfffTR/PnzWz2d/+STT544cWLbtm1uVySw8tBDD2VnZ+fl5cXFxTlv\nUJyXlycIwk9+8pNWV0lKSsrIyEhPT8/NzdVoNC+//LIvAvOW7rGnWVUVcyIm7HpD0xOp2Q9o\nTuJ4l1/PnEOlcigpC/RbJgu5frfWeHd/iTHtF+kWzn4RicihtictI3JJTIPudG1qBFLz2srK\nsQevU8idryi1cLd7Vau5+/Wm5knX/DtJpyFN88OMnBZfKQ0ur4q+ZQvlzjT79nXrj3H7Jm71\nq7T7OXOjBhNJEtUb7/wlqjc2pVB2O5msZLaS1daUM9UZSRSpwUx2B9XcTrLaOeLIbCWbncxW\nsjJItpOJiE52vZ4AIUpuPyOJiMiLT6uGSENExPiOeyw7gYiISEuURkTvfdOBoi6fINcfpa6p\nrXzCxGzuY7GEh+c3S2rv5oguyaXrZ5YjMrRanihET+crIoxGreNykFl19wdwcBA5R/W4pqQt\nU2ToIK+vij1y5MjEiRNFUUxPT3/ppZfkMSLOSvbu3Tt58uSHH37466+/7kQ0blOKObleHtvq\nlGJz586dMWOGWz2ua508eTIjI8Nqtc6YMWPu3LmdiE22bds2IpowYUIXT8Vyed92ZXUmeFvT\niRWZYBWIo4sTxhKRQ6RGl8zF5iCzhYjo0KFDY8aM4Xit2eVubm7fSXI3gMzhoEaXezmbrOT8\nOWAXyWimxsbGuro6QRCCDL2ca1lcKrTZyXSnf0qUmkXVyiEbfmA0LvmlTEVmnVbtNqDW9Sx/\nBzWYSB6j7HA4LBaLzcGreK10py8NALqTM0FUuQytUQsUpCVRFOvr6/v2CnOeHnEO3RFcMlfn\nL1XXFDZIQ0PiaXSLUb6nT5++ePFir169JkyYwLAV+/btGzp0qD+eil29erXdbl+0aFFGRkbL\nV+WbABcXF3c9srbMmDGjd+/eW7ZskS/jGDBgwBNPPJGS0nKQWTPJycnLli1btWpVTk6ORqN5\n7rnnfBehUjjUzUexaOxEFNv8zjCuA8KI6F4iOrPRJ9HUtV+EqOn3M7UYENZoprD9BfJj55Ag\nIlLZVJzY9AOQaz4eSGXnuTuXkbgNDFLZVSrxbtcmb3WeNSWOON7KN6vkzrZcO0Q5iXibQERj\nQwxyeM4LoUqMVt7uWrnCxrn6Fau9ZUeXjhjnXjyR4k9lGTiTiiTnGXktZ9VydiIK5kz8oCHO\nc3/BOuJVtL6i3CE4iEgURImXiMgh2CUVEZEoOCROoubD4ESVKArNrtSTVJKo9nTpn8reNIDP\njfODc3eJy8fq/0YONVrIfnfcAdW7/NIrOnk+JjZRo2k6Rsi9pE5mG1lbXDdpNJO97UsMTSbz\nzVqLSqUKCQlxe8n1E+3UMulvNJOD/XXPP0SuP+NrG9xeVBGFXa/tZM1Pp7WS2Cmd1z12sbGx\n169fLy4uHjFiBN25yYizEovFotPpNBoN21tg+49A6rFrlZTabHiNW2LnP1qO9PfPf6nb/5M8\nxslJnMrmkjU6muWXJLp/57kloG6Zpcou3KmHUzmaqnUmqXfHv985Xz8rOtr5NWm884VksZLF\nRpIkGY0mkWvKb0zWu2O/oCM4jkKC6JbD5hAcEi+KgigKoqgSRbVD4iSH2kEkOdQOiZMkXhIF\nUSLJoXEQkcSLoqopNZALNz0W7i4nIuKayhORxEmOOymXQ22n9k5mefUW7VnKPTrJoYqkapCa\nXbVqIbVNuvuhFiX3AibSOZqPoq6Tmv3MsEpqi0sHjV0STHS3d9oiaawu9de7rGsijTiqaY5N\ni40sNiIi8fxZK6mt1HSy1ioK5ju12Yi3SM7Hgknysg/cX/1cu3dB0D9Z1ebhEjTy5x47efY0\nt7kf3LC9px/0IIZjAdliOS+g35A4Se43lbG/z5VHb6U26611/9Z0HTnnckivl4KkO7mDSdK6\nfgkZJa1danYosHFqi9RsiFyDFCS6pB4mSWt3qaFR1Ilc01NJ4hqkICLiUx8iIqnlNQQmkiSq\nqqoKDQ2Vb0njEJuNBPCWPPTeYrHIs5oO7N9P4O9ery2PLFRxFBxEgor0uqbzPoJAQZqmk7/y\n1TPOoUJcXmHnowEl85sDqeuB0yKlur/M5VV7WyPncom0SnT5bem4exqEE11Ge0scf+fnq+vv\nT04k3uWx8ycuJ6p4u2peTF8istpJHgX0j6pq11MuvE1o+skj3T2j4hqMhxMj7yYN/u/RzPaO\nn3wxeZ3YGQyG2tra2traoKAWFxERXblyhYjYzkLRzSwWi9nczrdBY2Ojs8M/wHTPTHZdhziZ\ncws13F++itzVjmkWp+6NdPcSHTyt761T3hU3L80kiSQb1bO/cypLeIsyV6uQfymTXS+pRIem\nqfPYd79FXxnTLN946+jZztXDiXfTTd7Gc8S1vNtOV3j+lzocDqPR2MV/e1BQULvph9eJXXJy\n8sGDB48dO9bq/V127NhBRGzHG3azioqKdmd9Pn36dFcnhNEyu9sQW4cONb9PnVLiJD8NVSlx\nkmJ3/b/767f7ToXserxFmVPKv1QpcRK7XS+p7p4VcT09wkor/1IXNpvt7Nmz3TClmNdj7N5/\n//2FCxempaXt3r3bOSejXMn169fHjBlTWVm5Y8eOxx57rNNx+7Mf2hg7pcRJ/hqqUuIkxe56\npcRJ/hqqUuIk7HrWlBInKXnXu+q2MXZeZ46/+tWvRo0atXfv3hkzZhw8eFBeWF1dvWHDhpSU\nlMrKyscffzxQszoAAAAAf+b1qVidTrd9+/YZM2Zs3759+/bt8kJn99WDDz74+eefswwQAAAA\nADqmM/fQio+PP3To0IYNG7744otjx47V1NSEhoaOHj362Wefff755zt4SWxb9yLmOC4nJ8fb\nFV3vRUyt3aCYiD799NNNmzZxHPfCCy/MnDmzI0ECAAAAKEgnb46q0Wjmzp3blSkc2pKcnMy8\nTlEU16xZIw8KXLBgweTJk5lvAgAAAKDH9dhd792604ho6dKlJ0+eTEtL69zqbbFarW+//XZB\nQYFWq128ePG4ceO8CxQAAABAIfxlOqPKysri4mKtVvvAA54uKvGW0WjMzMwsLi42GAzLly+X\nZzwDAAAACEgdSuzke5oQkSRJzseeeXsXlb1790qSNHHixFbve9w5NTU1GRkZJSUl0dHRK1as\niI+PZ1UzAAAAgB/ylx673NxcIurgeVgiWrRo0dWrV8PCwsaNG/eLX/wiIiKiZZnFixdXVFTE\nxcWtWLGirdvOlZaWfvbZZ65Lhg0bNmhQO3MCX7p0qby8vIOhKktRUVFPh9AhiJM5pYSKONlS\nSpyknFARJ3NKCdVznGaz+fLly/K8rJ0WHx/fasLjqkOJnWv3m7ddcR1x5syZ8vLyiIiI0aNH\nd3CVkpISIrp58+auXbsOHz68evXqyMhItzIVFRVqtXrlypXR0dGt1UFEVFVVlZ2d7bpk6tSp\n7c7XUVVV1cE422RoZ8f0lNLS0mbPlRIn+WmoSomTlLvrlRIn+WmoSomTsOtZU0qcpOhd31x1\ntdez8bqJiIhgk9j52jfffENEqampHZlqY/z48TNnzhw8eLDRaDx69OhHH3108+bNjRs3/sd/\n/Idbyejo6Orq6qysrPT0dLVa3WptERERDz30kOuSwYMHtzpbmkzuqIuMjJRnGe+8+i5MTu5L\n7m1XSpzkp6EqJU5S7q5XSpzkp6EqJU7CrmdNKXGSone9i6qqqpCQEJ1O15VN6PX6dst4PaUY\nczab7fnnn29sbHz//fcTExO9Xf3777/PyMiIjIz8+OOPnQvl+9itW7du6dKlNTU148ePX7Jk\nSQdvsOcZphTzE0qZDEcpcZJid71S4iR/DVUpcRJ2PWtKiZOUvOtd+e+UYvfcc8+f/vSnq1ev\nsoqgoKCgsbExKSmpE1kdEckXut6+fbvlS7GxsZmZmSEhIYWFhatXrxZFsauxAgAAAPgxrxO7\nEydOLF68ODExMTU19YMPPqipqeliBN5eNuHm1KlTRNTWKeeEhITMzMzg4OCDBw9mZWX1ePck\nAAAAgO94ndht3br16aef1ul0+/btmzdvXt++fWfOnLlp0yazuTPnvGtra48ePcrz/KRJkzpS\n/ve///23335bU1PjcDiqq6t37tz5P//zP0SUkpLS1ipJSUkZGRk6nS43N3fdunWdCBIAAABA\nEby+eGLatGnTpk2rr6//5z//+fnnn3/zzTdbtmzZsmVLaGjok08++cwzz6SlpXXkGghZXl6e\nw+EYN25ceHh4qwXcZn0tKipqeTlxYmLi7NmzPWxl6NChy5cvz8jI2Llzp1ar9cVMaAAAAAA9\nzuseO1lISMjzzz+/a9eusrKyd99990c/+lFdXd3f/va3hx56KD4+/r/+6786WI+352H/9Kc/\n/eQnP+nduzfP8zqdbtCgQc8///zq1asNBoPnFZOTk5ctW6ZWq3NycjZs2NDBzQEAAAAoSFdv\nd9KnT59FixYtWrTo/Pnzn3/++caNG8+fP//OO++sXr26I6tnZWV5LuA2J+ywYcM6Mi1YqzPJ\njhkzZvPmzR2JCgAAAECJOtlj16oOzjYG/5+9O4+Pqrr7B/69c2efyR5C9pBAWENYC4mtEha1\nVVC0yvNDURSttLVq66vVumBBilvFqm2hPj5poU1TpZCHsD1YIwQQAhGkbEMImA0C2SDJzGTW\nu/z+uGEcskwmmZPMPcP3/erLztw5c+ZzOZObb+5yLkIIIYTQYAh0HrvGxsZPP/30H//4R3l5\nubQkISHh//2///fee++RiBcEFy9ePH/+fG+v2mw2ANBoNAHOijdXEdj8xoPmC8Hp/ZSWnCDX\nqLTkBGqHnpacINeotOQEHHrSaMkJNA+9N7vdrlKplMqAjpSOGzfO9zTIMODCzmq1ShdPlJSU\n8DwPAOHh4ffff//DDz88Z84c/y+ekCG73d7R0dHbq4cPHwaAsWPH9na1h5+GnT4XyNsHT3PW\nGO+ntOQEuUalJSdQO/S05AS5RqUlJ+DQk0ZLTqB5W2jQAwAAIABJREFU6L2dOHEiJSWl++1P\n+8VoNPZ574p+V47bt28vLCwsLi622+0AoFar58+f//DDDy9YsCDAG2XIhE6n0+l0vttERET4\nuP+sf2T6vey2XrTkBHlGpSUnUDz0tOQEeUalJSfg0JNGS06ge+i/pVQqw8PDAy4e+tbvwk6a\nf4RhmNtuu+3hhx9+8MEH+7wfLUIIIYQQGgL9LuwmTpz48MMPP/TQQykpKYMRqE9SZdlFl8tg\nu8x+J/nb3/62efNmhmEee+yx++67b1BDIoQQQggNvX4Xdt3nB5Y/QRD+9Kc/ff755yzLPvPM\nM3PmzAl2IoQQQggh8gKdxy5Yepyprkcul+t3v/vdkSNHNBrNiy++OH369EENhhBCCCEULLQW\ndn6y2WyrV68+c+aM0Wh87bXX/JncGCGEEEKIUqFc2LW2tq5cubK6ujo2NnbVqlXBOikQIYQQ\nQmho0FrYPffccxcvXoyIiJg+ffpDDz3U45W5L774YkNDQ3Jy8qpVq4YNG9ZjP2azuaKiwntJ\nZGRkn9PMtLe3h+ptNlpaWoIdwS+YkzhaomJOsmjJCfRExZzE0RLVd06e581mc4ATFPszj12g\nd54Yet2vio2JiVm7dq13NeZpo1KpPvroIx/Txhw7dmz58uXeS+bPnz8E5+EtMMp0jpjt1lbv\np7TkBLlGpSUnUDv0tOQEuUalJSfg0JNGS06geeiJmzRpUp+HH+m7RcSMGTPefPPNzZs3/+1v\nf/vFL34RERFx9erVwsLC7i1jY2PdbveHH37odruHPidCCCGE0BCjb49dF19//fXKlSujo6M3\nbNjgWSjtsVu/fv3LL7/c2to6Y8aMl156KcC7u0p27NgBADNnzuzt2K6fmNKDgYcZDGLed72f\n0pIT5BqVlpxA7dDTkhPkGpWWnIBDTxotOYHmofe2b9++MWPGxMfHD3YM+vbYdSFd6Nre3t79\npaSkpNWrV4eFhZWXl69du1YQhCFPhxBCCCE0dKgv7EwmEwD0dluz1NTU1atXGwyGL7/88sMP\nP6R99yRCCCGEkA+UFXavvvrqwYMHW1tbeZ5vaWnZvXv373//ewDIzc3t7S0ZGRkrV67UarV7\n9uxZv379EIZFCCGEEBpSlE13cvLkye73NEtLS1u8eLGPd40ZM+a1115buXLl7t27NRrNE088\nMZgZEUIIIYSCg7I9du+8887cuXPj4uJYltVqtaNGjXr00UfXrl1rNBp9vzErK+uVV15RqVTF\nxcV///vfhyYtQgghhNBQomyP3dixY/25LViPd5KdMmXKli1bBiEUQgghhJAsULbHDiGEEEII\n9YayPXZD4Nq1a42Njb7b1NXV0XKHk/46e/ZssCP4BXMSR0tUzEkWLTmBnqiYkzhaovrO6XQ6\nL1261Noa0N0pEhMTIyIifLfBwq4rQRD6vFMFx3GhejcLWtYLcxJHS1TMSRYtOYGeqJiTOFqi\n+s4pimLgxYM/M/JiYddVbGysj3vL1tXVAUBGRkaAd54AuU6cnZ2dfcNzWnKCTKPSkhPoHXpa\ncoJMo9KSE3DoSaMlJ1A99F5aW1tHjBiBd55ACCGEEEL+Ctoeu6qqqv379584caK+vp7n+ZiY\nmKlTpz7wwAM+9pZJpPvAdtHlMlipTZeFf/vb3zZv3swwzGOPPXbfffcFvAYIIYQQQvIStMLu\n5z//uffThoaGXbt27d+//4033hgxYgTZzxIE4U9/+tPnn3/OsuwzzzwzZ84csv0jhBBCCMlB\n0Aq7jIyMvLy87OzspKQknudNJtNHH33U2Nj48ccfr1mzps+39zhTXY9cLtfvfve7I0eOaDSa\nF198cfr06YEFRwghhBCSqaAVdu+//7730+nTp4eHh//yl788d+4cwU+x2WyrV68+c+aM0Wh8\n7bXX/JncGCGEEEKIUjK6KjY1NRUAtFotqQ5bW1tXrlxZXV0dGxu7atWqlJQUUj0jhBBCCMmQ\njAq7AwcOAICfh0qfe+65ixcvRkRETJ8+/aGHHoqKiure5sUXX2xoaEhOTl61alWgs5MghBBC\nCMkeI4pisDMAANTV1b3wwguCIPzxj3+Mi4vz0bL7VbExMTFr166Njo7u3kalUn300Uc+rrT9\nz3/+8/zzz3svmTdv3rRp03prL00tyLKsQhHQTDHf1xgDefvg2e20ej+lJSfINSotOYHaoacl\nJ8g1Ki05AYeeNFpyAs1D743jOIVCEWDxkJWVlZSU5LuNLPbY1dXVrVixwmaz/exnP/Nd1QHA\njBkz7rvvvszMTJvNdvz48b/85S9Xr14tLCz82c9+1qVlbGxsS0vLhx9+uGLFCpVK1WNvPM+b\nzWbvJS6Xq8+JoXme53m+r9XySRPQuwdP13WnJSfINCotOYHeoaclJ8g0Ki05AYeeNFpyAtVD\nf6PAiwd/7jwR/D12FRUVq1evtlgsDz744COPPNLft3/99dcrV66Mjo7esGGDZ6G0x279+vUv\nv/xya2vrjBkzXnrpJZZlu7+9tbX12LFj3kuGDRvmo7iUGmdmZoaHh/c3qrfEc1WBvH3wXB6T\n4f2Ulpwg16i05ARqh56WnCDXqLTkBBx60mjJCTQPvTeTyZSYmBgZGRnIR0REROj1et9tgrzH\n7ujRo2+//bbT6VywYMEAqjoAkC50bW9v7/5SUlLS6tWrX3rppfLy8rVr1/7yl7/svgs0Kipq\n3rx5/f3Q6OjoQE/ak+v3MiEh4YbntOQEmUalJSfQO/S05ASZRqUlJ+DQk0ZLTqB66L1UVlZG\nRUWF+C3FvvjiizVr1jidzrvvvvtHP/rRwDoxmUwA0OPFEwCQmpq6evVqg8Hw5Zdffvjhh0Hf\nPYkQQgghNHiCVtgVFRV98MEHPM8vWLBg+fLlfr7r1VdfPXjwYGtrK8/zLS0tu3fv/v3vfw8A\nubm5vb0lIyNj5cqVWq12z54969evJ5MeIYQQQkh+gnYo1nNK3Pbt27dv3+79UkFBgecMti53\nfT158uTJkye7dJWWlrZ48WIfnzVmzJjXXntt5cqVu3fv1mg0TzzxBIk1QAghhBCSl2Aeih2A\nd955Z+7cuXFxcSzLarXaUaNGPfroo2vXrjUa+7j4OSsr65VXXlGpVMXFxX//+9+HJi1CCCGE\n0FAK2h47P2/22qXZ2LFj/bktWI+dT5kyZcuWLX7GQwghhBCiDmV77BBCCCGEUG9kMUGxrDid\nTofD4btNR0eHWq0emjxDrMeJY2QIcxJHS1TMSRYtOYGeqJiTOFqi+s7J87zNZgtwXXQ6XZ/l\nR/AnKJab2traioqK3l7FW4rJBC03w6ElJ1A79LTkBLlGpSUn4NCTRktOoHnovbnd7sCLB39u\nKYaFXf/s2LEDAGbOnBngBMVM6UFCiQgT877r/ZSWnCDXqLTkBGqHnpacINeotOQEHHrSaMkJ\nNA+9t3379o0ZMybEJyhGCCGEEEIEYWGHEEIIIRQiQvbiibKysuLi4urqalEUMzIyFi5cmJOT\nE+xQCCGEEEKDKDQLu+Li4vz8fM9Tk8lkMpmefPJJ6T4WCCGEEEIhKQQPxTY0NGzcuBEAlixZ\nUlhYWFhYuGTJEgDYsGFDY2NjsNMhhBBCCA2WECzsSkpKOI7Ly8tbtGiR0Wg0Go2LFi3Ky8vj\nOK6kpCTY6RBCCCGEBksIFnYnT54EgNmzZ3svlJ6eOnUqOJkQQgghhAZfCJ5jd/nyZQBIT0/3\nXjhixAgAqK+v79K4rq6uoKDAe8nYsWNHjRrl+yOqqqquXLkSeFQZkspi+cOcxNESFXOSRUtO\noCcq5iSOlqi+czocjpqamqampkA+IiUlJSoqynebECzsOjo6ACAsLMx7YXh4uOclb83NzUVF\nRd5L5s+f3+f9OpqbmwNNaexjYIKlrq7uhue05ASZRqUlJ9A79LTkBJlGpSUn4NCTRktOoHro\nb9TS0hLgR0RFRd2MhZ0PDMN0WRIVFTVv3jzvJZmZmQkJCb31IO2oi46O1mg0gSQ56vXY6XSa\nzeYAb2XRxbVr15xOp8FgkCrafgi7Yd2P3vjilStX4uLiWJYNNN91HR0dZrNZqVT2e/XDuo6R\nd9Rr165pNBqDwRBovut4npf+zOr36vvM2dHR4XQ6o6OjA0/o0dzczHFcRESEXq/v3zt7H3pp\n9X38XAyA2Wzu6OjQaDT9Xn2fX9Hm5ubw8PAAfzy9uVyuq1evAkC/V9/n0JvNZlEUIyIiAozn\nraGhQRTFfm+dfOZ0Op3t7e1xcXEE8l3X2trqcDj0en2/V7+vrdOwYcOUSmK/1KTberIs2+/V\n9/lP2traqlarB2Pr1O/V95nTZrM5HI7B2DqFh4f3e/Xp3Dp10dzcHBYWptVqA8nmz4Y9BAs7\ng8FgNpstFktkZKRnodlshp7+RTIyMt566y3/O5duKZaZmUmwDmtqajKZTNOmTSPVIQCUl5c3\nNTUNHz58/PjxBLvdsWNHVlZWvyuG3tXU1Jw+fVqr1RJf/bi4OOn4OxE2m23Pnj0AQHz1m5qa\nyK57aWmp1WpNSUkhvvpkc5pMpqqqqoiICOKrP2rUKIKFSEtLi1TYEV99QRCysrII9rlr1y5R\nFImv/smTJ8mu+9GjRxsaGuLi4siu/s6dOydMmGA0EruLaG1t7alTpzQaDfHVj46OzsjIINWh\n3W7/4osvAID46jc0NJBd93379lksluTkZOKrP3Xq1O47bgbs7Nmz33zzTXh4OPHVHzlyJN5S\nbCASExMBoLq62nthTU0NAPR561yEEEIIIXqF4B677OzsioqKvXv3TpkyxbNw7969ADBx4sQA\nO09LSxNFUafTBdiPN51OR3Y3MgDExcVptdo+j8T3V1paGsEjHQAQFhaWmppK8MCZJC4urstJ\nlgFSKpWpqanSA4Ldkg0pSUxMdDgcg7T6BEVFRaWmpvb7VIG+JCYmkv3x1Gq1xNcdAKKiokRR\nJNtnamqqIAjEV1/6U5mg2NhYtVpN9hgfAKSmpqpUKoIdDtLWKTY2luB+NfD68SS++oIgEOwQ\nABISEqKiosj+1A/e1on49jkhIYHgAR8fGOIbl6BraGj46U9/ynHckiVL7rrrLgDYtWtXQUGB\nUqlct27dEOwFRQghhBAKihAs7KDbLcUkTzzxxL333huUPAghhBBCQyA0CzsAKCsr27p1q3Sm\nXXp6+sKFC3Nzc4MdCiGEEEJoEIVsYYcQQgghdLMJwatiEUIIIYRuTljYIYQQQgiFCCzsEEII\nIYRCBBZ2CCGEEEIhAgs7hBBCCKEQgYUdQgghhFCIwMIOIYQQQihEYGGHEEIIIRQisLBDCCGE\nEAoRWNghhBBCCIUILOwQQgghhEIEFnYIIYQQQiECCzuEEEIIoRCBhR1CCCGEUIjAwg4hhBBC\nKERgYYcQQgghFCKwsEMIIYQQChFY2CGEEEIIhQgs7BBCoSYpKSkpKWnoP6jPzx2CYP2NhBAK\nMVjYIYRohVULQgh1oQx2AIQQolV9ff2gtg/c0H8iQii4cI8dQgghhFCIwMIOIUQlz0HYJC/e\nDXie/+CDD2bOnDlixIhZs2Z9+umnPnqrq6tLSkoaN26cIAjSkjNnzkh9nj17VloiCMLYsWOT\nkpIuXbrk/dG99Xn06NGxY8empKTk5+f32F56arfbX3zxxaysrNGjRz/xxBMXL1707mTLli0P\nPPDA2LFjR4wYccstt/z2t7+1WCzesZctW5aZmZmVlfXrX//abrd3/1fy/sTy8vJnn3122rRp\naWlpEyZMWLx48b59+3z8syCEqIOHYhFCoemFF1745JNPpMcXLlx4/vnnDQbD/Pnze2ycmpqa\nnJx86dKlioqK8ePHA8C+ffsYhgGA0tLScePGAcDZs2ctFktycnJycnKfn37gwIFly5YBwF/+\n8pfbb7/dR8tnn312165d0uPdu3efOHGipKQkMjJSFMVnn322qKjI07K2tnb9+vV79uwpLi4O\nCwtrbW29//77r1y5AgA2m+3vf//71atXfae67777PI/b2tr2799/4MCB/Pz8O++8s881QghR\nAffYIYSo5Dl7rN6Ld4P9+/dv3LixoqLiq6++uuOOOwDAs+esRzk5OQBw+PBh6WlpaemECRPG\njx/v2ad15MgRAMjNze0z22efffboo48ajcaioiLfVR0AnDx5cvPmzZWVlZs3b05KSrpy5cqf\n/vQnAPjnP/9ZVFQUHx//0UcfnTp16ptvvtm2bdvkyZPPnTv3hz/8AQDWrVt35cqV5ORkz9tP\nnDjh+7PmzJlTUFBQUVFRW1t77NixlStXiqL44Ycf9rlGCCFaYGGHEApNa9eunTdvXlhYWGJi\n4qpVqwDAZDL5aC9VbFL1Zrfbv/rqq1mzZs2aNau8vNzhcMD1mq/Pwq6oqOipp57KyMjYuXPn\nxIkT+8z529/+Njc312Aw5Obmvv766wDw+eefA0BhYSEArFu3bv78+dHR0Vqtdtq0aevWrQMA\naQ/fv//97x7f7sPy5cs3btx42223jRw5ctq0aStXrgQAz7FmhFAIwEOxCKHQNHPmTM/jlJQU\nALBarT7aSxVbeXk5AJSVlblcrlmzZomiuG7dusOHD+fl5X311VfgR2H33HPPjRw5cuvWrWFh\nYf3NKXVeV1cHABUVFQDw4IMPAoAoitJ/pQfSSX5Ss+5v78327dt/8pOfSD14czqd/uRECFEB\n99ghhEKTRqPxPJbOlvMtLS0tMTGxqampurp63759er1+xowZM2bM0Ol0paWl1dXVTU1NiYmJ\nqampvvtRKBQXLlzYsmVLgPmlCozneZ7nBUEQBMFTk7nd7gF0+N5774mi+Mgjjxw4cKCqqqq+\nvv7ChQsBhkQIyQ0WdgghWknlGsdxpDqU9ngdPny4tLQ0JydHpVKp1erc3Nz9+/dLh2hvueWW\nPjtZv349y7KvvPLKxx9/7M+HSj1LysrKAECqHceMGQMAO3furO+Jp1n3t/empqYGAF555ZWM\njAyp6j1w4IA/CRFCFMHCDiFEq5iYGADYsWMHqYOJUmFXVFR04cKFWbNmSQtvu+22c+fOFRcX\ng39XTtx1113r1q1TKpUrV67885//3Gf7FStWlJWVdXR0lJWVvfbaawAgXW+xdOlSAHj88ccL\nCwsvXrzocDhcLldVVdU//vGPe+65BwCkK0K6v703iYmJALBu3bq2tjaz2bxjx44XXnihz3gI\nIbow3c+3QAghKvziF7/YtGmT9xJpV5Y0c1uXi2S7LOyxTU1NzXe/+13pcWlpaWZmJgBUVlbO\nnj1bWnjo0KG0tDR/+tyxY8fTTz/Ncdyvf/3rZ555xkf7H/zgB//3f//n6TMhIUGa7gQAXnvt\ntd6u5K2vr29tbb399tul6U4kd999986dO3uLtH79+t/+9rfenTzwwAObN2/u/u+AEKIX7rFD\nCNHq9ddff/TRR5OTk5VKMteBjRgxIiEhAQASExOlqg4ARo8eLe3rSkhI8K7qfJs/f/4f/vAH\nlmXfeuut999/30fLDz/8cPHixREREXq9/s477ywqKpKqOgB4/fXXP/3007vvvjs+Pl6pVGq1\n2jFjxjz11FMlJSUAEBUVVVRUdMcdd+j1+sjIyIcffviDDz7w8UFPPfXUihUr0tPT1Wp1Wlra\nL3/5y7Vr1/q5OgghWuAeO4QQCo4e9xoihFAgcI8dQgghhFCIwMIOIYQQQihEYGGHEEIIIRQi\n8Bw7hBBCCKEQgXvsEEIIIYRCBBZ2CCGEEEIhAgs7hBBCCKEQgYUdQgghhFCIwMIOIYQQQihE\nYGGHEEIIIRQiyNxgkZSrV68WFxf/5z//aWpqcrvdMTExkyZN+uEPfxgfH+/drKysrLi4uLq6\nWhTFjIyMhQsX5uTkdOnKnzYDsGfPHgCYPHlydHR04L1Jrl69ev78eSLxPE6ePNnS0pKSkuK5\n3yURe/bsyc3N1el0pDqsr68/d+6cXq8nu/onTpyIiYlJTk4m1aHdbi8rKwMAsqt/6dKlq1ev\nTpo0iVSHAHDkyJGOjo7Ro0cTX/05c+aQ6hAAzp8/f/HiRelnnGC3R44cGTVqVExMDKkOr127\n9p///AcAiK++KIqjR48m2GdpaakgCJMmTSK7+ufOncvNzSXVIVzfOiUnJ5Nd/b17986cOVOv\n15PqUNo66XQ64qsfFRWVkpJCqkOn03nw4EEAyMnJIbv6zc3NkydPJtUhAJSXl1ut1szMTOKr\nP3v2bIZhSPX5zTff1NbWRkdHE1/9jIyM2NhYgn32SEaFXWVl5auvvupwODxLGhoaGhoa9u/f\nv3r1as8moLi4OD8/39PGZDKZTKYnn3zynnvu8Sz0p83A2Gw2AOB5PsB+vPE8773WRDgcDpvN\n5na7yXZrs9nITnzodrttNptCQXjPsdPp5DiOYIeiKEpDT3b1OY5zOp0EOwQAu91us9kGafUJ\nkobeaDSS7dZut5P98RQEgfi6A4Db7RYEgWyfNptNEATiq2+32wl2CAAul8tms7lcLrLdSqtP\nsEOO4wZj6F0uF9kts+crSnz1B2nrNEirT5D0FTUYDGS7tdvtZLfMvZHRodiPP/7Y4XCMHj36\nzTff/PTTTz/55JM33nhj1KhRdrv9f/7nf6Q2DQ0NGzduBIAlS5YUFhYWFhYuWbIEADZs2NDY\n2Oh/G4QQQgih0COjwq6qqgoAXnjhhQkTJuh0Or1en5WV9etf/9rzEgCUlJRwHJeXl7do0SKj\n0Wg0GhctWpSXl8dxXElJif9tEEIIIYRCj4wOxcbExDQ0NPT2kvTg5MmTADB79mzvV2fPnl1a\nWnrq1Cn/2yCEEOqR88VnPY/DAL4L4PxsK8H+JwJMBIAD0N/jfJq3PyQYA6FQJaPC7v7771+3\nbt0777zz+OOPZ2RkAEBVVdVf/vIXAPjhD38otbl8+TIApKene79xxIgRAFBfX+9/G4/m5uYD\nBw54L0lMTExMTPQdtampieB5JxaLheO4uro6Uh0CgBTPYrGQ7RYALl++rFarSfXW2toKAG63\nm2xOh8PR2tpK8NQ9z/lAxFff4XCQXXfp/JXBWH2yOS0WCwDY7Xay3XIc19zcTPCkVavVKj0g\nvvqiKJLtUzoBNPDVT/vBfxFKRFhtX/9cV65c0Wg0pD7u2rVrADAYG+e2tjaCfXq2TsRXf/C2\nTgS7lfqsq6sjePGE2WwGgMFY/ZaWlgDPLo2Jienz5D+G7MngAdq3b9/mzZtra2s9S9LS0hYt\nWnTrrbdKT++77z6e5//3f/+XZVlPG57n77vvPqVSWVRU5Gcbj2PHji1fvtx7yfz586dPnz4Y\na4cQQvK3wBgV7Ag9225tDXYEhIJs0qRJfV5TLKM9dqIo1tfXt7S0eC9saWmpq6sTRbHPYtyf\nar17G41Gk5SU5L0kPDzcxxXj0tU3Go3Gu2oMEM/zLpeL4CQaAOB0OnmeV6lUKpWKYLc2m02n\n0xH8w4jjOJfLpVAotFotqT4BwOl0siyrVBL7eouiKO0EJb76PM8T/CMbABwOhyAIarWa+OoT\nnEkBAFwuF8dxLMuSXX273a5Wqwn+eAqCIO0AI776AEBw7y8MztZJVnwPgc1m02q1BHdUS1sn\nhmGIb5wVCgXBLbNn60R89Ylvnex2uyiKZH8xUbR1cjgcKpUqwB9PfzbsMirsCgsLP/3008zM\nzMcff3zkyJGiKEqHYj/99FMAePjhhwHAYDCYzWaLxRIZGel5o7TX1DOu/rTxyMrKKi4u9j/k\njh07AGDy5MnDhg0b2Gp219TUZDKZ8vLySHUIAOXl5U1NTSkpKePHjyfY7Y4dO3Jzcwn+CNXU\n1Jw+fVqv1xNf/bi4OOn4OxE2m02awpD46jc1Nc2YMYNUhwBQWlpqtVpHjx5NfPXJTuRmMpmq\nqqpiYmKIr/748ePj4uJIddjS0nL48GEgPY+dyWQSBCErK4tgn7t27ZLmsQt09UsPEkpEmO8h\n2LlzZ05ODsEJdGpra0+dOqXT6cgO/dGjR6Ojo6XTjYiw2+1ffPEFABBf/YaGhpkzZ5LqEAD2\n7dtnsVgyMzOJrz7ZeezOnj37zTffREdHE1/9MWPGdJmXdzDI6KrYzz//HABefPHFrKysLlfF\nSi8BgHT2W3V1tfcba2pqAMCz482fNgghhBBCoUdGhZ3nJGVv0imAnpeys7MBYO/evd5tpKcT\nJ070vw1CCCGEUOiRUWEn3fzq7bffPnPmjN1ut9vtp0+ffvvttz0vAcC8efOUSmVpaemmTZus\nVqvVat20aVNpaalSqZw7d67/bRBCCCGEQo+MzrF77LHHXn311fPnz7/00kveyzUazeOPPy49\njo+PX7p0aX5+fkFBQUFBgafN0qVLPcet/WkTSqqvQHMbGHWgVYNWA0Yd6Eme7okQQgghasio\nsBszZsz777+/ZcuWU6dOXb16FQBiYmKys7Pvv/9+73Pj7r333ri4uK1bt0pn0aWnpy9cuLDL\nTZr9aRNc3lOARgDkAjj/r8hHex822X/4L+esLguVME3POA2MQwsNWsZlYOw6xqVh3AZw6BmH\nBtw6hdMADg3j1jIuAzg0jEsLLoPCEfbyCp0GDFpgZbQzN6R4D30CQAKAc0uBj/b91fktP/Bv\nnP0VBULBKxhewQgMy7MgAuvq/GXBCAzLfXtZn2e5oORFxQ2TZ4mMyKt4YIBXcyACp+YAgFcP\nxb0yEbqZyaiwA4CkpKRnn322z2a5ubl9Vmn+tAkiLbkpQEccyYyp6rqQA9Ys6s1i/6/f/HXn\n/7MKMGhBqwGNqnN3oEoJHe3TDl1RG3Vg1IFaBToN6DSgVoJRBxoVaFRg1INaCToN6DWgUoKR\n5CwBIYLg0JMlowktkR94ATquz0NsdwLHQ6tNb3cqztcrL7UBx4PDDS43uDmwu8DpAhcHNgdw\nPFjtwAud/+1wgJsDhwucLnC6O/uZ6riFEYhdYNhDcjXHqThew3Fqjld3/tetdXMat1vncuvc\nnNbFYf2H0EDJq7BDA6DgBmXfGi+A2QZmW5en3PLsAAAgAElEQVTFCWcu96+fzoJPByol6LVd\nC0HeHdV2bYxRzzYDqFVg0IJWDWolhOlBrQKtGgxaUCtBT3KSO4TkRRChzdr5v1YLXDNDmxVa\nrdBmBYcTHG6w2sHlBrsTbE5wub+t57rJAwDYH2geBgaxqgMA1qVkXUro8NVGVIhurdutc3Fa\nl0vncutcLr2zbBgMj4LYSAgnOWcZQqFGXneekIPq6uozZ84M9qcQnNtd12ZQd2gUvIJ1K1lO\noeBYhVvBupUKXqHgWNbNshyr4BSKzgesgqfyIKua5ViFoFVxSgWvUgoapZtVCBolr2I5ViHo\nVByrEFQsp2Z5xfWnapZTKQWW4TVKTqEQtUq3QiFqlEHeE4DT+t+cOF6R9eWxFiGySYhsFiOa\n+chmMbJZiGgWIq+KYYKcrmOTP6WCj9A5wrTOcJ3dqHGEax1hWke4zhmmsRu1TqVCCHZAhAaL\nP3eewMKuK2m28d5elWapnTx5cnR0dCCfYig/HsjbA8S6lApeoRAUnQ+4zgeMoHhreKrTDQ4X\ndDgYFwcOF2NzgNMNdhdjd4LZ4uBB5+QYlzuI8QOlUoJWJaqU0t5BUaMGrRqUrCjtLFQpRa0K\nlErQqkSWBYMWFAyoWFd11TcapXvsmNHREWpgwKgVGQaMOhEAwvQAAGE6v36Ugjv0PnTMmNLb\nS3a7vaysjOw0rRcuXKirq4uJiZk0aRLBbg8fPpyZmRkTE0Oqw9bW1uPHj4N/ExTzAlwzM42t\nTHM709TGNLUpGluZplamsY1ptQzubjD/iYwoqHhBIQosLyiFyeFanQZYhWjUgkIBRp3416YW\nXs2LIApKQWRFQSEISgFA5FW8pxN/TpVj3SyIDMuxIDKsi2WAUbhZllOwLqXSpWRdSqVTybqV\nSqeSEUjWtUadGBMuRoVBbLgYFSZGGcXocDFMJ4bpxDA9hOtFo07U+XGFWX19/blz53Q6Hdmz\nek6dOhUREZGamkqqQ4fDcejQIQDIyckhOH16fX19c3Pz5MmTSXUIAEeOHOno6Bg1ahTx1Sc7\nQbG0dYqOjia++hkZGQHe3cCfuwrhodiulEpln/9qGo2G7A1Mhhiv5jq30N1uJfxE3kgfb9yx\nY8+cOXOkdTfbOs/O6bB3nr7jcIGL81ruADcHHfbO5RZb5+k+XZYPPTcHbs6zCfBzW6ACyAYA\nONZHuzDGzoBoYOwMgJGxs8nJBi0oFJ3Xo2jVkNY0UmBFgZVOKucBgFdxIgMiKwgKAa7/yrz+\n2xRE9voDRuCVnbsieBVH/HBZn19pst956aeMZVmy3SoUCrI/ntJ9uuD66vNC56HSlnZotcBV\nMzS2QlMrNLVBYytcNYNAaG+RyIichhNYnlfzokLgVbx0dQKv4gRl51fF8xUCAIHlBVYEUez8\nUklXKih5USEKLC8qRV7Ji4zYvSA7k/fdLktWln5DZh38puAVSodKZVernCqVXa10qFQO6YFa\nbVOrHOp+nfNntTNWO1Pb6KuNSglhetCpIdwAShZ0GtCqOs8GYVkI04FGDTZrbNtVu0GnEiP1\nnWcVqyHcADp15+nFA8OyrFqtJvgV9RQ0Wq2WYLfSrfmI/3hKPRNffb1eT7Cwk+54Jv+tU29k\nV9g5HI5t27YdPHjwypUrDMNMmDDhnnvu6VI1l5WVFRcXV1dXi6KYkZGxcOHCnJycLv340wYF\ngshpLjU1NV8dP6fVhU2dfounQLS7wOUGix1cbnC6wWoHpxsczs6K0OroPBPcYgMXBw4n2JzA\n8X1/1tCwiDoA+PayldquDWKB5Jw70t4X6TGn4gBAVIoCK9WLvMiIIisIrCCwgqgQpIKgczcM\nywusKHj9sj9bK+2wAQUDBh0oFaFzaiPHg80JAMB7PZDOVBNE6LB3PrDaAQAsNrC7wO4EmwMs\ndmgzh11umG53q/52FK5ZoK2HadQHyK1zufQut9blMjg5jZvTut0aN9f5P47T0rxXvJ8EVnAZ\nnC5DL1dyi6ByqlV29f+NnNTcBi3t0HgNWtqhsRWa28Hs81y93rg5uGYGAKhv8dEqCiAKAD49\n0vPL4frOCk+vBemSMoMW9BowaMGggzAd6LWg13YuDDd0voTQYJNXYdfS0rJixYr6+nrPkqNH\njx49enTbtm2eJcXFxfn5+Z6nJpPJZDI9+eST99xzT7/aIJnQqdxGrSspNqBORBFUnx9RCIyC\nZxVuBSMoWDcr/Vc6xMy6FYwoLWRYV+cRIkZkFNISjmUEhcKtYKQjRzdO6CBnjMh45pvwPBiY\nR/b2sFDJgl4DrEIHwpz/Odx50FmvAZbt3MMBACol6K7fy96o77onUaXsed9GU1PslUaVttZ4\n5FIPr1rsN1yma7WDcP2ptN9X4nCC+3pNb7GBKILdPlPYppEauzhw9HpWhf80MNBaXMFATATE\nR8PwKBgeBW9dq3brnS6dy2Vwclq3yOBpMP5hwK11ubWu27J7eNHphqZWaGmH3XuOxyePNzs0\nV81wzQwt7XDNAq0WGLyzjXq6vKxvSnaaVi1GGMCg7SwKDdrO+Ue1ajDoOncfSkWhVt25g1Ca\nZEDJYmmI+iajwk4QhLfeequ+vj4xMXHZsmVZWVkKhcJkMm3evNnTpqGhYePGjQCwZMmSu+66\nCwB27dpVUFCwYcOGmTNnDh8+3M82KMQwjOf4Mrn9HCKwbiUAKF1KYKCzHHSzjMgouM5y8Nsl\nbpYRgOVYRmAUnpJRZL5niHRznXNJSEeoW108LVUjAHC89KuLAdC39v93mE9xAHEAACfJdjvU\nU+wwDMSEQ1wUDIuA+GiIi4JhkRAfDfFRMCwSVF6b2OdL+3lJOfKDRgUpcZASB5crL8+alWk0\n3vBnhCB0lndmG5g7wGLrrMYsNmjvAKsdOB4sts49uE5350XH/GBefcHxjNXOSLuHB0at7JyO\nXsVCmB4UjMZhy1Eq+NI6bbgRVCwYdaBRg0YFYbrOv6z0WtCoQC9NUCXNYHX9DzMUemRU2JWV\nlVVWVoaFhb355ptRUZ1XDk6dOnXq1KmeNiUlJRzH5eXlLVq0SFqyaNGiS5culZaWlpSUPPzw\nw362QX7ynk0XAG6Hgcx864M0Qy/0f37moZhNl7l+opJ0WlK38xH9UdntBCam9LD0QNrBxrpZ\nBhiGZxQc2/lUZKS6EAAYgVHwLAAo+M4HIALr6qwLFYLCM9mNVIMyvEK66rmzH6GzvvTUoANZ\nh5uYSglatagEu1rJpSWGx0RApBGiwiA2AiKNEB0GwyIhJhyU+O8qVwoFxEZAbET/3iUIYHXA\nhW8unTadB9aYPfk7LjeYbeBwgc0JdidYbGBzdp4HYraB3QkdDrA5wOYYyD68/nJxnWczX6cA\niAWASp+nFfYoXC99ycGgA42qcwpSaUYqpyPa5VCduQYqFgzXC0GjDlhF575DvRbUStCoQae+\n4Q8YFHQyGo39+/cDwPz58z1VXXcnT54EgNmzZ3svnD17dmlp6alTp/xvg/yEs+kOHj4YE/F7\ndiWyHMtwjIJnFZxCISgUHPuvcWOlI55WG4gA5g4QAaw2EERot/JNTU1hkQmCCA6XdPUJ2J0A\n0LmTA7zOUSMozOvArtLrgK90LqBE+rUkMWrh6tXm8PDwiDCNWgkAnefFAwB7/RgWe/3cQWkK\nbgBQMNd7Y77dwxGmB70GlCy0tFw9fPgwAMyfP5/w6iG5UiggXA8x4Xy0oUOvFyeP6t/bbQ7o\ncIDNCR0OsNrAer3mszqgww5Vdc2g0CmURrsTLHbocHxbFw49n2VoGEDY537/ztRpQMWCWgUa\nVWfZJ52tC9BZ+SkUYGkd7Xa7jzZExPwHQPoBZ4ABMOoBvH4kwescboMOFAzAjSd1KN9+WcF0\n7lYNY+y3g+g68G9/g/ohAyADAACcRf/o1xtlcv8eGRV258+fB4CpU6du27Ztx44dLS0t0dHR\nM2fO/K//+q/w8HCpzeXLlwEgPT3d+40jRowAAM+Zef60Qejm5LlUgtN0PWY9b9oNT7vsrAUA\n6PF3AANwva4Cr4NgdlHt7s/mRbqauI9GHEBfm87S0jPjx4+Pi4vz/6MRIks6Pa43R4/WRkdH\nZ2QYu79kc4DDDXYnWO3gdIHD1XkNmd3V+QdVhx04Aaw2cPNgd16fiKBDaGu3Ot1KVqVzuRmr\ng9il2f1id4Iff9klAPRwSVn/vdHjUl7Fw/VTV4Xr8wwAACiAV337J7SgEAVl58m5bcnXmjOv\nBB5IIpM9DjIq7Nrb2wGgpKTks88+k5Y0NTVt3769vLz83XffjYiIAICOjg4ACAsL836jVPZJ\nL/nZxuPs2bNvvHHDVyQnJyc7u6dzdL2cPn26zylR+iLT+UgPHDhw4wJacoI8o9KSE7pFvU2u\nO2v39/BP+i2bzXbmzJlz586R+jiO6/x90NNQ9pcch57er2gXoigeO3ZMmlCDCGlCU4fDQWLo\nv2Wz2dra2vzcy6AGUAMYPY96motAEASLxQIARqORZVkAEETG4WZdnIIXFDankhcULk7hcCs5\nQeFwK1yc0s0zTrfSySl4QWF3Kd28ws0rHC6lm2dcHOvkWI5XOCg8c8P7bBM/0zsiSB479/1V\n6ejoMJlM0j6sARs9enSflwrIqLATBAEAjh8//vLLL2dlZQHAqVOnPv7448bGxsLCwp/85Ce+\n3+7PHDbd29hstrNnz3ovGTlypFRi+tC9QOw3ud5+oOu605ITZBqVlpxA9dDfiMCP54A+t2+y\n/Cel+CvajVTfkCUIAoGhv5Hb7XY4yB95tVpvmIyHAVAChEu/5NU9vqOr2w/8G5Tf1gVOUDlF\nVYeo5URlh6hxgtoNSquoFUBhEXWCqOgArVtUOkS1G5QOUc2Bwi5qBGCsog4AOkSdyDAOUe0S\nlSJAh6gDAIeodsmp8CB7cXqfXxXPvJgD5uMGCh4y+vfV6XRWq/W5556bOHGitCQ3N9dgMLz6\n6qvl5eVSYWcwGMxms8ViiYyM9LzRbDaD1+yp/rTxSEpKeuaZZ7yXpKSkpKWl9RZSqgJTUlKM\nxh52pPfDxYaA3j5oxo0bd8NzWnKCTKPSkhOoHnovVVVVcXFxgf54euno6Kirq+vzc/0iy39S\nir+iN6qoqMjIyFCr/Sth/NDa2trQ0KBSqUaN6udJdj5dunRJr9cHeO8ib263+8KFCwCQkZGh\n0Qx03mQAANAGVNOLAPz1Mzb6/uNKunqM8Vz4JVy/Yuz6dARw/eYlAPBuRJSb79wvY3Mo3mm3\nXn9L5w5axvviMIbxXGEGANIkBp6nSq9poRiB4bQkz3Luc+s0bNiwLocT+8u7sOmNjAq7uLg4\nq9WamZnpvVB62tbWJj1NTEw0m83V1dVTpnx7+6OamhoASEpK8r+NR3x8/NKlS/0PKRV2iYmJ\nAd4VRLabzpEjb7zzBC05QaZRackJ1A59l3MBkwfhE8dI/9fPs7N7OBdQlv+kFH9Fb1RRUUHg\nT24vtbW1UmHn+3P94f0tHYyvaOcZ5f08Yhzcr6jnujHOjwvIluWN8X76fGnFoGQKmO+vyqVL\nl+Lj4+PjSc5R3yMZFXaZmZlVVVXnz5/37LGD61dUeP64yc7Orqio2Lt3r3fRtnfvXgDwvMuf\nNgghhKjWpaafBwD7PyM4GVP89ZmpnZ9t7dcbuxdM8pxeQCZn+iPiZFTYzZ49+7PPPnv//fef\neuqpCRMmAMDp06f/+7//GwA892CeN29eUVFRaWlpcnKyZ/Lh0tJSpVI5d+5c/9sghEKDPH9l\nAv7WHHw49Aj1SEaF3fjx4+++++6dO3euWbPGe3laWtrixYulx9KR0/z8/IKCgoKCAk+bpUuX\nenZv+tMGIYQQQij0yKiwA4Dly5ePHj169+7d1dXVHMcNHz78lltueeCBB3S6b28TdO+998bF\nxW3durW6uhoA0tPTFy5c6Nml538bhBBCCKEQI6/CDgBmz57d5aYR3eXm5vZZpfnTBiGEEEIo\nlMh0IkqEEEIIIdRfsttjF3QWi6W1tdV3m6amJrud9H0x5UGaskv+MCdxtETFnGTRkhPoiYo5\niaMlqu+cbre7ubnZnxmGfYiJiTEYDL7bYGHXVUdHh3S3WR+uXr06GFOcy0Gf6y4TmJM4WqJi\nTrJoyQn0RMWcxNES1XdOt9t97dq1AG+No9Pp+izsGFHES7P7YceOHQAwc+bMACcoZkoPEkpE\nmJj3Xe+ntOQEuUalJSdQO/S05AS5RqUlJ+DQk0ZLTqB56L3t27dvzJgxQzA7B55jhxBCCCEU\nIuR7KPa9994rLS0FgG3btnV5qaysrLi4uLq6WhTFjIyMhQsX5uTkDKANQgghhFAokWlhd+LE\niX379vX4UnFxcX5+vuepyWQymUxPPvnkPffc0682CCGEEEIhRo6HYt1u9/r16/Py8rq/1NDQ\nsHHjRgBYsmRJYWFhYWHhkiVLAGDDhg2NjY3+t0EIIYQQCj1yLOz+9a9/tbW1PfbYY91fKikp\n4TguLy9v0aJFRqPRaDQuWrQoLy+P47iSkhL/2yCEEEIIhR7ZFXb19fVbtmx56KGHoqKiur96\n8uRJAOhyawrp6alTp/xvgxBCCCEUemR3jt26desSExPvvvvuHl+VJolJT0/3XjhixAgAqK+v\n97+Nh81mq62t9V5iNBrDw8N9h+zo6FCr1b7bUKq9vT3YEfyCOYmjJSrmJIuWnEBPVMxJHC1R\nfecUBMFmswW4Ljqdrs/yQ16F3Z49e06dOvXGG2+wLNtjA2lmv7CwMO+FUh3mmfTPnzYeZ8+e\nXb58ufeS+fPnT58+3XfO06dP97UqfTH2sD9SDg4cOHDDc1pygkyj0pIT6B16WnKCTKPSkhNw\n6EmjJSdQPfQ3MplMAX7EpEmTUlJSfLeR0aFYi8Xy17/+ddasWVlZWQN4O8MwRNoghBBCCFFK\nRnvs/vrXv7pcrmXLlvloYzAYzGazxWKJjIz0LDSbzQCg1+v9b+MxefLkPXv2eC9RKpUqlaq3\nAJ999hkATJs2LTY21s/16tnB8oDePmjuvPPOG57TkhNkGpWWnEDv0NOSE2QalZacgENPGi05\ngeqh93Lw4MHMzMy4uLhAPqK345neZFTYffHFF6IoLl26tMtyafI5aZrixMREs9lcXV09ZcoU\nT4OamhoASEpKkp7608aDZdk+z6jrznfxRzVa1gtzEkdLVMxJFi05gZ6omJM4WqL6zskwDMuy\nQ7AuMjoU689da7OzswFg79693gulpxMnTvS/DUIIIYRQ6JHRHrvutw7z3lcnmTdvXlFRUWlp\naXJy8l133QUAu3btKi0tVSqVc+fO9b8NQgghhFDokVFh54/4+PilS5fm5+cXFBQUFBR4li9d\nujQ+Pt7/NgghhBBCoYeywg4A7r333ri4uK1bt1ZXVwNAenr6woULc3Nz+9sGIYQQQijEyLqw\n635wVpKbm9tnleZPG4QQQgihUCKjiycQQgghhFAgGH+uRb2p1NfXV1VV9faqdDMQg8GgVAa0\ns/M2XqYl9X5W8H5KS06Qa1RacgK1Q09LTpBrVFpyAg49abTkBJqH3pvFYtFqtQFOdzJ69Ojh\nw4f7biPrQ7FBERkZOWrUqN5ePXbsGAAkJiYOYPa7G5zrtXYMrq7rTktOkGlUWnICvUNPS06Q\naVRacgIOPWm05ASqh96LyWRKSEjwvnXCAHS5XWqPsLDrymAwGAwG322io6OHDRsW0MfI9XuZ\nkJBww3NacoJMo9KSE+gdelpygkyj0pITcOhJoyUnUD30XiorK6OiooZgdg6Z7s9ECCGEEEL9\nJaM9dlVVVfv37z9x4kR9fT3P8zExMVOnTn3ggQe635W1rKysuLi4urpaFMWMjIyFCxfm5OQM\noA1CCCGEUCiRUWH385//3PtpQ0PDrl279u/f/8Ybb4wYMcKzvLi4OD8/3/PUZDKZTKYnn3xS\nuk2F/20QQgghhEKMjAq7jIyMvLy87OzspKQknudNJtNHH33U2Nj48ccfr1mzRmrT0NCwceNG\nAFiyZInndmEFBQUbNmyYOXOmdKmIP20QQgghhEKPjM6xe//99xcuXJiRkaHRaPR6/fTp03/1\nq18BwLlz5zxtSkpKOI7Ly8tbtGiR0Wg0Go2LFi3Ky8vjOK6kpMT/NgghhBBCoUdGhV13qamp\nAKDVaj1LTp48CQCzZ8/2biY9PXXqlP9tEEIIIYRCj4wOxXZ34MABAJg+fbpnyeXLlwEgPT3d\nu5l0Bl59fb3/bTzq6uoKCgq8l4wdO9b3VDQAUFVVdeXKFb/XgyZSWSx/mJM4WqJiTrJoyQn0\nRMWcxNES1XdOh8NRU1PT1NQUyEekpKRERUX5biPfwq6uri4/P1+r1T700EOehR0dHdBtgj5p\nrmDpJT/beDQ3NxcVFXkvmT9/vlqt9p2tubm5P6vSE2MfAxMsdXV1NzynJSfINCotOYHeoacl\nJ8g0Ki05AYeeNFpyAtVDf6OWlpYAPyIqKorWwq6urm7FihU2m+1nP/tZXFycP29hGGYAbaKi\noubNm+e9JDMz08ccg9KOuujoaI1G40+qXlkcAb190HRdd1pygkyj0pIT6B16WnKCTKPSkhNw\n6EmjJSdQPfRempubw8LCvM8uGwC9Xt9nGzkWdhUVFatXr7ZYLA8++OAdd9zh/ZLBYDCbzRaL\nxfumHGazGbzW1p82HhkZGW+99Zb/2Xbs2AEAmZmZgd55ovRgQG8fNNOmTbvhOS05QaZRackJ\n9A49LTlBplFpyQk49KTRkhOoHnov+/btGzly5M1454mjR4+uWLHCYrEsWLDgkUce6fJqYmIi\nAFRXV3svrKmpAYCkpCT/2yCEEEIIhR55FXZffPHFmjVrnE7n3Xff/aMf/ah7g+zsbADYu3ev\n90Lp6cSJE/1vgxBCCCEUemRU2BUVFX3wwQc8zy9YsGD58uU9tpk3b55SqSwtLd20aZPVarVa\nrZs2bSotLVUqlXPnzvW/DUIIIYRQ6JHROXYbNmyQHmzfvn379u3eLxUUFEiXtcbHxy9dujQ/\nP7+goMB7mpKlS5d6jlv70wYhhBBCKPTIqLDz07333hsXF7d161bpLLr09PSFCxfm5ub2tw1C\nCCGEUIiRUWG3bds2P1vm5ub2WaX50wYhhBBCKJTIqLCTCbvd3n0e4y7a29v9mTaPRoFPnzg0\nMCdxtETFnGTRkhPoiYo5iaMlqu+cHMeZzWalMqC6y2g09jkTHiOKYiCfEXouXrx4/vz53l61\n2WwAoNFoWJYN5FPmKgKb33jQfCE4vZ/SkhPkGpWWnEDt0NOSE+QalZacgENPGi05geah92a3\n21UqVYCF3bhx43xPgwxY2PWXNEHxzJkzA5ygmJHr/Ipi3ne9n9KSE+QalZacQO3Q05IT5BqV\nlpyAQ08aLTmB5qH3tm/fvjFjxtyMExQjhBBCCKGBCdlz7MrKyoqLi6urq0VRzMjIWLhwYU5O\nTrBDIYQQQggNotAs7IqLi/Pz8z1PTSaTyWR68skn77nnniCmQgghhBAaVCF4KLahoWHjxo0A\nsGTJksLCwsLCwiVLlgDAhg0bGhsbg50OIYQQQmiwhGBhV1JSwnFcXl7eokWLjEaj0WhctGhR\nXl4ex3ElJSXBTocQQgghNFhCsLA7efIkAMyePdt7ofT01KlTwcmEEEIIITT4QrCwu3z5MgCk\np6d7LxwxYgQA1NfXByUSQgghhNAQCMGLJ6T7RoSFhXkvDA8P97zk7dixY8uXL/deMn/+/OnT\np/v+iCNHjgSa0hgVaA+DQ5qo71u05ASZRqUlJ9A79LTkBJlGpSUn4NCTRktOoHrob3T06NEA\nP2LSpEkpKSm+24RgYeeDfO4Dtt3aGuwIfqElJ9ATFXOSRUtOoCcq5iSOlqiYMzSEYGFnMBjM\nZrPFYomMjPQsNJvNAKDX67s0zszMXLdunfeSyMjI6Ojo3jo/fPgwAIwdO9a78wC1tbXV1tZO\nmjSJVIcAUFFR0dbWlpCQkJaWRrDbw4cPT5kyRaMhdjuXhoaGmpoanU5HfPWjoqKGDx9OqkOn\n03n8+HEAILv6jY2Nra2tY8eOJdUhAJw4ccJut48YMYLg/ObS6pOdCbK2tvbKlSuRkZHEVz8t\nLY3gj2d7e/vZs2cBgPjqi6IonSJCSnl5uSAIZLdO7e3t1dXVkydPJtUhAFRWVl67dm348OFd\nTpgJ0JEjR7Kzs3U6HakOGxsbq6urNRrNlClTSPUJAJWVlWFhYX3eFcp/nq3TpEmTyK7+IG2d\n0tLSiK/+zJkzCe64qauru3z5MvGt08mTJ5OTk30UGP4wGo19tgnBwi4xMdFsNldXV3v/NNbU\n1ABAUlJSl8bh4eEzZszo70dERETExsYGFvNbgiCwLEuwQwBQq9UAoNPpyHYLAFFRUd3r4wGz\nWq0AMBirbzAYCPYp3SMYBmH1Ozo6yK67dBdjo9FIfPXJ5mxqagIAtVpNfPXDw8OJf+1hEFZf\nEITByEl89RUKBdkOpa3xIG2d/Pm15yfp1B3iW6eamhqyWye73S49IL76VquV7LpLt0kdjNWP\njY0lWNg1NzcDgEqlomXr1EUIXjyRnZ0NAHv37vVeKD2dOHFicDIhhBBCCA2+ENxjN2/evKKi\notLS0uTk5LvuugsAdu3aVVpaqlQq586dG2Dn//znP0VRTElJGTZsGImwAADR0dHTpk0j1Ztk\nz549J0+evPPOO8ePH0+w21tvvVWr1RLssKKiorCwMD4+Pi8vj2C3EyZMkP40JMVsNhcWFgLA\n9OnTCe6xS0hIIPhFkmzbtq2hoWHJkiUED/Nptdpbb72VVG+So0eP7t69e+LEiQPYZe7DtGnT\nCB6NAoDLly9LQz9//nyC3WZkZIiiSLBDAPjkk084jktMTIyLiyPVZ2Rk5He+8x1SvUn27t17\n/PjxuXPnZmVlEez2e9/7HsGfTQA4d+5cYWHhsGHD5syZQ7Db8ePHS7vVSeno6JC+olOmTCG4\nxy4hIYH4vqWdO3deunRp8eLFGRkZpCm4iZoAACAASURBVPrUaDS33nor2RPojx07tmvXrvHj\nx8+cOZNgt1OnTiX7C7Q3IVjYxcfHL126ND8/v6CgoKCgwLN86dKlgZ91VFlZKYqiw+EIsB9v\nSqWyyzW8gWtoaKisrOzz8t7+ioiIINuh2WyurKx0Op1kuzUYDGQ75Hm+srJSekCwW41GQ/CM\nPUldXV1NTY10jJsUhUJBfOivXr1aWVlJvK4l/qPkcDikoSdrMLbv58+fd7vdngNzRAze1ons\niWswCFsnq9VaWVnpOQ2DFLLVJ3htnTiOI9itWq2WTukhqK6u7sKFCxaLhWCfg7F1am1trays\njIoifO0t8R+l3oRgYQcA9957b1xc3NatW6urqwEgPT194cKFubm5wc6FEEIIITSIQrOwA4Dc\n3Fys5BBCCCF0UwnBiycQQgghhG5OWNghhBBCCIUIhviVWQghhBBCKChwjx1CCCGEUIjAwg4h\nhBBCKERgYYcQQgghFCKwsEMIIYQQChFY2CGEEEIIhQgs7BBCCCGEQkTI3nmCOKvVunfv3osX\nL0ZGRt5yyy0E77BOFuYki5acQE9UzEkcLVExJ1m05AR6otKS0zecx84vX3/99bvvvuu5sTrD\nMLNmzfrxj39M/HbOAcKcZNGSE+iJijmJoyUq5iSLlpxAT1RacvaJXblyZbAzyN2pU6dWrVrl\ndDqnTp365JNPfu9736uvrz9+/PihQ4e+853vGI3GYAfshDnJoiUn0BMVcxJHS1TMSRYtOYGe\nqLTk9AfusesDz/PLly9vamq68847f/rTnzIMAwAWi+WnP/1pe3t7dHT0O++8ExcXF+yYmPMm\nzQn0RMWcxNESFXPenDmBnqi05PQTXjzRB5PJ1NTUFB4e/tRTT0mDDQBhYWFjx47V6XTXrl17\n/fXX3W53cEMC5iSNlpxAT1TMSRwtUTEnWbTkBHqi0pLTT1jY9aG5uRkA0tPTVSqVZ6EoirW1\ntd///vdjY2Pr6uq2bNkSvICdMCdZtOQEeqJiTuJoiYo5yaIlJ9ATlZacfsLCrg/x8fEAUF1d\n7TmhEgA2bdrU0NAQExPzxBNPAMDOnTt5ng9aRADAnKTRkhPoiYo5iaMlKuYki5acQE9UWnL6\nCac76cO4cePS09Orq6tXrVq1dOlStVq9e/fukpISlmW/853vxMfHR0REtLe319XVpaenY07M\niVExJ0bFnJiTrqi05PQTFnZ9YBjmhRdeePnll8+dO/fyyy97Fv74xz9OSEgAgISEhPb2drPZ\nHNSYmJMwWnICPVExJ3G0RMWcZNGSE+iJSktOP+Gh2L4lJSW99957eXl5Wq2WZdkJEyasWbPm\nzjvvBACe569cuQIAkZGRwY6JOQmjJSfQExVzEkdLVMxJFi05gZ6otOT0B+6x+9bBgwfNZvMP\nfvCD7i/FxMQ8//zzACCKoueSGQDYunVre3t7fHx8amoq5uyut6iYk2xOoCcq5iSbE2QWlZac\nQP/Q05IT6Ikqt5wDhoVdp9OnT7/77ruCIABAj19NiWeweZ7/5JNPNm3aBADLli3z/hJgTok/\nUTEn2ZxAT1TMSTYnyCAqLTkhtIaelpxAT1Q55AwEFnadNmzYIF3w8uc//xl8fjUB4PDhw3/8\n4x/NZjPLso8//nhOTs4QpaQnJ/QnKub0Bw49caGXE3Dr5J/QG3pacgI9UYObMxB4SzEAgCNH\njmzdunX06NELFy78+uuvjx07FhkZmZmZ2Vv7xMTEhoaGUaNGPf3000M52LTk7G9UzEk2J0VR\nMSfZnEGMSkvO/kbFnGRzUhQ1iDkDhHvsAADOnj0LAIsXL542bRoA5Ofn+67lFQrF008/PZQJ\nJbTkhH5GxZx9wqEnLiRzAm6d/BCSQ09LTqAnahBzBgj32AEAZGdna7XauXPnAsDYsWP1er0/\nf3YMPVpyAj1RMSdxtETFnGTRkhPoiYo5iaMoaiCwsAMAYBhm3Lhxnqe9jbfJZIqNjQ3i6ZO0\n5AR6omJO4miJijnJoiUn0BMVcxJHUdRA3KSFndVq/eKLLw4dOlRfXx8VFWUwGLo06D7epaWl\na9asuXLlSk5OzpCNd8jklElUWnL6E5WWnDKJSktOf6JiTrI5ZRKVlpz+RKUlp3yiknUzFnbH\njh176aWXDh06dPbs2WPHju3cubO1tXXixIlK5Q1nHHqPd1NT0yeffCIIQm5u7sSJEzHnAHIG\nPSotOf2PSkvOoEelJaf/UTEn2ZxBj0pLTv+j0pJTDlGJu+kKu8rKypUrVzocjvHjx+fl5YWH\nh9fX158/f/7QoUMzZszoUtF7xru6uloUxcWLFy9evBhzDjhnEKPSkrO/UWnJGcSotOTsb1TM\nSTZnEKPSkrO/UWnJGdyog+Gmuyr2r3/9q9vt/v73v/+Tn/xE2staW1v77rvv1tbW/upXv3rn\nnXeGDx/u3T4iIoJhmKEf6VDNGayotOQcQFRacgYrKi05BxAVc5LNGayotOQcQFRacgYx6mC4\nue4V63K5TCYTADzyyCOeY+dpaWnvvPNOVlZWa2vrb37zG5vN5mlfWlr6/vvvD/1Ih2rOYEWl\nJecAotKSM1hRack5gKiYk2zOYEWlJecAotKSM4hRB8nNVdiJoijdA06j0Xgv1+l0K1asSE9P\nv3z58scff+xZfvz4cUEQhn6kQzVnsKLSknMAUWnJGayotOQcQFTMSTZnsKLSknMAUWnJGcSo\ng+TmOsdOqVQeOnSora0tNTU1LS3N+yWVSpWdnf3ZZ59VVVV973vfi4iIAICZM2emp6f7vjsK\n5vQ/Z7Ci0pJzAFFpyRmsqLTkHEBUzEk2Z7Ci0pJzAFFpyRnEqIPk5irsAIBl2a+++qqysnLu\n3Llqtdr7pfDw8IaGhqqqqqioqKysLABgGCYlJQVzksoJwYtKS07Aob9Zc0KIDj0tOQG/on7A\noadCiB+KraqqKi8vb2ho8Cy5/fbbx4wZ09LS8uabb7pcri7tR44cCQDe7YcGLTmhW1TMGSAc\neuIozQlyjUpLTqB26GnJCfRElW3OoRGye+wqKytXrVr1ySef7N+/f8eOHWazedq0aQzDMAwz\nZcqUL7/8sra2tqKiIicnR6VSed61a9eu6urqadOmTZo0CXP6E1WhUGBOgjlx6G/anDIcelpy\n9haVlqGnJScOPS1Cs7ArLy9ftWrVtWvXWJYNDw93OBznz5/X6XTSvUQMBsPUqVPLyspqa2u/\n/PLL4cOHJyYmiqK4c+fOLVu2MAzz9NNPew69Y84+o2JOsjkBh/5mzQlyGnpacvqOijnJ5gQc\nehowoigGOwNh9fX1P//5z51O59y5c5ctWxYWFlZeXv7mm2+Gh4dv2LDBc/FzU1PTW2+9deHC\nBQDQ6/UAIF3//MQTT9x7772Ys79RMSfZnBRFxZxkc8ohKi05/YyKOcnmpCiqHHIOvRDcY7d2\n7dpLly7Nmzfvueeek652TkpKunjx4rlz52699VZPhW4wGObNm2c0Gi9dutTe3u52u2NjY59+\n+uk77rgDcw4gKuYkm5OiqJiTbE45RKUlp59RMSfZnBRFlUPOIBBDy7lz5xYsWLBs2TK73e69\nvKioaMGCBfv37+/xXY2NjVeuXBEEYUgyiiI9OcUBRcWcPuDQExfCOUXcOvkUwkNPS06RnqhB\nyRkUoXZLMa1WGx4evnjxYq1W671c2gfb0dHR47vi4uKGIpwXWnLCgKJiTh9w6IkL4ZyAWyef\nQnjoackJ9EQNSs6gCLXpTlJTU9988828vLwuywVBAAC32+1ZcuLECe+nQ4yWnEBPVMxJHC1R\nMSdZtOQEeqJiTuIoijr0Qq2wA4CUlBSlsuueSIfDAQAcx0lPS0tLf/Ob36xZs0b6EgQFLTmB\nnqiYkzhaomJOsmjJCfRExZzEURR1iIVgYdcjabBFUYTrt/sVBGHMmDEKhbz+BWjJCfRExZzE\n0RIVc5JFS06gJyrmJI6iqIPnZllVu90uPfCMtDxv90tLTqAnKuYkjpaomJMsWnICPVExJ3EU\nRR08oXbxRG+kwS4vL6+oqJDzSNOSE+iJijmJoyUq5iSLlpxAT1TMSRxFUQcPxXvsmpqaRL9n\nV5YG22QyyXykackJQY2KQx9cwYp68ODB9evX+98+WDktFku/2tMy9MHNyfO80+n0szEOPVk4\n9HShco9dVVXVn//854qKiry8vF/84heeubB9kI67A8DQj3RVVVVLS0tqamp8fHyfjYOV02q1\n7t279+LFi5GRkbfccsuIESP6fEtQolI09KIofvPNN83NzampqUlJSX22D+LQHzhwoKmpKTY2\ndsaMGcOGDevzLUGJevDgwXfffVcQhLvuuistLc2ftwQr5x/+8IdXXnll4sSJfr4liFunfglW\nzvr6+g0bNhw7dozn+fHjxz/33HN9bkv/f3t3HtbEtfcB/Az7LvsiqKDIriAFRRAVERHUYrX1\nurRWimKttqh1BUXEqnVra9Xa1q22111wRUGxWGUVUZB9EQhrWGSTNZDk/WPed96UQEgwZGbi\n7/Pc5z51Mkm+OXMy+TFz5gxsevGCTU8v9LvzRHp6ekhISG1trZmZ2eTJk/u8LobfqFGjEhIS\nFixYIMkt3d99lKmW88WLF9u3b09OTi4qKsrKyoqOjq6urra3t+e9azIVotJu01+9ejU+Pv7e\nvXstLS1OTk6Cn0JKzrS0tO3btycmJubm5qalpUVFRTU2No4bN05ww0o+Kl7VsdlshFBXV5eL\ni4swz5J8zubm5i1btrBYrISEBGtrawMDA2GeRcqmT0hIyM7OHjt2rPBPISXns2fPdu7cWVZW\nhl/VWFdXl5aW5uXlRbUuCpte7Oiy6SmIZveKbW9vX7Vq1du3b319fVetWiUrKyv8c5ubmyV5\nx99nz54dOHCgu7tbVlZWTU2tubkZIeTv7//RRx8JfqKEc2ZmZoaGhrLZbEdHxzlz5rDZ7MuX\nLxcXFw8fPnz37t2Cd0+SjEqjTZ+SknLw4MHu7m4lJSU9Pb2Kigoul/v11197eXkJfqKEcxYU\nFGzfvr27u9vGxsbW1ra8vPzZs2ccDsfY2Hj37t2CJ/OUZFSiqvP29o6NjUUInTp1SldXV5jn\nSrhJuVzup59+Kicn19jYqKioGBoaKuTBGwnnzMrK2rlzJ4fD+fLLL318fIR/Ill7p8mTJ//n\nP/+RlZU9evRoUVHRtm3bXF1dBT8XNn2fYNO/D2h2xC46OjopKcnS0nL79u341cscDic7Ozs7\nO7urq0tHR0fA8bBe81MPqcrKytDQUBaL5enpGR4evnjx4jFjxiQkJJSUlMyfP1/wQTtJ5mSz\n2Tt27GhtbfX29t68ebOxsbGJiYmbm9ujR4/q6+sTEhJcXV1VVVWpEJUum768vDw0NLS7u9vD\nwyM8PPyjjz4yMzN7+vQph8OZNm2a4OdKMidC6PDhw0wmc/bs2du2bbO3t3d3d588eXJOTk55\nefnTp09dXV3V1NRIj0pUdR9//PGqVasqKytLSkowDJswYYIwT5dwk2IYlpuba2xsbGNjk5eX\nJ/zBGwnnPHjwYH19PUIoLS1NU1NT+IM3kszZ1dUVHBzc3t7u4+OzYcMGLS0tTU1NPT29x48f\nOzk5mZmZCX46bPo+waZ/H9Ds4om8vDyE0IwZM/Bf8aKiorVr1wYHB//4449btmzZtGlTTU0N\n2RkRQuj333/v6urCb06srq6OEJo4caKrq2tjY2NFRQXZ6f5fTk5ObW2thoZGYGAgURipq6tb\nWVkpKys3NDSEh4dTZM5uumz63377jcVi4fsjvDBycXFRUVFRVlYmO9q/sFisnJwchNBnn31G\nbPpRo0YdPHjQzs6usbFx165d7e3tpGb8V1W3fPlyhBB+wDsmJqa/uxuRzsbGJjs7Gz8c0tXV\nFR4enpmZiT/U2NhIbjZcSkpKQUGBhYVFQEAAl8v99ddf79+/T3aoPjx9+rShoWH48OGBgYHE\nwsbGRhkZGR0dnYcPH8bHxxMDqqgANr240G7TUw3NCju8yFBUVEQIMRiM4ODgyspKJSUlCwsL\nFRWVwsLC7du3NzU1kRuyoKDg5cuXenp6vJ0SIWRubo4QKi0tJSdWX+rq6hBCZmZmvMPpuFwu\ng8GYPXu2rq5uWVlZREQEeQH/Hy02fV5e3qtXr4yNjVeuXEksLCoqam9vV1FR2b9/f1hY2IMH\nD0hMSMDvFY1hGN6kBGVl5Z07d5qZmVVVVZ06dYqseAihrq6u33//nbeqQwiNHj3awcGho6OD\nmj9ICCEbG5s3b95UV1f3+oE/ffr0+vXrKysryQ6IcnNzEUJLlizx8/Oj8g98cXExQsjBwYEY\nd9Ha2nrlyhUMw3bt2nXs2LGDBw8GBQUxmUxSY/4/2PTiQrtNTzU0OxVbXFycm5uroqLi4uJy\n/PhxBoPh7u7+/fff+/r6enl5ZWZmVlRUdHR0ODs7kxiyra0tPj7+s88+s7Cw4F1eVlaWmprq\n4OCAV3hU0NHRERsb29HRMWvWLAUFBXzh1atXk5KSpkyZ4ubmlpCQUFZW5ufnR/q03bTY9O3t\n7fHx8StWrBg9ejS+pKOjY8+ePc3Nza9fv66oqKiurn727Jkw11IMNTk5ucTExKamppEjR/a6\nyFReXn78+PExMTHFxcVTpkwha7SKnJyco6Ojtrb2smXLeJdra2vHxcWVlZXNnTtXpKGWkqGp\nqXnjxg0TExNzc3MnJ6fm5ua8vLzHjx/n5eWx2ewPPvjAyMiI3ITjx49XUlLy9PRECFlZWamo\nqLx48ULUE3MSwGAw0tPTOzs7PT095eTk6uvrw8PDy8rKlJWVP/roIy8vr9ra2vLy8sLCwgFH\nr0oGbHpxod2mpxqaFXaqqqoPHjwoLy93c3OLjIw0MzPbsWMHfrRJSUnJxMTk0aNHjY2N8+fP\nJzHksGHDnJ2dx40b16sYKiwsfP78uYODg6WlJb4kIyNDR0eHxB8nXV3dlJSUmpqarKys4cOH\nNzU1Xbhw4datW7KysoGBgdbW1vfv329ubnZ1ddXS0iIrJI5Gm97W1hbf9J2dnbt37y4qKlJX\nV//qq6+CgoLMzc0TExMLCgrc3NxIH94rKyubmppaUFDg6elJlPU4DQ0NJpNZXFyspaVlZ2dH\nVkJNTU3+dzc0NExJSamurtbT06PO30gEGRmZFy9etLW1ubq6Yhjm5OSUlJSEH0teunTpzJkz\nyQ6IMAyztrYm/tnfD3xOTo6urq4wMwoNEWNj47i4uJqamri4uOfPn587d66+vl5LS+vgwYNu\nbm5mZmZOTk63bt2qr6/39vamwlAH2PTiQrtNTzU0OxU7duzYiRMn9vT0HD58WE5Obt68ebzF\nk4qKCkKIxWKRF/B/0eXmxBiGbdmyRUtLKz8/Pzg4eNOmTbGxsRiGffnll0ZGRhiG4X9itrS0\nkJWQQKNNT1TqxcXFhYWF+vr6R44cmTFjhqqqqpubG17WFxUVkRoTIYS8vLwsLS3r6+v379/P\n33RjxoxBCFHzZMeCBQsQQjdv3qTmRf3W1tbE4KozZ84wGAz8N/LatWvEckrhPzH3+PFjfAAr\niS2soaFx6NChSZMmdXd3t7W1WVlZIYS2bNlCzAopeD4mUsCmFws6bnpKofoExfyz+65du7a4\nuBg/B9/rTwp8KgTJH1IWcopX0m9O3GdOY2PjH3744fz588nJyd3d3VZWVsuWLcMPk7DZ7Orq\naoSQpqamZBIKRsFNjwROQG1jYxMaGmpkZERMHdLT01NbW4sQkvAR0D5nS5aRkdmyZcvmzZsz\nMzPDw8ODg4Px+hiHl56SP1IrzLdpypQpf/75Z2VlZXJy8uTJkyWccEA2NjYRERFVVVX37t27\nffu2vLx8cHDws2fP7t+/Hx4efuLECcFTyYidMHOk+/n5IYTOnDnz66+/FhQUxMXFcTgc/K87\nEnPq6+uHhITg/x0UFGRkZGRra0usf/PmTYTQqFGjtLW1JRYSCeyiVNv0wqDCpudHzU1PF9Qt\n7AoKCo4fP45faoBhmK+vL37lppaW1u7du3fs2NHY2Hjt2jUHBwf8SOzdu3fv3r2LYdjChQsl\nmTMtLe3w4cPENXqnT5+eNWuWv78//xXX5N6cWEBOHR2djRs3IoTw0fTEU27evNnc3GxoaDhy\n5EjJhMQlJCS0tLTwz7FEtU3fXxflXcfe3p73n9euXWtoaNDR0RF+bnqx5Dx27BiDwSByrl69\nGn9IT08vPDx8586dr169Wr9+/cqVK52dnblc7r179+Li4jAM8/DwkFhOJPS3SUZGxs/P79Sp\nUxEREaQUdv11UZy1tTWGYfv372cwGPLy8iEhIY6Ojo6OjgghTU1NSf60C9NFCcQP/KNHj5Bk\nJ+4XJic+SQd+HRJC6P79+5GRkQghf39/yYTECe6i1Nn0grtoLyRuemFyUmTT0whFx9g9e/Zs\n9+7dDQ0NsrKyGhoanZ2dhYWFysrK+PiAYcOGubq6vnr1qqSk5PHjxyUlJZcvX8aP2axYsWL6\n9OkSy1lQUBAWFtbZ2WljYzN9+nQNDY3KysrCwsLExMSJEyf2mgEuMTHx9evXLBbr7t27Eq7q\nhMxJ7EnZbPalS5cuXryIEPrmm29GjBghmZwIoaysrL1796ampvY5npc6m15wF+3TvXv3zp8/\njxDasGGDxGrllJSU8PDwhoYGJSUlIyOjlpaWgoICXV1d/EwrQmjYsGFubm45OTllZWVPnjy5\nfft2REREcnIyQiggIGDixImSyYlE/DaZmprit0gZP368hI+CCO6iCCEFBYXExETen3aEEIZh\n+NBbieUcRBdlMpn4ppfk3knInDk5OSUlJWlpaU1NTVeuXImKikIIff755/ilAJIxYBelyKYf\nsIvyI2XTC5mTCpueXqhY2Akzu6+amtrMmTM5HE5WVlZhYWFjY6O2tva6detmz54tyagiTfH6\n5MkTBoNRV1fH5XIlfBs7kXImJycHBwe/ePFCVlY2ICBAwl+eAefPpMKmF3UC6tra2pMnT+IT\nx6xYsUJiV3IJOVuyqqrqzJkz1dTUKioqmpubu7u7dXV1165dO2vWLMnkxInUS+Xk5Do7O7Oz\nsy0tLSV8CYUwU7za2tqmpqZu2rQJ/2mXvEHMkY6fSZDw3kn4nFZWVvHx8dXV1VlZWTU1NQoK\nCqtXr/7www8lkxMnTBclfdMj0WchJmXTI6FzUmHT0wsVC7sjR45UVFTgs/vik2wZGxuXl5fn\n5+e7u7sT1xLKysra29vPmzfP2dnZx8dnxYoVwty6XoxYLNYvv/yCENq9ezcxGZimpqaHh0de\nXl5ZWVlaWtqMGTOIYZ5///03PpWRhL88ouYcPnw4k8k0Nzdfu3atkDflFJeUlJSbN29aWFjM\nnz9fwHX4pG96Ibsorr6+fuPGjQUFBZqamps2bZLkxXGHDh2qqqry8fH5+uuv8eteTUxMbt26\nNXLkSDc3N941ZWRkrKys/Pz8PD09586du3Tp0l5zoAw1UXspQmjUqFHq6uoS3r8L2UU1NTV9\nfX1NTEwkmY2XSF0Ud+PGjZKSEgnvnYTPqaamNmPGDAUFhWHDhrm4uAQFBfUa5zDUhOyienp6\n5G56IbsoL1I2vfA5Sd/0tEO5wq6goODPP//U09MLDQ3lvbC0trY2PT3d1ta21++NnJycrq6u\ntra25Ed69vT0XL16FcOwJUuW8E5ZIi8v7+rqmpaWVl5e3tjYSNRGZN2cWNScGIZNnDhx4sSJ\nkh84Hxsbm5ubu27dOg8PjwHnWCJr04vaRVVUVD744AMLC4tvvvlGkqMV8/Ly/vvf/xobG4eE\nhBDbvaio6O7du9bW1o8ePXr06BGLxSLOyeJUVVXV1NSo/21CCCkpKdnY2Eg4p/BdlMRpjETt\norhJkyaZmZmJdP9QCedUUlIaP378lClT7O3tBdzqcIgI30XJnV5RpL0oTvKbXtSc5G562qFc\nYUej2X1FneJVU1PT09NT8jPTUn8qWgIt5s8cRBfV1NQcPXq0hHf3NJotGdGnl0prF0UIYRgm\nydG0iFZ7eyTVXVTymx7R5KtEU5Qr7Gg0uy8SfYpXsm5OTP2paHG0mD+TLl2UXrMlI5r0Uuii\nYkSXnAToomJEl5x0RMUJiukyuy+izxSvdMnJj5rzZ9Kli9JotmRE214KXfRd0CUnDrrokKJL\nTuqjYmHXJ9Jn9+0TPsWrtrY2PsVre3s776NkTfHKjy45+8T7bT969Ci+6UmfP5MfNbsoAZ8t\ned++fcTsr2TNltwf+vZS6KLiRdmc0EWHGl1yUhzlTsX2JzU1NS8vz8HBoaamRvKz+wqgqqrq\n6OiYlJTEYDDi4+MNDAyGDx/O5XKjoqIiIiIwDFu7di0VznPRJWefiKP0JSUlkr8mX0iU7aIE\nQ0ND3nHHV65cSU1N1dHRWblyJek/mTj69lLoomJE5ZzQRYcaXXJSGXXvPNELftuGZ8+e5eXl\nUep7jhAaOXLkoUOHvv/++6Kiou+++w6fHRv/Yy4gIEDyg1L7Q5ecfRo2bBiGYVT+nlO5i/K7\nd+/e5cuXEUKrV6/mPxdGIvr2Uuii4kLxnNBFhxpdclIWbY7YkTi7rzAoMsXrgOiSsxey5s8U\nCcW7KIGs2ZKFR8deCl1UjKifE7ro0KFLTiqjxF/q+JBYwSeD8FEXSOKz+wpPVlbWz8/Pz8+v\ntraWw+EYGBhQc1gAXXLyevnyJQX/cO+F+l0UIVRfX//tt982NzdramquW7dOkncM64XD4URG\nRs6dO7fPS8Wp00sF5ySQ3kWFyUmRLjpgVOrkvHTp0tKlS/vse5TqogJyEqjQRWmRUxpwycZm\ns48cOXLkyBEOhyNgtdLS0mXLll28eFFiwfh1d3fX1dX19PSQmEEYdMnJFToqm81OTEyUTKQ+\nCZOTLl20tLQ0NjaWxWJJLBXu7du3wcHB+fn53P/71s+bNy8sLEzCMQY0uJyS76KDyElWFxU1\nKhW+Slwu99dff503bx65ex5h1ClEoQAAIABJREFUCJmT9L0oXXJKAYxL9lXE5eXl3377bWdn\n5/Tp0zds2CCglm9ubiZrUCqXy71w4cLNmzdZLJaSkpKHh8enn36qrq5OShgB6JIT0SeqSDmh\niwpw8eLFy5cvq6iohIWF3bt37/Hjx0pKSmFhYZK/e4Rg0p2TlC46iKgkfpUIt2/fPn36tKWl\n5aFDh8hNIhjkBL2QPMbu5cuXz58/19DQKCsrKy0tZTKZLi4u/dV2ZM3uixC6ePHi1atX2Ww2\nQqinp6eoqCg+Pt7JyYlSP5yIPjkRfaKKlBO6qAC2trbV1dVFRUWxsbGlpaXUrJaQtOckpYsO\nIiqJXyWCqalpTExMVVWVvb29np4e2XH6BTlBL2QWdr/88svp06ezs7MVFBRUVVVbWloGrO1I\nweVy9+7dKyMjs27duqCgICcnp6KioqqqqtTU1JkzZ/LelZxcdMmJ6BMVcooRfg/iv//+u62t\nDSEUEBDg5uZGdqg+QE6xo1FUXnJyct3d3ZmZmS0tLVOnTiU7Tr8gJ+iFtMmrkpKSoqOjZWRk\nQkNDf/jhhxMnTmzdulVRUfHx48fUmWaaw+GcPHkyJyens7Nz6dKlnp6eampqtra2hw4dGjly\nZE1NDT5hBOnokhPRJyrkHApv3rzp6urC/2z766+/CgoKeq1AkS8+5BQ7WkTlcDi97hsxZ84c\nZWXl1NTUyspKslLxg5xAMNKO2N24caO4uNjDw2PBggX4kpEjRxoYGCQlJVHnuF10dPSlS5eS\nkpJkZWU/+ugjAwMDfLmcnJy+vv4///xTXV1N5CcRXXIi+kSFnOKVl5d348YNLS0tX19fd3d3\n4mTx+PHjdXR08HUeP358+vRpNzc3cufVy8vLe/jwoYuLy8cffww5xZKTFpuew+H89NNPx48f\nLy0tNTQ0xLMpKCi0trbm5ub29PSQeAk5L8gJBkRaYZeamvr69Ws7O7sPPviAWGhqavrw4cP2\n9vbS0tLOzs4JEyaQko0wZswYfGhIT0+Pnp7e+PHjiYe4XG5UVFRXV9fChQtJvzU1XXIi+kSF\nnOLC5XLPnDlz/PjxgoKC9PT0efPmjRo1ysXFBY8dHx9vZ2enq6v78OHDY8eO1dTUGBkZjR49\nmvSopaWlCxcu9PDwgJxiyUnxTY8Qam5uzszMLCsrKysre/DgQXZ2to6OjqGhoampaVRUVElJ\nibe3NxVG/kFOMCDJFXYcDuf06dOGhoYaGhoIoc7OzsTExPr6+pkzZyooKBCr3bp1y83Nrby8\nPCcnx8rKysjISDLxemGz2TIyMhiG4bshBoORn59va2urr6+PrxAVFZWVlaWrq0v64RA2my0r\nK0uLnLRoUrrkRDTZ9JcvX46IiFBUVFy1atXGjRvxe5oRzVtUVBQXF5eUlBQTE8PlcpcsWeLn\n50edqJBTvDkRVTc9QkhJSWnSpEmzZs2SlZVlMBgVFRVxcXGpqal6enpKSkqFhYXy8vK8fzhB\nTunIKZUkN91JRETE+fPntbS09u3bZ2xszGaz169fz2Awxo0bt23bNvzavVu3bp05c2blypUs\nFuvPP/+0sbH5/vvvJROPEBMTc/PmzcrKShUVFXd3d3zOiB9//PGff/6RlZWdN2+epaVlVlbW\nvXv3uFzuN998M3PmTAkn7C/q0qVLz549S/2clG1SuuTkj0rZTd/Y2BgQENDT07Nz505nZ+de\nj3I4nFOnTkVFRSGE5OXlAwICfH19yYiJkMCokHMQ6LLpExIS7ty5w2Aw1NXVXV1dP/nkE1VV\n1Y6OjpiYmNu3b9fX1yOEVFRU2tvb1dXVz507x3sYAnIKGVVGRoaCOaWY5Aq7rq6u8PDwzMxM\norarqqraunVrc3OzhoaGk5PTmzdvMjIyMAz7+eeflZWV8RuTR0RESOwsEpfLPXbsWGxsLEJI\nSUmpp6cHP721e/fu4cOH4z/wCCENDQ0Wi6Wpqfmf//zH09NTMtmEjLpr165r165RPyfVmpQu\nOQVEpdqmx8XGxv78889WVlYHDx7s9VBlZaWxsTFCqLCwsLi4eMKECcSxRlIMGBVyioT6m57L\n5f7yyy8xMTG8Cw0MDPBvPUKIzWY/ffr0xo0bJSUliLzbYNAl54BRqZNT6knuVKycnNyUKVPy\n8vIYDEZiYuLEiRONjY0nT56cm5vLZDJLSkpqamowDPP393dxcamsrHzw4IGcnNyiRYskdgnF\njRs3IiMjFRUVv/76602bNn3wwQcPHz5sa2urr6+fNm0accJLVlZ2z549K1asIHE4SH9R37x5\ns3nzZurnpFqT0iWngKhU2/S47OzsFy9eWFlZ9Zreor29fe3atZaWlgYGBjo6Oubm5vh5OhIN\nGNXa2hpyCo/6m/7ixYu3bt2Sk5NbsmSJv7//hAkTGAxGVVXV8+fP8UmCZGRkTE1NfXx8rK2t\nraysPvroI8j5LlEVFBQoklPqSfTiCf7abvjw4d7e3ubm5rq6ura2tvj8RhwO5+jRozU1NS4u\nLu7u7pLJ1tHR8d1337HZ7G3btk2ZMqW+vj48PLy1tdXCwiI4ODg6OlpdXd3Ly4sY9st7SZeE\nCY4aExPj6enZ1tZG8ZzUaVK65BwwKrmbvrOzs7q6ur29XUVFhbjvM4vF+vvvv5uammbPns07\nnd6FCxdevXplYmIi+Yl/+8xJwah0ydlfVArm5FVXV3fgwAEulxscHOzt7a2trT1ixAhPT8/E\nxMTq6mp5eflx48YRKxsaGo4dOxZyiisquTnfB0M4jx0+w1av+YoUFRVDQ0PHjBnT2NgYHBxc\nWVmJz125YsWK5cuXjx07lslk7ty5MyMjQ11d3d/ff+ji9ZKVldXZ2eno6Dhx4sT6+vqQkJCa\nmhoLC4vw8HAZGZlLly7t2rULw7ANGzZMmzatvb09NDSUfyomikTdvXv3+vXrqZ+TIk1Kl5zC\nRCVl01dVVX3//ffLli1bu3bt6tWrly1bdvLkyaamJoSQnZ2dubl5S0vL/v37W1tbEUJcLvfO\nnTs3btyQlZWdMmWKBOIJk5NSUemSU3BU6uTsc8q058+fs9lsKysr3kk3lJSUFi1ahBB69uyZ\nxOIR6JIT0Srq+2kIC7uYmJj79+/z/7ooKip+8cUXCCGitiMeunbtWmBgYGZmprGx8d69e4lJ\nucSusbGx1+BCfEr0kSNH1tfXBwcHM5lM/PdSRUXljz/+aG1tHT9+PIZhMjIykvyB588pZFRZ\nWVla5KRCk9Ilp5BRJbzpU1NT169fn5iY2N3draurO2zYsPb29vv3769ZswYfMrtly5Zhw4Zl\nZGSsXLly586dq1atOnXqFJfL/fzzzw0NDYc0m/A5EUIUiUqXnANGpUjOhISEdevWRURE9Fre\n0dGBENLS0uq1XFNTk3hUkuiSE9Eq6ntrCE/FEjNs8Z8V6uzsjImJsbW1LSsrMzAwsLKywpdb\nW1uz2eyZM2cGBgbq6uoORar6+vozZ84cPXq0qqqKdw5kDocTHR3d2Nj4999/8/5exsTEXLx4\nUVFR8dtvv8Uv3SUu16+qqvLw8Biis1395RQ+Kl1yIrKblC45hY8qmZwIoby8vPDwcBaLNWXK\nlNDQ0KVLly5YsMDFxaWmpqasrOzJkycWFhZjx451dXUtKiqqrq6uqalpa2tTU1Nbs2aNJK+C\nFCankZGRmpoauVHpklPIqFTY9MXFxUlJSenp6QoKCrwnf1ksVlxcXHNzs5eXl6KiIrE8MjLy\n9evX48ePl/CxT7rkpFfU95YYCrva2to+R7/yzlfUq7aLjIzMzc09dOgQPpSS9yn29vajR48e\novnHMzIyQkNDc3Nz1dTUJk6cOGbMGOKNtLS00tPTS0tL8RFL4eHhioqKV65cOXfuHEIoKCiI\ndygD/tFcXV3NzMwknFOkqHTJSW5UuuQUKepQ50QIsdnssLCwpqYmX1/foKAgYiegpaU1ffr0\ntra2vLy8Z8+eTZ8+XV9f38vLa9KkSTY2Nl5eXqtWrbKwsBiiVO+SU0VFRU1NjayodMkpUlRy\nNz1CyNTU1MjIKDk5uVchYmBg8Pz5cyaTmZ+f7+zsjM+Ue+vWrWvXrmEY9vXXXw/RkQW656RX\n1PfWuxZ2CQkJwcHBiYmJCgoKI0aM6DU1CW9t9/TpUx0dHXV19Xv37l29elVHR2fx4sVD96vD\n79WrV2FhYZ2dnZMnT/7uu+8cHBx6lY/jxo178uRJV1eXgoJCRUXFuXPnkpOT8Qt1eatP4qPh\nMy1LPqdIUemSk9yodMkpUtShy4l78eLFnTt39PX1Q0NDeUf342/t6OhYXFxcWlra3Nw8efJk\nhJCWlpapqenw4cMlfNsoUXOSFZUuOQcRlaycuD4LEfwgwpMnT8rLy6Ojo1+9enX58uWnT58i\nhPz9/Uk5tkSXnPSK+n56p8KOy+WGhIR0dHQ0NTWlpKQ8ePCAxWKNHDmS9zAsXtvV1NQUFhYm\nJyffunULHymyatUqSc7F0NnZGRIS0t7ePnv27I0bN/Y5KaKampqbm1tpaenr16+Li4tbW1vN\nzc2//fbbadOmUSonFaLSJaeQUemSkyJRcY8ePcrJyfHy8uK9KyABwzALC4u7d+9WVlbOmzeP\n97pICYOcYkfxqO3t7b3etM9CBD+jXVhYyGQya2pqWltbVVVVv/rqK4mdKaZLTnpFBQihd/r7\nCcOwmTNnRkRE6OjoqKmpMRiMCxcuXLt2zcPD48MPPxwxYgS+moyMzPr1683MzK5evdra2qqi\norJixQoJz4afkJDQ0NCgq6u7evVqYiGHw3ny5EliYmJzc7OlpeXChQsNDAz27t1bW1tbV1en\np6cn+Wkzhcw5bNgwcqPSJafwUemSkwpNiuvs7EQI4aMP+2RoaDhixAj8Z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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "special_pages_requests_bytype_targetwiki_June <- special_pages_requests_clean %>%\n", " mutate(date = floor_date(date, \"week\")) %>%\n", " mutate(date = floor_date(date, \"week\")) %>%\n", " filter(wiki %in% c('it.wikipedia', 'ja.wikipedia', \n", " 'fa.wikipedia', 'th.wikipedia'),\n", " request_type != \"all_mobile_web_requests\",\n", " date != '2019-08-25',\n", " date != '2019-11-24' ) %>% #remove weeks with incomplete data \n", " group_by(date, wiki, request_type) %>%\n", " summarise(request_count = sum(request_count)) \n", "\n", "p <- ggplot() +\n", " geom_bar(data =special_pages_requests_bytype_targetwiki_June, aes(x= date, y= request_count, fill = request_type),stat= \"identity\", position = \"stack\") + \n", " geom_smooth(data = special_pages_requests_targetwiki_June, aes(x=date, y=request_count), se = FALSE) +\n", " facet_wrap(~ wiki, nrow = 7, scale = \"free_y\") +\n", " scale_y_continuous(\"view count\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %d %Y\"), date_breaks = \"1 week\") +\n", " labs(title = \"Mobile web requests to special pages on target wikis\",\n", " subtitle = \"Based on a 1/64 sample of data collected from webrequest data\") +\n", " ggthemes::theme_tufte(base_size = 14, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_text(angle = 45, hjust = 1),\n", " panel.grid = element_line(\"gray70\"),\n", " legend.position=\"bottom\",\n", " legend.title=element_blank(),\n", " legend.text=element_text(size=14))\n", "\n", "p\n", "\n", "ggsave(\"Figures/mobile_web_special_page_requests_June_target.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "code", "execution_count": 1993, "metadata": {}, "outputs": [], "source": [ "#Calculate monthly proportion of amc_edits \n", "\n", "special_pages_requests_enwiki_mom <- special_pages_requests_clean %>%\n", " filter(wiki == 'it.wikipedia',\n", " request_type == \"all_mobile_web_requests\",\n", " date >= '2019-09-01',\n", " date <= '2019-10-31') %>% \n", " mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date) %>%\n", " summarise(request_count = sum(request_count)) %>%\n", " arrange(date) %>%\n", " mutate(monthOvermonth= (request_count/lag(request_count,1) -1)*100)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From September 2019 to October 2019, there was an increase in the proportion of special page views from users while in AMC mode on Arabic, Spanish, Indonesian, and Italian Wikipedias. Conversely, there was a decline for Japanese, Persian and Thai Wikpedias.\n", "\n", "See table below for a breakdown of the % increase in requests to special pages from AMC mode from Sepetember to October 2019 for each target wiki.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Summary of access requests to Special Pages on Target Wikis - October 2019**\n", "\n", "| Wiki | Proportion of AMC Edits|Sept 2019 to Oct 2019 change in AMC Proportion | Sept 2019 to Oct 2019 change in requests\n", "|-----------------|-------------------------|\n", "| Arabic Wiki |3.7% | 21.3% | 2.8%|\n", "| Spanish Wiki | 2.9%| 32.8% |7.0%|\n", "| Indonesian Wiki | 1.6%| 11.1% | 13.5%|\n", "| Italian Wiki | 2.8%| 92.0% | -1.2%|\n", "| Japanese Wiki |1.9% | -15.5% | 0.0%|\n", "| Persian Wiki | 2.3%| -3.6% |2.2%|\n", "| Thai Wiki | 1.9%| -7.8% | -0.2%|\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Top 10 Special pages viewed in AMC Mode on Target Wikipedias **" ] }, { "cell_type": "code", "execution_count": 1994, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Selecting by percent_specialpage_requests\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 10 × 3
special_page_namerequestspercent_specialpage_requests
<chr><int><dbl>
MobileDiff 305836.065574
Watchlist 177120.886897
Contributions 97711.522585
Search 696 8.208515
Recentchanges 245 2.889492
MobileOptions 230 2.712584
EditWatchlist 188 2.217243
Log 135 1.592169
Whatlinkshere 126 1.486024
Specialpages 117 1.379880
\n" ], "text/latex": [ "A tibble: 10 × 3\n", "\\begin{tabular}{r|lll}\n", " special\\_page\\_name & requests & percent\\_specialpage\\_requests\\\\\n", " & & \\\\\n", "\\hline\n", "\t MobileDiff & 3058 & 36.065574\\\\\n", "\t Watchlist & 1771 & 20.886897\\\\\n", "\t Contributions & 977 & 11.522585\\\\\n", "\t Search & 696 & 8.208515\\\\\n", "\t Recentchanges & 245 & 2.889492\\\\\n", "\t MobileOptions & 230 & 2.712584\\\\\n", "\t EditWatchlist & 188 & 2.217243\\\\\n", "\t Log & 135 & 1.592169\\\\\n", "\t Whatlinkshere & 126 & 1.486024\\\\\n", "\t Specialpages & 117 & 1.379880\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 10 × 3\n", "\n", "| special_page_name <chr> | requests <int> | percent_specialpage_requests <dbl> |\n", "|---|---|---|\n", "| MobileDiff | 3058 | 36.065574 |\n", "| Watchlist | 1771 | 20.886897 |\n", "| Contributions | 977 | 11.522585 |\n", "| Search | 696 | 8.208515 |\n", "| Recentchanges | 245 | 2.889492 |\n", "| MobileOptions | 230 | 2.712584 |\n", "| EditWatchlist | 188 | 2.217243 |\n", "| Log | 135 | 1.592169 |\n", "| Whatlinkshere | 126 | 1.486024 |\n", "| Specialpages | 117 | 1.379880 |\n", "\n" ], "text/plain": [ " special_page_name requests percent_specialpage_requests\n", "1 MobileDiff 3058 36.065574 \n", "2 Watchlist 1771 20.886897 \n", "3 Contributions 977 11.522585 \n", "4 Search 696 8.208515 \n", "5 Recentchanges 245 2.889492 \n", "6 MobileOptions 230 2.712584 \n", "7 EditWatchlist 188 2.217243 \n", "8 Log 135 1.592169 \n", "9 Whatlinkshere 126 1.486024 \n", "10 Specialpages 117 1.379880 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "special_page_requests_bypage_top10_targetwiki <- special_page_requests_bypage %>%\n", " filter(wiki %in% c('ar.wikipedia', 'es.wikipedia', 'id.wikipedia', 'it.wikipedia', 'ja.wikipedia', \n", " 'fa.wikipedia', 'th.wikipedia')) %>% \n", " group_by(special_page_name) %>%\n", " summarise(requests = sum(requests)) %>%\n", " mutate(percent_specialpage_requests = requests/sum(requests)*100) %>%\n", " top_n(10) %>%\n", " arrange(desc(percent_specialpage_requests))\n", "\n", "special_page_requests_bypage_top10_targetwiki" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compared to English Wikipedia, there are a higher proportion of requests to the Contributions page from target wikis (11.5% vs 8.7%) and a lower proprotion of request to the Watchlist page (20.8% vs. 28.1%). Mobile Diff remains the top viewed special page acros all reviewed Wikipedias. \n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Rate of access and edits to article talk pages" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Methodology\n", "\n", "The same methodology used to obtain the rate of access to special pages was used to obtain the rate of access to talk pages except we reviewed all requests to article talk pages where the page namespace id is equal to 1.\n", "\n", "The proportion of AMC requests to special pages was based on a 1/64 sample of data collected the [webrequest data](https://wikitech.wikimedia.org/wiki/Analytics/Data_Lake/Traffic/Webrequest) from August 2019 through most recent data available in November 2019. Data for the overall change in talk page views was based on [pageview_hourly data](https://wikitech.wikimedia.org/wiki/Analytics/Data_Lake/Traffic/Pageview_hourly) from June 2018 through October 30, 2019 to review overall year over year changes in mobile web rates. \n", "\n", "For rate of edits to article talk pages, we reviewed all mobile web and AMC tagged edits from the [mediawiki_history](https://wikitech.wikimedia.org/wiki/Analytics/Data_Lake/Edits/Mediawiki_history) table. Data reviewed was from August 2019 through October 2019." ] }, { "cell_type": "code", "execution_count": 1876, "metadata": {}, "outputs": [], "source": [ "#talk page views from logged in users from wmf.pageview_hourly\n", "#dating back to June 2018 through October 2019.\n", "query <- \"\n", "SELECT \n", " CONCAT(year, '-', LPAD(month, 2, '0'), '-', LPAD(day, 2, '0')) AS date,\n", " project, \n", " access_method, \n", " SUM(view_count) AS views \n", "FROM wmf.pageview_hourly\n", "WHERE ((year = 2018 AND month >= 06) or (year = 2019 and month <=10)) \n", " AND project LIKE '%.wikipedia'\n", " AND namespace_id = 1\n", " AND agent_type = 'user'\n", "GROUP BY CONCAT(year, '-', LPAD(month, 2, '0'), '-', LPAD(day, 2, '0')), project, access_method\"" ] }, { "cell_type": "code", "execution_count": 1877, "metadata": {}, "outputs": [], "source": [ "talk_page_views <- wmf::query_hive(query)" ] }, { "cell_type": "code", "execution_count": 1878, "metadata": {}, "outputs": [], "source": [ "talk_page_views$date <- as.Date(talk_page_views$date, format = \"%Y-%m-%d\")" ] }, { "cell_type": "code", "execution_count": 1879, "metadata": {}, "outputs": [], "source": [ "#Total talk page requests from logged in users by request type - amc and non-amc edit\n", "#Sample from the webrequest data.\n", "\n", "query <- \n", "\"SELECT \n", " CONCAT(year, '-', LPAD(month, 2, '0'), '-', LPAD(day, 2, '0')) AS date,\n", " CONCAT(normalized_host.project, '.',normalized_host.project_family) AS wiki,\n", " SUM(IF ((x_analytics_map['mf-m'] = 'b%2Camc' OR\n", " x_analytics_map['mf-m'] = 'amc'), 1, 0)) as amc_request,\n", " COUNT(*) AS all_mobile_web_requests \n", "FROM wmf.webrequest TABLESAMPLE(BUCKET 1 OUT OF 64 ON hostname, sequence)\n", " WHERE year = 2019 AND month >= 08\n", " AND namespace_id = 1\n", "-- Only review logged in users \n", " AND normalized_host.project_family = 'wikipedia'\n", " AND x_analytics_map['loggedIn'] IS NOT NULL\n", " AND agent_type = 'user'\n", " AND access_method = 'mobile web'\n", " AND webrequest_source = 'text'\n", " AND is_pageview\n", "GROUP BY CONCAT(year, '-', LPAD(month, 2, '0'), '-', LPAD(day, 2, '0')), CONCAT(normalized_host.project, '.',normalized_host.project_family)\"" ] }, { "cell_type": "code", "execution_count": 1880, "metadata": {}, "outputs": [], "source": [ "talk_page_requests <- wmf::query_hive(query)" ] }, { "cell_type": "code", "execution_count": 1881, "metadata": {}, "outputs": [], "source": [ "talk_page_requests$date <- as.Date(talk_page_requests$date, format = \"%Y-%m-%d\")" ] }, { "cell_type": "code", "execution_count": 1882, "metadata": {}, "outputs": [], "source": [ "talk_page_requests_clean <- talk_page_requests %>%\n", " mutate(other_mobile_web_request = all_mobile_web_requests - amc_request) %>% \n", " gather(request_type, request_count, 3:5) %>%\n", " arrange(desc(date))" ] }, { "cell_type": "code", "execution_count": 1883, "metadata": {}, "outputs": [], "source": [ "talk_page_requests_clean$request_type %<>% factor(levels= c(\"amc_request\",\"all_mobile_web_requests\", \"other_mobile_web_request\"))\n" ] }, { "cell_type": "code", "execution_count": 1275, "metadata": {}, "outputs": [], "source": [ "## All article talk page edits on mobile web coming from AMC mode\n", "\n", "query <- \"select\n", " date_format(event_timestamp, 'yyyy-MM-dd') as date,\n", " wiki,\n", " sum(cast(other_mobile_web_edit as int)) as other_mobile_web_edits,\n", " sum(cast(amc_edit as int)) as amc_edits,\n", " sum(cast(all_mobile_web_edit as int)) as all_mobile_web_edits\n", "from (\n", " select\n", " wiki_db as wiki,\n", " event_timestamp,\n", " (array_contains(revision_tags, 'mobile web edit') and not\n", " array_contains(revision_tags, 'advanced mobile edit')) as other_mobile_web_edit, \n", " (array_contains(revision_tags, 'advanced mobile edit') and\n", " array_contains(revision_tags, 'mobile web edit')) as amc_edit,\n", " array_contains(revision_tags, 'mobile web edit') as all_mobile_web_edit\n", " from wmf.mediawiki_history mwh\n", " INNER JOIN canonical_data.wikis cd\n", " ON wiki_db = database_code \n", " where\n", " mwh.event_entity = 'revision' and\n", " mwh.event_type = 'create' and\n", " cd.database_group = 'wikipedia' and\n", " mwh.event_timestamp IS NOT NULL and\n", " mwh.event_user_id IS NOT NULL and\n", "--looking only at historical page namespaces\n", " page_namespace_historical == 1 and\n", " mwh.event_timestamp between '2018-06-01' and '2019-10-31' and \n", " mwh.snapshot = '2019-10'\n", ") edits\n", "group by wiki, date_format(event_timestamp, 'yyyy-MM-dd')\"\n" ] }, { "cell_type": "code", "execution_count": 1276, "metadata": {}, "outputs": [], "source": [ "talk_page_edits <- wmf::query_hive(query)" ] }, { "cell_type": "code", "execution_count": 1277, "metadata": {}, "outputs": [], "source": [ "talk_page_edits$date <- as.Date(talk_page_edits$date, format = \"%Y-%m-%d\")" ] }, { "cell_type": "code", "execution_count": 1278, "metadata": {}, "outputs": [], "source": [ "talk_page_edits_clean <- talk_page_edits %>%\n", " filter(date < '2019-10-30') %>% #remove incomplete Nov data\n", "gather(edit_type, edit_count, 3:5) %>%\n", " arrange(desc(date))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Rate of access and edits to talk pages overall" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Access rates" ] }, { "cell_type": "code", "execution_count": 2049, "metadata": {}, "outputs": [], "source": [ "talk_page_views_all <- talk_page_views %>%\n", " filter(access_method == 'mobile web') %>%\n", " mutate(date = floor_date(date, 'month')) %>% \n", " group_by(date) %>%\n", " summarise(views = sum(views))" ] }, { "cell_type": "code", "execution_count": 2034, "metadata": {}, "outputs": [ { "data": { "image/png": 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b79pabNSOrbuJ9LtKxjAa924MCBtWvXFhUVsQ4EWEJix8zUqVPF6by8vBkzZjAM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/ubm5aN6l7gICAox/uqilbQIeHuDWfd1q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\n+zYRyc/w6E+PRNIjFg/hn+Jx9onzZtHYgVPfngJoOYG0n2GnAKD9Pjx1O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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot YoY Changes in overall mobile web views\n", "\n", "talk_page_views_all_yoy_plot <- talk_page_views_all %>%\n", " mutate(year = case_when(date >= '2018-06-01' & date < '2019-06-01' ~ '2018/2019',\n", " date >= '2019-06-01' & date < '2020-06-01' ~ '2019/2020'),\n", " MonthN =as.factor(format(as.Date(date),\"%m\")),\n", " Month = months(as.Date(date), abbreviate=TRUE))\n", "\n", "\n", "talk_page_views_all_yoy_plot$MonthN = factor(talk_page_views_all_yoy_plot$MonthN, levels=c(\"06\", \"07\", \"08\", \"09\", \"10\",\"11\", \"12\", \"01\", \"02\", \"03\", \n", " \"04\", \"05\" ))\n", "\n", "talk_page_views_all_yoy_plot$year = factor(talk_page_views_all_yoy_plot$year, levels = c('2018/2019', '2019/2020'))\n", "\n", "\n", "p <- ggplot(talk_page_views_all_yoy_plot, aes(x=MonthN, y = views, group = year, color = year, linetype = year)) + \n", " geom_line(size = 0.8) +\n", " scale_y_continuous(\"Number of views per month\", labels = polloi::compress) +\n", " scale_x_discrete(breaks = talk_page_views_all_yoy_plot$MonthN, labels = talk_page_views_all_yoy_plot$Month )+\n", " geom_vline(xintercept = c(10, 1, 3), linetype = \"dashed\", color = \"black\") +\n", " geom_text(aes(x=10, y=4E6, label=\"AMC deployed on Arabic, Indonesian, and Spanish Wikipedias\"), size=3.7, vjust = 1.5, angle = 90, color = \"black\") +\n", " geom_text(aes(x=1, y=4E6, label=\"AMC deployed on Italian, Japanese, Persian, and Thai Wikipedias\"), size=3.7, vjust = 1.5, angle = 90, color = \"black\") +\n", " geom_text(aes(x=3, y=4E6, label=\"AMC deployed on all Wikipedias\"), size=3.7, vjust = 1.5, angle = 90, color = \"black\") +\n", " labs(title = \"Mobile web talk page views on all Wikipedia Projects\") +\n", " xlab(\"Month\") +\n", " scale_color_brewer(palette = 'Set1', breaks=c('2018/2019', '2019/2020'), direction= -1) +\n", " scale_linetype_manual(breaks=c('2018/2019', '2019/2020'), values=c(2,1)) +\n", " ggthemes::theme_tufte(base_size = 14, base_family = \"Gill Sans\") +\n", " theme(plot.title = element_text(hjust = 0.5),\n", " legend.title = element_blank(),\n", " legend.position = \"bottom\",\n", " panel.grid = element_line(\"gray70\"),\n", " legend.key.width=unit(0.5,\"cm\"))\n", "p \n", "\n", "ggsave(\"Figures/mobile_web_talk_page_views_overall.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Year over year percent changes in mobile web views to article talk pages" ] }, { "cell_type": "code", "execution_count": 1887, "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", "\n", "
A tibble: 6 × 3
dateviewsyoy_percent
<date><int><dbl>
2019-10-013844925 10.60188
2019-09-012962659-28.86988
2019-08-012388837-31.53688
2019-07-012111978-51.06993
2019-06-011943459-14.60349
2019-05-012119076 NA
\n" ], "text/latex": [ "A tibble: 6 × 3\n", "\\begin{tabular}{r|lll}\n", " date & views & yoy\\_percent\\\\\n", " & & \\\\\n", "\\hline\n", "\t 2019-10-01 & 3844925 & 10.60188\\\\\n", "\t 2019-09-01 & 2962659 & -28.86988\\\\\n", "\t 2019-08-01 & 2388837 & -31.53688\\\\\n", "\t 2019-07-01 & 2111978 & -51.06993\\\\\n", "\t 2019-06-01 & 1943459 & -14.60349\\\\\n", "\t 2019-05-01 & 2119076 & NA\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 6 × 3\n", "\n", "| date <date> | views <int> | yoy_percent <dbl> |\n", "|---|---|---|\n", "| 2019-10-01 | 3844925 | 10.60188 |\n", "| 2019-09-01 | 2962659 | -28.86988 |\n", "| 2019-08-01 | 2388837 | -31.53688 |\n", "| 2019-07-01 | 2111978 | -51.06993 |\n", "| 2019-06-01 | 1943459 | -14.60349 |\n", "| 2019-05-01 | 2119076 | NA |\n", "\n" ], "text/plain": [ " date views yoy_percent\n", "1 2019-10-01 3844925 10.60188 \n", "2 2019-09-01 2962659 -28.86988 \n", "3 2019-08-01 2388837 -31.53688 \n", "4 2019-07-01 2111978 -51.06993 \n", "5 2019-06-01 1943459 -14.60349 \n", "6 2019-05-01 2119076 NA " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Calculate year over year changes\n", "talk_page_views_all_yoy <- talk_page_views_all%>%\n", " mutate(date = floor_date(date, 'month')) %>% \n", " group_by(date)%>%\n", " summarise(views = sum(views)) %>%\n", " arrange(date) %>%\n", " mutate(yoy_percent = (views/lag(views,12) -1) *100) %>%\n", " arrange(desc(date))\n", "\n", "head(talk_page_views_all_yoy)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There was a decrease in the number of views to article talk pages on all Wikipedia Projects from January to May 2019; however, there was a sharp increase in the number of views starting in June 2019 with a 10.6% year over year increase in October 2019. Other variables may contributing to these increases but a review of the proportion of talk pages requests made while in AMC will help indicate how much AMC attributes to this increase. " ] }, { "cell_type": "code", "execution_count": 1893, "metadata": {}, "outputs": [], "source": [ "talk_page_requests_all = talk_page_requests_clean %>%\n", " mutate(date = floor_date(date, \"week\")) %>%\n", " filter(request_type == \"all_mobile_web_requests\",\n", " date != '2019-08-18',\n", " date != '2019-11-24') %>% #remove incomplete weeks\n", " group_by(date) %>%\n", " summarize(request_count = sum(request_count))" ] }, { "cell_type": "code", "execution_count": 2036, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`geom_smooth()` using method = 'loess' and formula 'y ~ x'\n", "`geom_smooth()` using method = 'loess' and formula 'y ~ x'\n" ] }, { "data": { "image/png": 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HjxYiKaN2+e6z8nTJjgdDq5PA6HY/z48SKPvddee42Ihg8fbjKZXNNbW1uHDRtG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F9UZMO3ZrmFRPthFDqj6kzUnV2kTfebQ5\nid2qWiNqE33n0eakxrVbq9qxY0d0dHTLli1dkOHUOXY2J1RWVv7tb3+zR6sYBAEAAFBP2nx4\n4l//+lfv3r2nT5+em5s7fPjwffv2abJZAAAAOK++g93+/ftHjhx5zz33HDt2rHv37l988cXO\nnTsHDBigSRwAAACcp36wy8rKevTRRwcMGLB9+/awsLC//vWvR44cGT9+vIZxAAAAcJ6ay50U\nFxcvWbLktddeKysr8/X1nTVr1ty5c4OCgjSPAwAAgPOUDXZms/mdd95ZtGjRpUuXTCbTL3/5\nyyVLlrRv376B4gAAAOA8BYPdhg0b5syZc/z4cRG57bbbli9fHhMT02BhAAAAUMapwe77779/\n9tlnd+7cKSLdu3d/+eWX4+PjGzgMAAAAyjg12MXGxtpstrCwsPnz50+bNs3L62a/ERkAAIAO\nOXuBYhG5dOnSzJkzmzRpYnJCA2cDAACgOm0uUAwAAAC3c+pNVSPd+BUAAMCoOGIHAABgEAx2\nAAAABsFgBwAAYBAMdgAAAAbBYAcAAGAQDHYAAAAGwWAHAABgEAx2AAAABsFgBwAAYBAMdgAA\nAAbBYAcAAGAQDHYAAAAGwWAHAABgEAx2AAAABsFgBwAAYBAMdgAAAAbBYAcAAGAQDHYAAAAG\nwWAHAABgEAx2AAAABsFgBwAAYBAMdgAAAAbBYAcAAGAQDHYAAAAGwWAHAABgEAx2AAAABsFg\nBwAAYBAMdgAAAAbBYAcAAGAQDHYAAAAGwWAHAABgEAx2AAAABsFgBwAAYBAMdgAAAAbBYAcA\nAGAQDHYAAAAGwWAHAABgEAx2AAAABsFgBwAAYBAMdgAAAAbBYAcAAGAQDHYAAAAGwWAHAABg\nEAx2AAAABsFgBwAAYBAMdgAAAAbBYAcAAGAQDHYAAAAGwWAHAABgEAx2AAAABsFgBwAAYBAM\ndgAAAAbBYAcAAGAQDHYAAAAGwWAHAABgEAx2AAAABsFgBwAAYBAMdgAAAAbBYAcAAGAQDHYA\nAAAGwWAHAABgEAx2AAAABsFgBwAAYBAMdgAAAAbBYAcAAGAQDHYAAAAGwWAHAABgEAx2AAAA\nBuHl7gBt7NmzZ8OGDRkZGTabrVOnTuPHjx80aJC7owAAAFzKCIPdhg0bVq5c6XiYlpaWlpY2\nefLke+65x41VAAAALtbo34rNycn5+OOPReSRRx5ZvXr16tWrH3nkERH56KOPLl686O46AAAA\n12n0g922bdvMZvOIESMmTJgQGBgYGBg4YcKEESNGmM3mbdu2ubsOAADAdRr9YHfo0CERuf32\n26sutD88fPiwe5oAAADcodEPdufPnxeRyMjIqgs7duwoItnZ2W5JAgAAcItG/+GJq1evikjT\npk2rLgwKCnI8Vc3s2bOvXLlSdc3x48fX/lvY18/KysrLy6t/sB6kpKS4O+GGaFNNz3m0qabn\nPNpU03MebarVkldaWnrs2LHTp0/X87fo3LlzWFhY7euYbDZbPX8b97r33nstFssXX3zh6enp\nWGixWO69994mTZqsW7eu2vqjR48uKChwPAwLC5sxY4aLWhuMzWYzmUzurgAAAA3olltuadeu\nXe3rNPojdgEBAcXFxSUlJcHBwY6FxcXFIuLv73/9+g899FBpaanjoZ+fX+fOnWv/Lc6dO1de\nXh4SEtK8efP6B1ut1oyMjMjISA8PDd4HLygoyM/P9/X1bdu2bf23JiLnz58PDAy0H/Ksp8rK\nyrNnz4pIhw4dvLw0eKUVFRVdvXq1TZs29d+U/G+3tmjRouorRzWLxXLmzJlOnTppMmHn5+cX\nFBT4+flp9c1mZ2cHBQVVO7CtTkVFRVZWloh07Nix6v+mVCssLCwrKwsPD6//pkQkKyuroqIi\nNDS0WbNm9d+a2WzOzMys80eEky5fvlxYWKjhbj137lxwcHBgYGD9N1VeXn7u3DkR0fBHU0VF\nRatWreq/KRE5e/ZsZWVlWFiYhj+atN2t/v7+rVu31mSDWVlZISEhAQEB9d9UWVmZ/ZQkDX80\nmc3mli1b1n9TIpKZmWnfmlY/ms6dO9epU6f6b0pELl26VFxcHBAQoNWPprNnz4aGhtY4liji\nzF+BRj/YtWnTpri4OCMjo1+/fo6FZ86cEZGIiIjr1588ebLS3+Ly5cvl5eUtW7bs0qVLPUr/\nq7KyMiMjo1u3bk2aNKn/1k6ePGkf7Hr06FH/rYlIUVFR69at27dvX/9NXb161T7YdenSxc/P\nr/4bPHPmzMWLF7X6Ti9dulReXt6qVStNfhCUl5efOXOme/fumsw66enp9sFOq2+2oKCgTZs2\nmkz/JSUl9sGua9euPj4+9d/g6dOn8/PztfpOL168WFFRER4ebj/Rtp5KS0szMzOjoqI0+Ufx\n2LFjhYWFAQEBWn2zly9fjoiI0GRMLCoqsg92Gv5oKi4u1uo7vXDhQmVlpYY/mrKysrRqS0tL\nKywsDAwM1PBHU9u2bTWZJwoKCuyDnYY/mq5du6bVd5qdnW02mzX80XT+/Hmt2iwWS3FxcdOm\nTTX80dSuXTutZuLaNfoPT/Tp00dEtm/fXnWh/WHv3r3d0wQAAOAOjX6wGzVqlJeX144dO9au\nXXvlypUrV66sXbt2x44dXl5ed9xxh7vrAAAAXKfRvxUbHh4+adKklStXfvLJJ5988olj+aRJ\nk7R6axwAAKBRaPSDnYjEx8e3bNnyyy+/zMjIEJHIyMjx48fHxcW5uwsAAMCljDDYiUhcXByT\nHAAAuMk1+nPsAAAAYMdgBwAAYBAMdgAAAAbBYAcAAGAQDHYAAAAGwWAHAABgEAx2AAAABsFg\nBwAAYBAMdgAAAAbBYAcAAGAQDHYAAAAGwWAHAABgEAx2AAAABsFgBwAAYBAMdgAAAAbBYAcA\nAGAQXu4OaATy8/MLCgpKSko02ZrJZAoNDTWZTJpsraSk5PLly1arVZOtiUizZs18fX012VRl\nZeXly5dFxGw2a7JBPz+/Zs2aabIpEbl8+XJxcfGVK1c02ZqHh4fmu1WTTdk1a9bMx8dHk02V\nl5fb2ywWiyYb9PPzCwoK0mRTIpKfn19SUnLt2jVNtmbfrZpsSkSKi4svX77s6emp1QaDg4O1\n2q0VFRWO3dqkSZP6b9Df399ms9V/O3aXL1++du2aVn9bPT09NdytRUVFly9f1uQPzU7D3er4\n26rVvvD399fwBXz58uWysrKrV69qsjVPT88WLVposin5399WrXaEiDRv3tzb21urrdXBhro8\n+uijMTExH3zwgbtDavDhhx/GxMQ8+uij7g6pQWZmZkxMTExMzPnz593dUoOHH344Jibmk08+\ncXdIDd55552YmJgnnnjC3SE1OHnypH235uXlubulBvfdd19MTMxnn33m7pAavPXWWzExMdOm\nTXN3SA3S0tLsu7WoqMjdLTUYN25cTEzMF1984e6QGvzlL3+JiYmZOXOmu0NqcPDgQftuLS0t\ndXdLDe6+++6YmJiNGze6O6QGS5cujYmJeeaZZ9wdogZvxQIAABgEgx0AAIBBMNgBAAAYBIMd\nAACAQXguXLjQ3Q16V1lZ2aVLlwEDBrRp08bdLdVZLJYWLVr079+/Z8+e7m6pzmazmUymvn37\nxsbGavjZIq1UVFR069YtJiamdevW7m6pzmKxhIaG9uvXLzo62t0tNfDw8LDvVg0/CaiVysrK\n7t27DxgwoFWrVu5uqc5sNrds2bJfv349evRwd0t1NpvNy8urb9++AwcO9PLS3dUSKioqevTo\nceutt4aFhbm7pTqz2dyqVav+/ft3797d3S3VWa1Wb29v+2718NDdcZyKioro6OgBAwZo+CFl\nrVgslvDw8P79+3fr1s3dLYqZbNp9Ih0AAABupLsRHgAAAOow2AEAABgEgx0AAIBBMNgBAAAY\nBIMdAACAQTDYAQAAGITurlekK1euXNm+fXtWVlZwcPDgwYM7duzo7qKf0KaanvNoU03PebSp\npuc82lTTc56e25zEdexuaP/+/cuWLbty5Yr9oclkuu2226ZNm+bv7+/eMKGtHvScR5tqes6j\nTTU959Gmmp7z9NzmPO48UbPDhw8vWrSovLy8f//+kydPHjp0aHZ29g8//JCcnHzrrbcGBgbS\n1ujadJ5HmyHzaDNkHm2GzNNzmyIcsauBxWKZOnVqbm7uXXfdNX36dJPJJCIlJSXTp08vKioK\nCQlZunRpy5YtaWtEbTrPo82QebQZMo82Q+bpuU0pPjxRg7S0tNzc3KCgoClTptj3rog0bdo0\nKirKz88vPz9/8eLFlZWVtDWiNp3n0WbIPNoMmUebIfP03KYUg10NLl26JCKRkZFV73Fus9ky\nMzPvvvvu0NDQs2fPrlu3jrZG1KbzPNoMmUebIfNoM2SentuUYrCrQXh4uIhkZGQ4zqAUkbVr\n1+bk5LRo0SIhIUFEEhMTLRYLbY2lTed5tBkyjzZD5tFmyDw9tynF5U5q0KNHj8jIyIyMjEWL\nFk2aNMnb23vLli3btm3z9PS89dZbw8PDmzVrVlRUdPbs2cjISNoaRZvO82gzZB5thsyjzZB5\nem5TisGuBiaTafbs2XPnzj1+/PjcuXMdC6dNm9a6dWsRad26dVFRUXFxMW2NpU3nebQZMo82\nQ+bRZsg8PbcpdbO/Fbt79+7NmzdfvzwiIuLVV18dMWKEr6+vp6dnz549//SnP911110iYrFY\nLly4ICLBwcFuyaNNXZvO82hT16bzPNrUtek8jzZ1bTrJ03ObJm7qI3ZHjhxZtmyZ1WoVkTFj\nxlR7tkWLFs8884yI2Gw2x2dkROTLL78sKioKDw9v3769u/JoU9em8zza1LXpPI82dW06z6NN\nXZvb8/TcppWberD76KOP7CdCvv3221LTPrZz7F2LxbJmzdtaLDoAACAASURBVJq1a9eKyBNP\nPFF1r7srjzZ1bTrPo01dm87zaFPXpvM82tS1uStPz21auXkHu71796anp3fr1m3YsGErV66s\nfR+LSEpKyptvvllcXOzp6fn4448PGjRIP3m0qWvTeR5t6tp0nkebujad59Gmrs3FeXpu09DN\nO9j9+OOPIjJx4sSYmBgRqXMfx8bGxsXF2Vfo1KmTrvJoU9em8zza1LXpPI82dW06z6NNXZuL\n8/TcpiXbzcpisaxbt87x8Msvvxw3btw999yzadMmN1Y56DmPNtX0nEebanrOo001PefRpo6e\n2zTkuXDhQnfPlu5hMpl69OjheBgVFeXv779///7U1NTg4OCuXbval6elpYWGhrr+bXU959Fm\nyDzaDJlHmyHzaDNem4Zu3sHuetfv4x07dvzpT3+6cOHCoEGD3L6P9ZxHmyHzaDNkHm2GzKPN\neG2q3USD3ZUrV77++uvk5OTs7OzmzZsHBARcv07VfZybm7tmzRqr1RoXF9e7d2+3t7krT89t\nTubpuc1deXpuczJPz23uytNzm5N5em5zV56e25zMo82VTDabzd0NrpCamrps2bKrV6/aH3p6\net55552PP/64r6/v9Stv2LBh5cqV9l9PnDhx4sSJ+mlzcZ6e25Tm6bnNxXl6blOap+c2F+fp\nuU1pnp7bXJyn5zalebS5xk1xxC49PX3hwoVlZWXR0dEjRowICgrKzs4+ceJEcnJybGzs9SN8\nTk5OSkqKuGTvKm1zZZ6e21Tk6bnNlXl6blORp+c2V+bpuU1Fnp7bXJmn5zYVebS5iLs/veEK\nzz///Lhx49566y2r1WpfcubMmaeffnrcuHGPPfZYTk5O1ZW3b98eHx8/bty41atX663NxXl6\nblOap+c2F+fpuU1pnp7bXJyn5zaleXpuc3GentuU5tHmMsa/V2xFRUVaWpqIPProo44TITt0\n6LB06dJevXoVFBQsWLDg2rVrjvV/+OEHq9XqmpldaZsr8/TcpiJPz22uzNNzm4o8Pbe5Mk/P\nbSry9Nzmyjw9t6nIo81ljP9WrNlsXrt2rclkmjhxoqenp2N5kyZNBg8enJqampWVVVBQ4Lii\n9MCBAyMjI2u5FLUb21yZp+c2FXl6bnNlnp7bVOTpuc2VeXpuU5Gn5zZX5um5TUUebS5j/CN2\nPj4+HTp0sNls9rfPq/Lz85s9e7aXl9c333yTlZVlX+jh4WG/0rQO21yZp+c2FXl6bnNlnp7b\nVOTpuc2VeXpuU5Gn5zZX5um5TUUebS5j/CN2IuLp6fndd9+lp6ffcccd3t7eVZ8KCgrKyck5\nffp08+bNe/XqRVtjadN5Hm2GzKPNkHm0GTJPz20NzYBH7E6fPr1v376cnBzHktGjR3fv3j0v\nL2/JkiUVFRXV1u/cubOIVF3flXm0qWvTeR5t6tp0nkebujad59Gmrk3nebpqczFDHbFLT09f\ntGjRmjVrvv32240bNxYXF8fExJhMJpPJ1K9fv6SkpMzMzGPHjg0aNKhJkyaOr9q0aVNGRkZM\nTMwtt9zi+jwPDw/aVLSxWw3Zxm41ZBu71ZBt7FbdMs5gt2/fvkWLFuXn53t6egYFBZWVlZ04\nccLPz89+Y7iAgID+/fvv2bMnMzMzKSmpVatWbdq0sdlsiYmJ69atM5lMM2bMaNasmVvyaFPX\nJuxWI7YJu9WIbcJuNWKbsFt1ySB3nsjOzv7tb39bXl5+xx13PPHEE02bNt23b9+SJUuCgoI+\n+ugjx6edc3Nz//znP588eVJE/P39RcT+geeEhIT4+Hj35tGmrk3nebSpa9N5Hm3q2nSeR5u6\nNp3nuavNjQxyxG758uXnzp0bNWrUrFmzfHx8RCQiIiIrK+v48ePDhg1zjOQBAQGjRo0KDAw8\nd+5cUVFRZWVlaGjojBkz7rzzTrfn0aauTed5tKlr03keberadJ5Hm7o2nee5q82dGujCx650\n/PjxcePGPfHEE6WlpVWXr1+/fty4cd9++22NX3Xx4sULFy44rkmtqzza1LXpPI82dW06z6NN\nXZvO82hT16bzPJe1uZeXuwdLDfj6+gYFBU2cOLHanX3tB10dNwCupmXLlq6IU5VHm7o20Xce\nberaRN95tKlrE33n0aauTfSd57I29zLC5U7at2+/ZMmSESNGVFtutVpFpLKy0rHk4MGDVR+6\nhp7zaFNNz3m0qabnPNpU03MebarpPM+NjDDYiUi7du28vKoffSwrKxMRs9lsf7hjx44FCxb8\n6U9/su918mgzcB5thsyjzZB5tBk1z10MMtjVyL53bTabiOzYseO1116zWq3du3f38NDFd63n\nPNpU03MebarpOY821fScR5tqOs9zASN/n6WlpfZfOHbtxIkTJ06c6N4qBz3n0aaanvNoU03P\nebSppuc82lTTeZ4LGOHDEzdi37v79u07duyYDnetnvNoU03PebSppuc82lTTcx5tquk8zwWM\nf8QuLS3NZbs2NzfX5vQFn12f5zzaqmK3uoCL23bv3r1ixQrn13dlXklJiaL12a1VWSyW8vJy\nJ1dmt6rDbtW5xnTE7sqVK9u3b8/KygoODh48eHDHjh1rX9/+RruIuGDXnj59+u233z527NiI\nESN+97vfOa7HrZ+8vLy89u3bh4eHO7O+K9vYrerYbLZTp05dunSpffv2ERERznyJi3frrl27\ncnNzQ0NDY2Njw8LC9NO2e/fuZcuWWa3WsWPHdujQwZkvcVne7t27//rXv/7hD3/o3bu3k1/i\nyj86pVzZlp2d/dFHH6Wmploslujo6FmzZtX5447dqg67VecazZ0n9u/f/8ILL6SkpJw8efLI\nkSNbtmy5cOHCLbfcUvW2vtV06NBh9+7d9913X0Pv2gMHDvzhD3/Izc2NjIyMi4ur8XM67sq7\n0c2b9dAm7Fa17Lt17dq1SUlJmzZtKi4uHjBggE7aRCQ1NfWFF15ITk7+8ccfU1NTExMTCwoK\nevfuXcsfoMva7FOdxWIRkfLy8kGDBjnzVa7JKyoqmj17dkVFxe7du3v06NGqVSv9tO3evfvo\n0aNdu3ZV9FUu26379u2bN2/e2bNn7Z98vHTpUmpq6ujRo2v/O8tuZbcaUuO4V+zhw4fnz59v\nsVj69+//i1/8wmKxrFmz5vTp023atFm0aFEtf0+Kiooa+ha/165de/LJJ0tKSsaOHfvkk096\neno6/7UNnbdv376XX365srLS09MzMDCwqKhIRB5//PF7773X7W3CblVr7969S5curays9PX1\nDQsLO3funM1mmzlz5ujRo93eJiLp6ekvvPBCZWVldHR0z549s7Ky9u3bZ7VaIyIiFi1aVMsF\nQl3Q5pjq7rrrrm3btonIe++9Fxoa6szXuiDPZrM98sgjXl5eBQUFPj4+8+fPd/IAT0O3HTly\nZN68eVarddq0aWPGjFH0ta78SRIXF/fQQw95enq+/vrrJ0+efP755wcPHuz2PHarOjrfrXrW\nCI7YWSyWF1988cqVK3fddddzzz0XERHRtm3bIUOGfP3113l5ebt37x48eHBAQECNX1vtgtQN\nYcuWLXv27OnevfsLL7xg/zS11Wo9evTo0aNHy8vLW7RoUcvhsQbNy87Onj9/fkVFxR133LF4\n8eKHH364c+fOu3fvzsjIGD9+fJ0H7Rr6j47dqk5WVtb8+fMrKytvv/32xYsX33vvvZGRkbt2\n7bJarbfddludX+6CP7ply5bl5OTcfffdzz///C233DJs2LC4uLi0tLSsrKxdu3YNHjw4MDDQ\nLW2Oqe6BBx548skns7OzMzIyTCZTv379nPlyF/zRmUymH3/8MSIiIjo6+tixY84f4GnotqVL\nl+bl5YlIampqcHCwogM8Dd1WXl4+d+7ca9eujRkz5ne/+13z5s2Dg4PDwsJ27NgxYMCAyMhI\n9+YJu1UV/e9WPWsEH55IS0vLzc0NCgqaMmWK41/Tpk2bRkVF+fn55efnL1682I0XlT527JiI\njBw50t528uTJGTNmzJ079y9/+cvs2bOfffbZixcvuiXs3XffLS8vt98duWnTpiISGxs7ePDg\ngoKCc+fOuSWpKnarOu+8805FRYX9h519Qho0aJC/v7+fn59beqqpqKhIS0sTkUcffdSxWzt0\n6LB06dJevXoVFBQsWLDg2rVrrg+rOtU99thjImI/bv3vf//7RndGcovo6OijR4/aj6CUl5cv\nXrz48OHD9qcKCgrckrR379709PRu3bolJCTYbLa333578+bNbimp0a5du/Lz89u0aTNlyhTH\nwoKCAg8PjxYtWvznP/9JSkpynHTlLuxWpRrFbtWtRjDYXbp0SUQiIyOrnndls9kyMzPvvvvu\n0NDQs2fPrlu3zl159uHDx8dHRDIzM+fOnZudne3r69utWzd/f/8TJ0688MILhYWFLq5KT0//\n4YcfwsLCqv6tEJEuXbqIyJkzZ1zccz12qwrHjh07dOhQRETE5MmTHQtPnjx57do1f3//JUuW\nLFy4cOvWrS6uqsp+C2qTyWT/o3Pw8/ObN29eZGTk+fPn33vvPRdXlZeXv/vuu1WnOhHp1KlT\n3759S0tLdfXvWXR09OXLly9cuFBtCHj//fd/+9vfZmdnuz7pxx9/FJGJEyfGx8frcAg4ffq0\niPTt29dxvsSVK1c+++wzk8m0YMGCv/71r0uXLp01a1ZOTo4bI9mtSjWK3apbjWCws38EJiMj\n48qVK46Fa9euzcnJadGiRUJCgogkJibaz4Z2PfsHEg8dOiQiq1atKisrGzZs2N///vdly5a9\n8847Xbp0ycvLW716tYur1N282ZXYrSr4+/vbd6tjGi4tLX3ttddE5N///veePXv279//5ptv\nvvPOOy4Oc/Dx8enQoYPNZktJSan2lJ+f3+zZs728vL755pusrCwXVy1evPhXv/qVY6qzu//+\n+0XkX//6l37uI9mlSxdvb+/Dhw+bTCbHEDBv3ryvvvrqypUrubm5rk967LHHfv3rX8fExIiI\nDocA+ymShw8fth+/ycvLmz9/fk5Ojo+Pz4MPPvjb3/62U6dOFy5cePXVV90YyW5VqlHsVt1q\nBOfYhYaG7t279+LFi0eOHGnTpk1hYeGnn366YcMGT0/PKVOm9OjRY/PmzUVFRYMHD27evLnr\n8wICArZu3ZqVlTVkyJD169dHRka++OKL9n93fX1927Zt+/XXXxcUFIwfP96VVc2aNbv11lt7\n9+5d7SYqJ06c+P777/v27du9e3f7koMHD7Zo0ULRhwM0wW5Vwb5be/bsad+tZWVlixYtOnny\nZNOmTadPnz5r1qwuXbokJyenp6cPGTLEXecOe3p6fvfdd+np6XfccYe3t3fVp4KCgnJyck6f\nPt28efNevXq5sio4OPj63zE8PHzv3r0XLlwICwuzH8x2Ow8Pj/3791+9enXw4MEmk2nAgAF7\n9uyxHxv+5S9/OWrUKNcnmUymHj16OB5GRUX5+/vv37+/2olZaWlpoaGhzlwSSFsRERHbt2+/\nePHi9u3bv//++w8//DAvL6958+ZLly4dMmRIZGTkgAEDNmzYkJeXd9ddd7nrjAV2q1KNYrfq\nViM4YmcymWbPnt28efPjx4/PnTv32Wef3bZtm/3/Pa1btzaZTK1btxaR4uJiF8ScPn163759\nVQ//du3aNTY21mw2L1u2zMvLa9y4cVVnKfsRsoqKChe0XblyZfPmzR9//HFiYuKlS5d0dXfk\nam2is916Pf3sVvn5q65du3aOKfz06dMnTpxo2bLl8uXLR44cGRAQMGTIEPvIfvLkSReE2Wy2\nkydP7tmzp+p7SaNHj+7evXteXt6SJUuu/yPq3LmziLjgDZTrX3I1uu+++0Tkyy+/1M/1AXr0\n6OE4AWvlypWZmZn2f1Y///xzx/KGdv0PuqquP8CzY8cO+xmoLvhjrNYWFBT0yiuvDBw4sLKy\n8urVq1FRUSIye/Zsx8Uda7l2kuZqedXpYbfWzr27tRpd7dZGR18XKN69e3dxcfH1n7uOiIh4\n9dVXP/7445SUlMrKyqioqF/96lf2/39bLJYLFy6ISHBwcIO2paenv/nmm/az00wm09ixYx1n\n/c+YMeP06dP2cwKq/c/GfkkFpVcJUiE1NXXZsmWO91jff//9O++88/HHH6/2Vqxb7o58ozY9\n7NYbveREH7u1llediERHR8+fP79169aOa4iYzWb72zouOMyZnp7+17/+NTMz09E2depUEfHw\n8Jg9e/Zzzz13+PDhxYsXz5071z4H29knzobOc/Kvg4gMHTr073//e3Z2dkpKSlxcXINWOdTy\nqhOR6OjodevWnT9/ftOmTV999VWTJk3mzp27b9++zZs3L168+K233qrlkjH1V/tLziE+Pl5E\nVq5c+fbbb6enp2/fvt1qtdr/S+b6tpYtW/7hD3+wrzNr1qzWrVv37NnT8VVffvmliHTo0CEk\nJKTh2qSuV517d2vtLzkHt+zWG7XpZLc2Rjp6K/bIkSN/+tOfvvvuuxo/d+3v7x8XF/fggw8+\n9NBDo0aNcvwd+OKLL/bu3RseHv7II4803Itv3759ixYtys/P9/T0DAoKKisrO3HihJ+fn/1Q\ntp+fX//+/ffs2VNWVpaTkzN8+HD7fyY2bty4Zs0ak8n09NNPO3lRSnXS09MXLlxYVlYWHR09\nYsSIoKCg7OzsEydOJCcnx8bGVr1oyHfffXfs2LG+fftevHjRNXdHrr0tLCzMjbu19pec23dr\n7a86u/Dw8Kr797PPPvvuu+9atGgxefLkBh3W9+7du3jx4vz8fF9f39atWxcXF6enp4eGhtoP\nyAUEBNj/6DIzM5OSklq1atWmTRubzZaYmLhu3TqTyTRjxoyGe6fY+b8OImIymUwm0/79+3Nz\nc++8884GSqqq9lediDRr1mz9+vWHDx/et29fkyZN/vCHP8TExAwYMKCoqKhfv35OXlFZHWde\ncg6ON+8yMjJsNltD/yRxsu2TTz6xf2zc/rd18+bNq1atEpHf/e539jcBGkidrzo37tY6X3JV\nuXi3Otnmrt3aSOlosHPymjqOf+YtFss//vEP+wnsv/nNb9q1a9dAYc5cEK5Zs2aDBw8+dOhQ\nRkbGjh07MjIy1qxZYz+u8+tf/3rEiBEN1Gbn/JXDkpOTT506VVFRsXHjRtfcR8/JNtfvVnHi\nJefG3ariMoSbNm36+OOPReR3v/td+/btG67NmWvpNWvWbMiQIWlpaWfPnv3222+/+uqrdevW\n2T9RkZCQEBsb23B5Si+k17FjR/stT/r06dOgR03s6nzVeXt7JycnZ2Zm2v/579+/v4iYTCb7\nWbMNF6biJZeTk2Pfpw39k8T5trS0tIyMjNTU1MLCws8++ywxMVFEJk2adMcddzRcnjjxqgsJ\nCXHLbhXl16tz2W51vs1du7WR0stgt3fv3i+//LJbt27jx4+//vzN66WkpMydO3f//v2enp4J\nCQkNuneXL19+7tw5+wXh7BdxiIiIyMrKOn78+LBhwxwHHgIDA0eNGmW1Wo8cOXLixImCgoKQ\nkJCnn3767rvvbrg2EamoqPjb3/4mIosWLXJcYyI4OPj2228/duzY2bNnU1NTR44caf+Pzrff\nfpuZmXnp0iUX/FdMaZu4drc6+ZJz12518lVnl5ubu2LFCvvVYX796187cwuK+njllVfOnz8/\nZsyYmTNn2j8e0bZt2w0bNrRv337IkCGO1QICAkaNGhUYGHju3LmioqLKysrQ0NAZM2Y06IEx\npS85EfHy8iorKzt69Gj37t0b+iMUTr7qevbs+d133z377LP2f/5dQ9FLTv53LodrfpI43xYV\nFZWUlHThwoUjR45cvHjR29t76tSp99xzT4PmOfmq69u3r+t3q9J/W125W51vc8tubbz0co6d\n45o69k9f29/jF5EbnRMQGxtrPyFmzJgxnTp1ariwWi4It2vXrjNnzlQ9pOTt7f3YY49NmDDh\nzJkzXl5enTp1atC3w+xqv3LY888/n5GR8d57782aNUtcfndkRW3iwt0qSl5yrt+til51eXl5\nv//974uKioKDg59++ukGPRgmTlxLr7y8fPDgwfbpzdPTMz4+Pj4+Pjc312q1tmr1/9u787im\nrrx/4CfsO8jewQUVEUQBFdwBrVUEtDil+tTWaaVWHfu0pbWLFltksO51XFqqHR2t46PWVnDB\nKohVVDZXwAXZRCJbIOxLgADJ74/byS9NIN7EcHMJn/drXvOqJ5ebT05OLl9uzj3Xoa8vr1N2\nyFHmz59vaGjY18U6oT3qhg0b9uOPPzI5PVypIUfJyspi5qy/UtkcHBz27t17/vz50tJSJyen\nwMBABs7C0h91DL+tRPnfrYy9rUpl08jb2n+x5Yydp6enkZERdYamt+uupXE4nEmTJk2aNKmv\nZ2G3trampqb+7W9/c3V1lW5/9uzZ7du3vb295f/E19PTs7W1tba2ZuYScT09vfT09IaGhqFD\nhw4bNkz6IX19fU9Pz6SkpOLi4hkzZlhaWjJ8d2SlshEG31ai/JBj8m1VatSZmJhMnDjR1dX1\no48+6tNvYCkCgSA1NXXZsmWSyrutrW3jxo2NjY1PnjwpKyurrKy8detWU1OTj4+P5KdMTU3N\nzMwY6DplhxzFyMhozJgxfZ2NKDPqGF6BSIUD3eTJk4cPH67sPUYZyGZkZOTp6TljxgwvL6/e\nbkuoXvRHHfOLNyl7oGPsbVU2G/Nva//FlsKOtWvqsH9BOKLMymFWVlazZ8+W/o3LnmyMRaKw\ndsgR5UedtbX1iBEjmBl77F9Lj7VDjrB41KlwoONwOH06BfZFsjGQSgZrR52yQ46xt1WFbMyk\n0gJsKezkyb/HKSkpmzZtqqysnDJlCsOHPPmv3h4+fJidne3l5UWNy5SUlK1btxYWFvr7+zM/\n/kaMGJGVlVVaWlpQUODn5ydzXKupqbl79669vT114RXDd0dWKptmsWfIEXaPOulsBQUFp06d\nsrW13bZt27hx4wwMDIYOHZqVlVVTU+Pq6vrce3X3hX405AibRl1/GXJsy0bpR6OOPUOuf2Xr\nR1i9QLH0eol79uyhlufo6zV1aNLIgnC9oVYOs7a2plYOk7nJOjMrh/XHbPLYPOQIy0YdhVpL\nb/PmzdQ94giza+n1qH8NOcLuUcfCISfBqmz9a9SxecixOVt/wd4zdhSG19Shj/kF4RTT7Mph\n/TebPNYOOcK+UUfR1Fp6CvSvIUdYPOrYOeQobMvWv0Yda4ccYXe2foEtV8UqYGlpyeFw2Pbu\ntrW1EUJu3bqVl5en8QMKZejQoTt27Ni6dWtRUdE333xDLfdP/eG4fPlyxqZN9Lts8tg55Agr\nR52MCxcu/Pzzz4SQVatWyd/Rjkn9a8gRto46Ng85FmbrX6OOnUOOwuZs7Mf2M3ZMrqmjFIYX\nhKNJIyuHaUE2aawdcoSto47C8Fp6dPSXIUdYPOrYPOTYma2/jDrWDjnC7mz9gsb+pKbuOv/c\nb2qYXFNHgk42hheEo4/5lcPoY3M2CY0MOZpYO+oYXktPmkgkio+Pnz9/fo9XBWl8yCmOJ6Gp\nA91zs2lqyLE5GyFEJBKdOHHizTff7HE4aXbUKc4moakhx9psWkWsCd3d3Tt37ty5c6dIJHru\nlunp6cykkjwjnWwlJSVvvfXW8ePHGQsm0dnZyefzu7q6mH/q59KCbMwPOQqdeJoadTSzXb58\nWSgU9nWY5ubmyMjI/Px88X8/rQsWLIiOju7r56VJtXjMjDoVsjE25NicTd7+/fsXLFigkQPF\nc9HMppEDHZuzaRPNnLErLy/PzMyk/t765JNPFBTvOjo61K0IGEMz27Bhw2JjYxmeCSsWi48d\nO3bmzBmhUGhkZDRr1qylS5eam5szmaE3WpON+SFHPx7zo06pbDJLs/aRc+fOPXjwICoqKjo6\n+sKFCykpKUZGRosWLWLgqelQLR4zo06FbIwNOTZnk0fdeD4+Pp7hYwUdNLMxf6Aj7M6mTTQw\nxy4rK+vOnTsWFhbPnj0rKSnh8XjsWZ9GqWwMLwhHCDl+/Pgvv/zS3d1NCOnq6ioqKkpNTfXx\n8WFD/YRsKlMqHsOjjoVd5+HhUVlZWVRUdPny5ZKSEiMjo+joaGbuG0EHm+Oplo2ZIcfmbPKc\nnZ2TkpIqKiq8vLzs7Ow0kqE3yAZMF3Y//PDDwYMHHz16ZGBgYGpq2tTUxJ7ajs3ZCCFisXjT\npk06OjoffPBBRESEj49PUVFRRUXF7du3X3nlFYbvP4hsAyEeO7NR9527cuVKa2srIWT58uXT\np0/XSJIesTkesqmLnp5eZ2fngwcPmpqa/P39NR3nT5ANGF1lKiMjIzExUUdHJyoq6p///Gds\nbOzatWsNDQ1TUlJ27dolFouZDNOPsolEon379uXm5ra3t7/55puzZ882MzPz8PDYsWPH0KFD\nq6qqqAUmkK0fZWN5PDZnI4TU1tZ2dHRQf24dPXq0oKBAZgPNfmDZHA/ZVCMSiXg8nnRLSEiI\nsbHx7du3y8vLNZWKgmwgg9EzdqdPny4uLp41a9Zrr71GtQwdOtTBwSEjI0Pj58bYnC0xMfHE\niRMZGRm6urp//etfHRwcqHY9PT17e/tr165VVlZKYiNbv8jG8nhszpaXl5ecnDxlypTXX39d\n8u2wp6enjY0NtUFKSsrBgwenT5/O/EJ6eXl5p0+fHjRoUHBwsJ+fHwvjsbnrWJtNJBLt3r37\n+++/LykpcXR0pCIZGBi0tLQ8fvy4q6uLycvAkQ2ei9EzdtQCItKL1BNCAgICbG1tCSEpKSmH\nDx9mMo80NmcLDAwMCAgQCATt7e3379+Xfoiai9rY2CgUCpGtH2Uj7I7HzmxisfjgwYNffPFF\nQkJCXFyco6PjJ598QuWMiorKy8sjhCQnJ+/evfvBgwepqamayrZz507qBCc747G569iWjdLU\n1KSnp6erq5uRkfHpp59+9dVXOTk5hJCFCxfq6+tfeZMZJgAAIABJREFUuXKloaGB+VTIBr1h\n9Ixde3t7enp6TU3NK6+8YmBgIGk/e/bs9OnTS0tLc3Nz3dzcqN8cDGNzNg6HM2XKlMrKSi6X\nm5+f7+HhYW9vTz3022+/PXz40NbWVlOnT5BNK+OxM9vPP/8cFxdnaGi4YsWKNWvWmJqaSnIW\nFRVdvXo1IyMjKSlJLBYvWbIkNDRUs9mIVDeyMB6y0WdkZDR58uS5c+fq6upyudyysrKrV6/e\nvn3bzs7OyMiosLBQX1/f09OT+WDIBj3q88JOJBIdPHjQ0dHRwsJi8ODBmZmZPB6voKBg0qRJ\nhoaGhJCzZ8+mpaW9/PLLY8aMycnJqa6ufuWVV/o0Ur/IRunu7qZOJUqOdE+fPk1JSREIBAKB\n4OLFi6dPnyaEvPfeeyNGjGAyGMuzSeKxORthZdexNlt9ff2WLVtEIlFkZOTMmTMl64dTOZub\nm/Pz8+vr6/X19VeuXMlw0dlbNpbHQzalGBsbe3t7h4SEWFhYlJaWlpWVpaWlVVZWdnZ2Pnv2\nbMGCBbq6usjWv7JpK05fT0eNi4s7cuTIoEGDNm/e7OTkVFFRsXbt2sbGRgsLCx8fn9ra2pyc\nHA6Hs3fvXmNjY+qu4XFxccy802zOlpSUdObMmfLychMTEz8/v6VLl1paWopEol27dl27do0Q\nYmFhIRQKrays/ud//mf27NkMROoX2XqMZ25uztps7Ok6NmcjhFy+fHnv3r1ubm7bt2+Xeai8\nvNzJyamwsLC4uHj8+PGSk4vsyUYIYXM8ZOtRWlpaQkICl8s1NzefNm3aokWLJHN1uru7b9y4\ncfr06adPnxJN3PqCzdkUxGNDtoGgz8/YjRw5Mi8vj8vlpqenT5o0ycnJaerUqY8fP+bxeE+f\nPq2qquJwOOHh4VOmTCkvL7906ZKent7ixYuZuUyBndnEYvF333138uTJ5uZmIyOjzs7OwsLC\n1NTUiRMnWlpaSr4g09XV3bhx47Jly5g8ccLmbAri+fj4zJ07l53Z2NB1bM4m8ejRo3v37rm5\nucmsgiEQCP73f/939OjR7u7uLi4uMtNkWZLNwcHBxsaGtfHY3HUaySYWi3/44YcjR47w+fzO\nzk5qsr/0Co46OjrOzs5BQUHu7u5ubm5//etfkY1OPM1mGzj6vLDT09ObMWOGdP30l7/8JTAw\n0MXFxdbW1sPDg1qvSCQS7dmzp6qqasqUKX5+fn0aieXZTp8+HR8fb2ho+OGHH3722WcTJ05M\nTk5ubW2tqanx9/eXnn0ic9UYA9icTXG8gIAA1mbTeNexKlt7e3tlZaVAIDAxMZH+TlMoFFKz\nrefNmye9hN6xY8fu378/ePBgZhYB7jEem7OxJB6bs8k7fvz42bNn9fT0lixZEh4ePn78eC6X\nW1FRcefOHZkVHB0dHUeNGoVsysbTSLaBg4mLJ+TrJwsLCycnJ29vby8vLxsbGx6Pt3Xr1vv3\n75ubm69bt87MzKyvI7E2W1tb2zfffNPd3b1u3boZM2bU1NTExMS0tLS4urpGRkYmJiaamZlJ\nTqIwXASwORudeObm5nPmzGFnNrythJCKiorY2NjvvvsuISHh/PnzCQkJfD5/1KhR1N0F7O3t\n79y5U1lZWVhYOGnSJAMDA7FYfP78+ePHj+vq6r7//vt9/dlUEI/N2Yimu47N2XrE5/O3bdsm\nFosjIyMDAwOtra2HDBkye/bs9PT0yspKfX39cePGMRypX2Rjf7yBQ/2FnUgk2r9/v6WlpfSh\nn6qf7t27V1FRIamfqId+/fXXTZs2VVdXOzk5RUVFDR48WL15+ks2SnZ29pUrVyZOnPjWW2/V\n1NSsX7++qqrK1dU1JiZGR0dn06ZNaWlpCxYs0NHRYb4IYHM2mvFeffVV1mYb4G/r7du3o6Ki\nnj59KhKJbG1t9fX1W1paioqKLl26NGrUKEdHRw6H4+Xldf36dS6Xe/HixZycnOPHj9+4cYMQ\nEh4e7uPjo8YwKsRjczYNdh2bsxFCysvLJUd7ievXr9+6dcvNzW3ZsmWSRj09PVNT08zMzLa2\ntnnz5vVpKvZnY3+8AU7969glJSVdvHgxKipKZt1wQ0PDd999lxBSX18fGRkpWXU6LCxs0aJF\nH3300a5du5ydndWeh7XZ6uvr5a9coW6nM3To0JqamsjISB6PR/2KNTEx+emnn1paWjw9PalJ\nfjo6OtRqT+pNpSAem7PRj8fmbGSgvq15eXlbt25tb2+fMWPGwYMHDx06dPTo0T179owfP761\ntTU6OvrevXuEEEdHxx07dri7uwsEAuoqdTMzs4iIiIULF6o9krLx2JyNaKjr2JyNEJKWlvbB\nBx/ExcXJtLe1tRFCBg0aJNNuZWUlebSvsTkb++OB+s/YjRw5src/69vb25OSkjw8PJ49e+bg\n4ODm5kYIof5iGzFiBAPribMkW01Nzb///e89e/ZUVFTI3NBCJBIlJibW19dfuXJF+ldsUlLS\n8ePHDQ0NP/30U8n916nJT9OmTRs+fDgD8dicTal4bM7GfDyNZ+vu7o6Ojm5oaAgODo6IiJBM\nkx80aNDMmTNbW1vz8vJu3bo1c+ZMExMTMzOzOXPmTJ48ecyYMXPmzFmxYoWrq6u6krxgPHt7\ne9ZmY77r2JyNUlxcnJGRkZ2dbWBgID2TTygUXr16tbGxcc6cOdS6V5T4+PgnT554enrOmDFj\nIGdjfzxQsbCrrq7u7TIlBVOt4+PjHz9+vGPHDuq6GJVDqxyPDdlycnKioqIeP35sZmY2adKk\nkSNHSleNgwYNys7OLikpoSY5xcTEGBoanjx5krrvRUREhMwcBQ6HI38+vI/isTmbsvHYnI3h\neBrPdu/evYSEBHt7+6ioKOlp9dRzTZgwobi4uKSkpLGxcerUqZLMzs7Of/nLXxj4a1DZeGzO\nxmQ8NmejODs7v/TSS5mZmTIFioODw507d3g8Xn5+vq+vLzUX8OzZs7/++iuHw/nwww+p2xEN\n2GzsjweqFHZpaWmRkZHp6ekGBgZDhgyRX9dNun66ceOGjY2Nubn5hQsXfvnlFxsbmzfeeEO9\npyKUiqfZbPfv34+Ojm5vb586deo333zj7e0tfwgbN27c9evXOzo6DAwMysrKDh8+nJmZSS28\n0qcVJ514bM6mwXhszkYnngazEUJ+//333NzcOXPmTJw4Uf5RDofj6up6/vz58vLyBQsWSF/0\nxww2x0O2F9RjgSKZ9ldaWpqYmHj//v2ff/5ZMu2PsXNObM7G/ngDnNKFnVgsXr9+fVtbW0ND\nw82bNy9duiQUCocOHSp93pX8t36qqqoqLCzMzMw8e/YsdZO4FStW9OkiWHTiaSpbe3v7+vXr\nBQLBvHnz1qxZI33jMmlmZmbTp08vKSl58uRJcXFxS0uLi4vLp59+2nfzrujHY3M2TcVjczaa\n8TSVjXLr1q2CggJfX18PD48eNzAzM0tLS6uvr580aRLzf/GzOR6yKUsgEMgUkT0WKGZmZtOm\nTSssLOTxeFVVVS0tLaampu+//35wcPDAzMb+eCBN6TPeHA7nlVdeiYuLs7GxMTMz43K5x44d\n+/XXX2fNmvXqq68OGTJEsqWOjs7HH388fPjwX375paWlxcTEZNmyZX19Sy6a8TSSLS0tra6u\nztbWdtWqVZJGkUh0/fr19PT0xsbG0aNHh4WFWVpaOjg4UFfj8vl8Ozs7ZpZcpxmPzdk00nVs\nzkY/nkayUezs7AghJSUlCrYxNjYmhAiFQmYiSWNzPGRTSlpa2rfffjt8+PBp06ZNnTqVuiMI\nIWTmzJmEkF27dh05coQQEhYWRghxdHTcvn17QUFBSUmJubm5t7c3lXYAZmN/PJChylSGkJCQ\nM2fONDQ0bN++vaKi4uzZs3fv3k1KSrp06dKECRMWLlzo5eVFbcnhcBYuXLhgwQI+n29ra8vM\nzAma8ZjP9uzZM0KIl5eX5Nvhp0+f7t69m7q5CiGEWqF78+bNjo6OhBB7e3smf78qFY/N2Qiz\nXcfmbMrGYzgbxdfX99ChQzdv3qyuru7x2YVCIZfLJYQwn42wOx6y0Zefn//tt992d3cXFRUV\nFRX95z//GTZsGFWmODs791igEEJcXV0ZuIyDzdnYHw/kqTLHzsTEpKysrKSkRFdXd968eQEB\nAf7+/iKR6NmzZ6WlpVevXpWZ36ajo2NmZiYzf7bvKBWPyWwVFRV3795tb2+fM2eOUCg8efLk\nnj176urq7Ozs/va3v4WEhFRUVJSVlRUVFc2ZM4eBPP0oHrJpazxCCHVr8KdPnxYUFAQEBMjP\n2T158mR2dvaIESNef/11xEM21VhbW1dUVFCl5NChQzs7O2tqah4+fHjx4sWUlJS6ujoPDw8P\nDw/5CwIGeDb2xwN5HPk1t+goKipas2YNtdIVdeULISQ2NjYpKUmyjZWVVXBw8Ouvv87MiTr2\nxxMIBB988EFNTY2pqWlXV1dHRweHwwkKCgoPD6emAJaXl69evZoQcvToUUtLS2ZS9Yt4yKat\n8Sj19fWffvppTU2Nh4fHF198Ib0O1sWLF/fv308IiYmJkXwVgHjIpgKRSLRr165r166ZmJh8\n/fXXra2tqampt27dEggE1AZ2dnYcDqe6upoQ8s4770hOPg3wbOyPBzJUXO7E2to6JyenoqLC\nyspq9OjRhJCDBw9euHBBX18/MjLSx8enqqqqsrJy7NixGjmgsDOevr7+hAkTHj16xOfzRSLR\nuHHjPvnkk6CgIEllKRAIEhISCCGLFi3qbQ7+wIyHbNoaj2JsbDxhwoRbt25xudxLly7V1tY2\nNjbm5uYePnz4woULhJDw8HDqGx/EQzaVSS+JkJGRERQUNH/+/NDQUBcXFw6HU1VV1dTURK3X\nTQjJycnx9vamZgoO8GzsjwcyVDxjRwjJyMjYsmWLo6Pj/v37Dx06dO7cOX19/fXr10+YMIHa\ngMvlDhs2TH1RtScej8czMTGRXwxs3759Fy9edHd337Ztm0aCUdgcD9lUxvJ4hJC6urrvv//+\nzp070o2mpqYrVqx4+eWXNZVKgs3xkI0+6ZNPMTExknlgQqHwzp07qampd+7caW9vX7JkyZIl\nS5CtH8UDCdULO7FYvGrVKh6P5+Hh8ejRI5mySeNYHk9eUlJSbGysjo7Oli1b3N3dNR1HFpvj\nIZvKWBivoKAgPT2dx+MZGhq6urr6+/tL7nvBBmyOh2w09VagUDo6OoqKinpbpWUgZ2N/PKCo\nXtgRQhISEg4cOEAIYWfZxPJ4EiKR6D//+U98fDwhZPny5aGhoZpO9CdsjodsKmN5PIA+pbhA\n0Sw2ZyOsjwfkBQu7tra28PBwgUCwevVqBlaoVxbL41Fu37597Nix4uJiaqH/vr7vtbLYHA/Z\nVMbyeAAMYHOBwuZshPXxQMWLJyj6+vpNTU15eXkmJibTpk1TXyr1YHk8QgiPx9u4cSOPxxsx\nYsQXX3zh7++v6UR/wuZ4yKYylscDYIaCW4drHJuzEdbHgxc6Y0cIqa6uXrlyJYfDOXDgAAvv\n78vyeIQQLpdbVlY2bdo0Doej6Sw9YHM8ZFMZy+MBMEZy8untt9/WyEKJCrA5G2F9vIHsRQs7\nQsi2bdvS0tI+//xzPz8/tWRSL5bHAwAADRKJRDdv3pw6daqmg/SAzdkI6+MNWGoo7PLy8rKy\nslh7eTPL4wEAAACoixoKOwAAAABgA4bu3woAAAAAfQ2FHQAAAICWQGEHAAAAoCVQ2AEAAABo\nCRR2AAAAAFoChR0AAACAlkBhBwAAAKAl9DQdAACALaTvscbhcMzNzS0tLUePHu3j47N48eLx\n48erZf9YPRQA+g4WKAYA+IPim+fOmjXr0KFDzs7OL7h/HHUBoO+gsAMA+INM4dXW1lZfX//w\n4cPExMTDhw83NDRYW1tnZGS4urqqZf8AAGqHwg4A4A8KCi8ejxcWFpaenu7p6Zmdna343J4K\n+wcAUAtcPAEA8HyOjo7nzp2zt7e/f//+mTNnpB/Kzs5et27d5MmTrays9PX17e3tg4ODZbbh\ncDiSWpAjRXqbjo6O2NhYf39/GxsbAwODwYMHv/XWW1lZWX390gBAm+CMHQDAH557Rm3jxo1R\nUVHLli07fPiwzE/Ji4iI2L17t+JtJM9VXl4eEhKSk5Mjs4Gent6//vWv8PBw2i8CAAY0nLED\nAKArMDCQEJKZmSndOHny5NjY2AcPHrS0tLS1teXn50dHRxsZGe3ZsycpKYnaRiwWS2o4sRSq\npbOzMzQ0NCcnx8/P7/z58+Xl5QKB4NGjRxERESKRaOXKlfIFHwBAj3DGDgDgD889Y1dXV2dj\nYzNo0KC6ujrFuzp48OCKFSvCwsJOnTr13P0fOnRo+fLlwcHB586d09XVlX4oOjr6H//4x9tv\nv33kyBFlXw4ADEAo7AAA/vDcwq6rq0tfX19PT6+zs1Pxrurr662trYcMGfLs2bPn7n/u3LnJ\nycnXr1/38/OTeaisrGzIkCFDhw7lcrlKvRYAGJhQ2AEA/IHmGTtra+va2lpJY3Nz8759+86f\nP5+Xl1dfX9/V1SV5yNDQsL29/bn7t7e35/P5CoLp6+sLhUIlXw0ADES48wQAAF2FhYWEEAcH\nB0kLl8sNCAjo7XRaR0cHnd3W19cr3uC5JwgBACi4eAIAgC7qYogpU6ZIWj7//HMul+vt7X3q\n1Kni4uLW1tbu7m6xWKxUKWZhYUEI4fP54t6p/bUAgFZCYQcAQEttbe33339PCHn11VcljcnJ\nyYSQc+fOhYWFDR8+3MTEREdHhxCSn59Pf89eXl6EkMTERDUnBoCBB4UdAMDz8Xi80NBQPp/v\n6ekZGhoqaZeeQichFos3bNgg325sbEwIaW5ulmlfunQpIeSrr77i8XjqDA0AAw8KOwCAnrW3\nt1dWViYnJ69Zs8bd3T0tLc3a2vrUqVPSqw37+PgQQt5444309PTW1lY+n3/58uWZM2fGxcXJ\n79DFxYUQsm/fPpna7p133pkxYwaXyx0/fvx3331XVFQkFAqFQmFlZeXVq1djYmKoU3oAAM+F\nq2IBAP6g+A6ws2bNOnTokLOzs3RjWlra7Nmz5S+S+PLLL7ds2UL+fA3s5s2b169fL72Z5NG6\nurolS5ZcunSpt2fHsRoA6EBhBwDwB+nCjsPhmJmZWVlZubq6+vr6Ll68ePz48T3+VFZW1saN\nG69fv97Y2Ghtbe3r67t69eqQkBD5xU26uro2bdp0/PjxkpISavkS6UfFYvFvv/129OjRzMzM\n6urq7u5uW1tbd3f3wMDA0NDQ0aNH99XLBgAtgsIOAAAAQEtgjh0AAACAlkBhBwAAAKAlUNgB\nAAAAaAkUdgAAAABaAoUdAAAAgJZAYQcAAACgJVDYAQAAAGgJFHYAAAAAWgKFHQAAAICWQGEH\nAAAAoCVQ2AEAAABoCRR2AAAAAFoChR0AAACAlkBhBwAAAKAlUNgBAAAAaAkUdgAAAABaAoUd\nAAAAgJZAYQcAAACgJVDYAQAAAGgJFHYAAAAAWgKFHQAAAICWQGEHAAAAoCVQ2AEAAABoCRR2\nAAAAAFoChR0AAACAlkBhBwAAAKAlUNgBAAAAaAkUdgAAAABaAoUdAAAAgJZAYQcAAACgJVDY\nAQAAAGgJFHYAAAAAWgKFHQAAAICWQGEHAAAAoCVQ2AEAAABoCRR2AAAAAFoChR0AAACAlkBh\nBwAAAKAlUNgBAAAAaAkUdgAAAABaQk/TAaCf6Vj7kRr3Zrhtrxr3Bv0dJyVNvTsUz5yu3h0C\nALAcztgBAAAAaAkUdgAAAABaAoUdAAAAgJZAYQcAAACgJVDYAYAacDgcDoej6RRMUPBKB04n\n9EapHpDfWAs6UAtegkag39QIhR0AAACAlkBhBwAAAKAlsI4dAABogFgs1nQEAC2EM3bQb2Rn\nZ69bt27y5MlWVlb6+vr29vbBwcFnzpyR31IyXeOnn36aPHmyubm5tbX1/Pnz79+/T21w4sSJ\n6dOnW1paWlhYhISEPH78WH4nra2tO3funD59urW1tb6+/pAhQ958881r164pG5sKIxaLf/zx\nR19fX3Nzcz29P/6g6ujoiI2N9ff3t7GxMTAwGDx48FtvvZWVlSW/k8zMzKCgICsrK3Nzc19f\n33//+99EySlKPT5EM8CDBw/efvttZ2dnQ0NDY2NjV1fXd99998aNG/J75khRrptYoLq6eu3a\ntWPHjjUzMzM1NR07duy6dev4fL5kA/qvNCkpKSQkxM7OztDQ0NnZ+YMPPpDejwTN/lcwhOhQ\ny8fhuZ0jTSwWHzhwwMfHx8zMzMrKKigo6ObNmwqCKUb/Y6LY8OHDORxOdna29IvS0dHhcDg6\nOjrSryUrK4vD4YwYMULlGDR7gA4cQEBpYgBltH/xoRr/p9RT9zaGIyIietzyo49kb5JhYWGR\nn5//2WefybTb2NiUl5dL7yE/P9/FxUUtHxnqp1atWiXZA3WYLisr8/Lykt+/np7eoUOHpPcQ\nHx+vq6srs9n7778vn0dBQvmHaAb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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "talk_page_requests_byrequest <- talk_page_requests_clean %>%\n", " mutate(date = floor_date(date, \"week\")) %>%\n", " filter(request_type != \"all_mobile_web_requests\",\n", " date != '2019-08-18',\n", " date != '2019-11-24') %>% #remove incomplete weeks\n", " group_by(date, request_type) %>%\n", " summarise(request_count = sum(request_count)) \n", "\n", "p <- ggplot() +\n", " geom_bar(data =talk_page_requests_byrequest, aes(x= date, y= request_count, fill = request_type),stat= \"identity\", position = \"stack\") + \n", " geom_smooth(data = talk_page_requests_all, aes(x=date, y=request_count), se = FALSE) +\n", " scale_y_continuous(\"Number of requests per week\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %d %Y\"), date_breaks = \"1 week\") +\n", " labs(title = \"Mobile web requests to talk pages on all Wikipedia Projects\",\n", " subtitle = \"Based on a sample of data collected from webrequest data\") +\n", " ggthemes::theme_tufte(base_size = 14, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_text(angle = 45, hjust = 1),\n", " panel.grid = element_line(\"gray70\"),\n", " legend.position=\"bottom\",\n", " legend.title=element_blank(),\n", " legend.text=element_text(size=14))\n", " \n", "p\n", "\n", "ggsave(\"Figures/mobile_web_talk_page_requests_amc_prop.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "code", "execution_count": 1892, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 4 × 4
dateamc_requests_totalall_mobile_web_requests_totalamc_prop
<date><int><int><dbl>
2019-08-01 4015725.47771
2019-09-0137584444.43128
2019-10-0139994142.40170
2019-11-0138078548.40764
\n" ], "text/latex": [ "A tibble: 4 × 4\n", "\\begin{tabular}{r|llll}\n", " date & amc\\_requests\\_total & all\\_mobile\\_web\\_requests\\_total & amc\\_prop\\\\\n", " & & & \\\\\n", "\\hline\n", "\t 2019-08-01 & 40 & 157 & 25.47771\\\\\n", "\t 2019-09-01 & 375 & 844 & 44.43128\\\\\n", "\t 2019-10-01 & 399 & 941 & 42.40170\\\\\n", "\t 2019-11-01 & 380 & 785 & 48.40764\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 4 × 4\n", "\n", "| date <date> | amc_requests_total <int> | all_mobile_web_requests_total <int> | amc_prop <dbl> |\n", "|---|---|---|---|\n", "| 2019-08-01 | 40 | 157 | 25.47771 |\n", "| 2019-09-01 | 375 | 844 | 44.43128 |\n", "| 2019-10-01 | 399 | 941 | 42.40170 |\n", "| 2019-11-01 | 380 | 785 | 48.40764 |\n", "\n" ], "text/plain": [ " date amc_requests_total all_mobile_web_requests_total amc_prop\n", "1 2019-08-01 40 157 25.47771\n", "2 2019-09-01 375 844 44.43128\n", "3 2019-10-01 399 941 42.40170\n", "4 2019-11-01 380 785 48.40764" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Calculate monthly proportion of amc_edits \n", "\n", "talk_page_requests_monthly_prop <- talk_page_requests %>%\n", " mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date) %>% \n", " summarise(amc_requests_total = sum(amc_request),\n", " all_mobile_web_requests_total = sum(all_mobile_web_requests),\n", " amc_prop = amc_requests_total/all_mobile_web_requests_total *100)\n", "\n", "talk_page_requests_monthly_prop" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Almost half of all views to talk pages are made by users in AMC mode, which is signficantly higher than the percentage of views to special pages. \n", "\n", "There was a 10.6% year over year increase in the number of views to article talk pages in October 2019. About 42% of these views came from users in AMC mode. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Talk Page Edit rates overall" ] }, { "cell_type": "code", "execution_count": 1895, "metadata": {}, "outputs": [], "source": [ "talk_page_edits_all <- talk_page_edits_clean %>%\n", " filter(edit_type == 'all_mobile_web_edits') %>%\n", " mutate(date = floor_date(date, \"week\")) %>%\n", " filter(date != '2018-05-27',\n", " date != '2019-10-27') %>% #remove incomplete data weeks\n", " group_by(date) %>%\n", " summarise(edit_count = sum(edit_count)) \n" ] }, { "cell_type": "code", "execution_count": 2037, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Warning message:\n", "“Ignoring unknown parameters: stat”`geom_smooth()` using method = 'loess' and formula 'y ~ x'\n", "`geom_smooth()` using method = 'loess' and formula 'y ~ x'\n" ] }, { "data": { "image/png": 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cwWttghhJAl0jg4fUpKyk8//bR9+3amozMfEydOvHLlSnBwsI+Pz9KlSzdv3szn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sO5+vg3iIIZHKdu3adeTWfabjaOsChmHj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\nuefoijswMPDhhx/yeLxdu3YtXbq0ra0tMTGxt7fXy8trz54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8Ho8aGCSsp2fRtQAAGV5JREFU7aZOnTp79mx614Riamp6/fr1xsbGmJiY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\nTkSuQmCC", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Overall Mobile Web Edits by edit type\n", "\n", "talk_page_edits_bytype_all <- talk_page_edits_clean %>%\n", " filter(edit_type != 'all_mobile_web_edits') %>%\n", " mutate(date = floor_date(date, \"week\")) %>%\n", " filter(date != '2018-05-27',\n", " date != '2019-10-27') %>% #remove incomplete data weeks\n", " group_by(date, edit_type) %>%\n", " summarise(edit_count = sum(edit_count)) \n", "\n", "\n", "p <- ggplot() +\n", " geom_col(data =talk_page_edits_bytype_all, aes(x= date, y= edit_count, fill = edit_type), stat= 'identity', position = \"stack\") + \n", " geom_smooth(data = talk_page_edits_all, aes(x=date, y=edit_count), se = FALSE) +\n", " scale_y_continuous(\"Number of edits per week\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %Y\"), date_breaks = \"1 month\") +\n", " geom_vline(xintercept = vertical_lines,\n", " linetype = \"dashed\", color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-03-20'), y=1.4E3, label=\"AMC deployed on Arabic, Indonesian, and Spanish Wikipedias\"), size=3.6, vjust = 1.5, angle = 90, color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-06-17'), y=1.4E3, label=\"AMC deployed on Italian, Japanese, Persian, and Thai Wikipedias\"), size=3.6, vjust = 1.5, angle = 90, color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-08-07'), y=1.4E3, label=\"AMC deployed on all Wikipedias\"), size=3.6, vjust = 1.5, angle = 90, color = \"black\") +\n", " labs(title = \"Mobile web edits to article talk pages on all Wikipedias\") +\n", " ggthemes::theme_tufte(base_size = 14, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_text(angle = 45, hjust = 1),\n", " panel.grid = element_line(\"gray70\"),\n", " legend.position=\"bottom\",\n", " legend.title=element_blank(),\n", " legend.text=element_text(size=14))\n", "p\n", "\n", "ggsave(\"Figures/mobile_web_talk_page_edits_amc_prop.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Monthly proportion of AMC talk page edits" ] }, { "cell_type": "code", "execution_count": 2050, "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", "\n", "
A tibble: 6 × 4
dateamc_edits_totalall_mobile_web_edits_totalamc_prop
<date><int><int><dbl>
2019-05-01 50 9119 0.5483057
2019-06-01 47 8339 0.5636167
2019-07-01 241 9309 2.5888925
2019-08-01100111183 8.9510865
2019-09-013501 995135.1823937
2019-10-0147991141142.0559110
\n" ], "text/latex": [ "A tibble: 6 × 4\n", "\\begin{tabular}{r|llll}\n", " date & amc\\_edits\\_total & all\\_mobile\\_web\\_edits\\_total & amc\\_prop\\\\\n", " & & & \\\\\n", "\\hline\n", "\t 2019-05-01 & 50 & 9119 & 0.5483057\\\\\n", "\t 2019-06-01 & 47 & 8339 & 0.5636167\\\\\n", "\t 2019-07-01 & 241 & 9309 & 2.5888925\\\\\n", "\t 2019-08-01 & 1001 & 11183 & 8.9510865\\\\\n", "\t 2019-09-01 & 3501 & 9951 & 35.1823937\\\\\n", "\t 2019-10-01 & 4799 & 11411 & 42.0559110\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 6 × 4\n", "\n", "| date <date> | amc_edits_total <int> | all_mobile_web_edits_total <int> | amc_prop <dbl> |\n", "|---|---|---|---|\n", "| 2019-05-01 | 50 | 9119 | 0.5483057 |\n", "| 2019-06-01 | 47 | 8339 | 0.5636167 |\n", "| 2019-07-01 | 241 | 9309 | 2.5888925 |\n", "| 2019-08-01 | 1001 | 11183 | 8.9510865 |\n", "| 2019-09-01 | 3501 | 9951 | 35.1823937 |\n", "| 2019-10-01 | 4799 | 11411 | 42.0559110 |\n", "\n" ], "text/plain": [ " date amc_edits_total all_mobile_web_edits_total amc_prop \n", "1 2019-05-01 50 9119 0.5483057\n", "2 2019-06-01 47 8339 0.5636167\n", "3 2019-07-01 241 9309 2.5888925\n", "4 2019-08-01 1001 11183 8.9510865\n", "5 2019-09-01 3501 9951 35.1823937\n", "6 2019-10-01 4799 11411 42.0559110" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Calculate monthly proportion of amc talk page edits\n", "\n", "talk_page_edits_monthly_prop <- talk_page_edits %>%\n", " mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date) %>% \n", " summarise(amc_edits_total = sum(amc_edits),\n", " all_mobile_web_edits_total = sum(all_mobile_web_edits),\n", " amc_prop = amc_edits_total/all_mobile_web_edits_total *100)\n", "\n", "tail(talk_page_edits_monthly_prop)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Year over year changes in the overall rate of mobile web talk page edits" ] }, { "cell_type": "code", "execution_count": 1907, "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", "\n", "
A tibble: 6 × 3
dateedit_countyearOveryear
<date><int><dbl>
2019-05-01 9119 NA
2019-06-01 833920.66271
2019-07-01 930930.61597
2019-08-011118361.79109
2019-09-01 995165.49144
2019-10-011107769.03708
\n" ], "text/latex": [ "A tibble: 6 × 3\n", "\\begin{tabular}{r|lll}\n", " date & edit\\_count & yearOveryear\\\\\n", " & & \\\\\n", "\\hline\n", "\t 2019-05-01 & 9119 & NA\\\\\n", "\t 2019-06-01 & 8339 & 20.66271\\\\\n", "\t 2019-07-01 & 9309 & 30.61597\\\\\n", "\t 2019-08-01 & 11183 & 61.79109\\\\\n", "\t 2019-09-01 & 9951 & 65.49144\\\\\n", "\t 2019-10-01 & 11077 & 69.03708\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 6 × 3\n", "\n", "| date <date> | edit_count <int> | yearOveryear <dbl> |\n", "|---|---|---|\n", "| 2019-05-01 | 9119 | NA |\n", "| 2019-06-01 | 8339 | 20.66271 |\n", "| 2019-07-01 | 9309 | 30.61597 |\n", "| 2019-08-01 | 11183 | 61.79109 |\n", "| 2019-09-01 | 9951 | 65.49144 |\n", "| 2019-10-01 | 11077 | 69.03708 |\n", "\n" ], "text/plain": [ " date edit_count yearOveryear\n", "1 2019-05-01 9119 NA \n", "2 2019-06-01 8339 20.66271 \n", "3 2019-07-01 9309 30.61597 \n", "4 2019-08-01 11183 61.79109 \n", "5 2019-09-01 9951 65.49144 \n", "6 2019-10-01 11077 69.03708 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Calculate year over year changes in overall rate\n", "\n", "talk_pages_edits_yoy <- talk_page_edits_clean %>%\n", " filter(edit_type == \"all_mobile_web_edits\") %>% #Look at all mobile web requests\n", " mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date) %>%\n", " summarise(edit_count = sum(edit_count)) %>%\n", " arrange(date) %>%\n", " mutate(yearOveryear = (edit_count/lag(edit_count,12) -1)*100) \n", "\n", "\n", "tail(talk_pages_edits_yoy)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The number of talk page edits on mobile web has been increasing for the past year so these increases cannot be solely attributed to AMC mode; however, higher year over year increases are seen starting in August 2019 around the date AMC was deployed to all Wikipedias. \n", " \n", "From September 2019 to October 2019, the proportion of AMC edits increased by 19.5%. AMC edits accounted for 42.1% of all talk page edits made by logged-in users on mobile web in October 2019. \n" ] }, { "cell_type": "code", "execution_count": 1289, "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", "\n", "
A data.frame: 6 × 4
datewikiedit_typeedit_count
<date><chr><chr><int>
2019-10-29nlwiki other_mobile_web_edits 0
2019-10-29barwikiother_mobile_web_edits 0
2019-10-29trwiki other_mobile_web_edits 0
2019-10-29uzwiki other_mobile_web_edits 1
2019-10-29eswiki other_mobile_web_edits27
2019-10-29lbwiki other_mobile_web_edits 0
\n" ], "text/latex": [ "A data.frame: 6 × 4\n", "\\begin{tabular}{r|llll}\n", " date & wiki & edit\\_type & edit\\_count\\\\\n", " & & & \\\\\n", "\\hline\n", "\t 2019-10-29 & nlwiki & other\\_mobile\\_web\\_edits & 0\\\\\n", "\t 2019-10-29 & barwiki & other\\_mobile\\_web\\_edits & 0\\\\\n", "\t 2019-10-29 & trwiki & other\\_mobile\\_web\\_edits & 0\\\\\n", "\t 2019-10-29 & uzwiki & other\\_mobile\\_web\\_edits & 1\\\\\n", "\t 2019-10-29 & eswiki & other\\_mobile\\_web\\_edits & 27\\\\\n", "\t 2019-10-29 & lbwiki & other\\_mobile\\_web\\_edits & 0\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A data.frame: 6 × 4\n", "\n", "| date <date> | wiki <chr> | edit_type <chr> | edit_count <int> |\n", "|---|---|---|---|\n", "| 2019-10-29 | nlwiki | other_mobile_web_edits | 0 |\n", "| 2019-10-29 | barwiki | other_mobile_web_edits | 0 |\n", "| 2019-10-29 | trwiki | other_mobile_web_edits | 0 |\n", "| 2019-10-29 | uzwiki | other_mobile_web_edits | 1 |\n", "| 2019-10-29 | eswiki | other_mobile_web_edits | 27 |\n", "| 2019-10-29 | lbwiki | other_mobile_web_edits | 0 |\n", "\n" ], "text/plain": [ " date wiki edit_type edit_count\n", "1 2019-10-29 nlwiki other_mobile_web_edits 0 \n", "2 2019-10-29 barwiki other_mobile_web_edits 0 \n", "3 2019-10-29 trwiki other_mobile_web_edits 0 \n", "4 2019-10-29 uzwiki other_mobile_web_edits 1 \n", "5 2019-10-29 eswiki other_mobile_web_edits 27 \n", "6 2019-10-29 lbwiki other_mobile_web_edits 0 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "head(talk_page_edits_clean)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Rate of access to article talk pages on English Wikipedia" ] }, { "cell_type": "code", "execution_count": 1909, "metadata": {}, "outputs": [], "source": [ "talk_page_views_all_enwiki <- talk_page_views %>%\n", " filter(access_method == 'mobile web',\n", " project == 'en.wikipedia') %>%\n", " mutate(date = floor_date(date, 'month')) %>% \n", " group_by(date) %>%\n", " summarise(views = sum(views))\n" ] }, { "cell_type": "code", "execution_count": 2038, "metadata": {}, "outputs": [ { "data": { "image/png": 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2XqgQceYBsY+BcSOzYWLVpEF5qbm/Pz82fPno3qOgBwQ84LmlgFIaS+tRttdMEH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\nuVze/ZCnpyezGu8TTzxhnNURBDFnz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OxU93qgHATcj7n/mjSPt2whpbHN85RPer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\nLk5JG93dHLT+LHh7e9u3rn3pya3kgDqrbNLUTzzxxOjRo69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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot YoY Changes on English Wikipedia\n", "\n", "talk_page_views_enwiki_yoy_plot <- talk_page_views_all_enwiki %>%\n", " mutate(year = case_when(date >= '2018-06-01' & date < '2019-06-01' ~ '2018/2019',\n", " date >= '2019-06-01' & date < '2020-06-01' ~ '2019/2020'),\n", " MonthN =as.factor(format(as.Date(date),\"%m\")),\n", " Month = months(as.Date(date), abbreviate=TRUE))\n", "\n", "\n", "talk_page_views_enwiki_yoy_plot$MonthN = factor(talk_page_views_enwiki_yoy_plot$MonthN, levels=c(\"06\", \"07\", \"08\", \"09\", \"10\",\"11\", \"12\", \"01\", \"02\", \"03\", \n", " \"04\", \"05\" ))\n", "\n", "talk_page_views_enwiki_yoy_plot$year = factor(talk_page_views_enwiki_yoy_plot$year, levels = c('2018/2019', '2019/2020'))\n", "\n", "\n", "p <- ggplot(talk_page_views_enwiki_yoy_plot, aes(x=MonthN, y = views, group = year, color = year, linetype = year)) + \n", " geom_line(size = 0.8) +\n", " scale_y_continuous(\"Number of views per month\", labels = polloi::compress) +\n", " scale_x_discrete(breaks = talk_page_views_all_yoy_plot$MonthN, labels = talk_page_views_all_yoy_plot$Month )+\n", " geom_vline(xintercept = c(10, 1, 3), linetype = \"dashed\", color = \"black\") +\n", " geom_text(aes(x=10, y=3E6, label=\"AMC deployed on Arabic, Indonesian, and Spanish Wikipedias\"), size=3.6, vjust = 1.5, angle = 90, color = \"black\") +\n", " geom_text(aes(x=1, y=3E6, label=\"AMC deployed on Italian, Japanese, Persian, and Thai Wikipedias\"), size=3.6, vjust = 1.5, angle = 90, color = \"black\") +\n", " geom_text(aes(x=3, y=3E6, label=\"AMC deployed on all Wikipedias\"), size=3.6, vjust = 1.5, angle = 90, color = \"black\") +\n", " labs(title = \"Mobile web talk page views on English Wikipedia\") +\n", " xlab(\"Month\") +\n", " scale_color_brewer(palette = 'Set1', breaks=c('2018/2019', '2019/2020'), direction= -1) +\n", " scale_linetype_manual(breaks=c('2018/2019', '2019/2020'), values=c(2,1)) +\n", " ggthemes::theme_tufte(base_size = 14, base_family = \"Gill Sans\") +\n", " theme(plot.title = element_text(hjust = 0.5),\n", " legend.title = element_blank(),\n", " legend.position = \"bottom\",\n", " panel.grid = element_line(\"gray70\"),\n", " legend.key.width=unit(0.5,\"cm\"))\n", "p \n", "\n", "ggsave(\"Figures/mobile_web_talk_page_views_enwiki.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Year over year changes in mobile web views to article talk pages" ] }, { "cell_type": "code", "execution_count": 1915, "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", "\n", "
A tibble: 6 × 3
dateviewsyoy_percent
<date><int><dbl>
2019-10-012139701 -8.789061
2019-09-011582205-50.762338
2019-08-011268353-52.309524
2019-07-011112919-68.682060
2019-06-011061270-31.217809
2019-05-011126863 NA
\n" ], "text/latex": [ "A tibble: 6 × 3\n", "\\begin{tabular}{r|lll}\n", " date & views & yoy\\_percent\\\\\n", " & & \\\\\n", "\\hline\n", "\t 2019-10-01 & 2139701 & -8.789061\\\\\n", "\t 2019-09-01 & 1582205 & -50.762338\\\\\n", "\t 2019-08-01 & 1268353 & -52.309524\\\\\n", "\t 2019-07-01 & 1112919 & -68.682060\\\\\n", "\t 2019-06-01 & 1061270 & -31.217809\\\\\n", "\t 2019-05-01 & 1126863 & NA\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 6 × 3\n", "\n", "| date <date> | views <int> | yoy_percent <dbl> |\n", "|---|---|---|\n", "| 2019-10-01 | 2139701 | -8.789061 |\n", "| 2019-09-01 | 1582205 | -50.762338 |\n", "| 2019-08-01 | 1268353 | -52.309524 |\n", "| 2019-07-01 | 1112919 | -68.682060 |\n", "| 2019-06-01 | 1061270 | -31.217809 |\n", "| 2019-05-01 | 1126863 | NA |\n", "\n" ], "text/plain": [ " date views yoy_percent\n", "1 2019-10-01 2139701 -8.789061 \n", "2 2019-09-01 1582205 -50.762338 \n", "3 2019-08-01 1268353 -52.309524 \n", "4 2019-07-01 1112919 -68.682060 \n", "5 2019-06-01 1061270 -31.217809 \n", "6 2019-05-01 1126863 NA " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Calculate year over year changes on English Wikipedia\n", "\n", "talk_page_views_enwiki_yoy <- talk_page_views_all_enwiki %>%\n", " mutate(date = floor_date(date, 'month')) %>% \n", " group_by(date)%>%\n", " summarise(views = sum(views)) %>%\n", " arrange(date) %>%\n", " mutate(yoy_percent = (views/lag(views,12) -1) *100) %>%\n", " arrange(desc(date))\n", "\n", "head(talk_page_views_enwiki_yoy)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similar to trends seen across all Wikipedia projects, there was a decrease in the number of views to article talk pages on all English Wikipedia from January to May 2019; however, there was a sharp increase in the number of views starting in June 2019. Other variables may contributing to these increases and decreases but a review of the proportion of talk pages requests made while in AMC will help indicate how much AMC attributes to these views. " ] }, { "cell_type": "code", "execution_count": 1917, "metadata": {}, "outputs": [], "source": [ "talk_page_requests_enwiki = talk_page_requests_clean %>%\n", " mutate(date = floor_date(date, \"week\")) %>%\n", " filter(request_type == \"all_mobile_web_requests\",\n", " wiki == 'en.wikipedia',\n", " date != '2019-08-18',\n", " date != '2019-11-24') %>% #remove weeks with incomplete data\n", " group_by(date) %>%\n", " summarize(request_count = sum(request_count))" ] }, { "cell_type": "code", "execution_count": 2039, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`geom_smooth()` using method = 'loess' and formula 'y ~ x'\n", "`geom_smooth()` using method = 'loess' and formula 'y ~ x'\n" ] }, { "data": { "image/png": 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+K72CVJvea8dXc8H06cYFOLeblAJc4++eQTImrbtq1DIutAxiAXCF5834kMz+VG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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "talk_page_requests_enwiki_byrequest <- talk_page_requests_clean %>%\n", " mutate(date = floor_date(date, \"week\")) %>%\n", " filter(request_type != \"all_mobile_web_requests\",\n", " wiki == 'en.wikipedia',\n", " date != '2019-08-18',\n", " date != '2019-11-24') %>% #remove weeks with incomplete data\n", " group_by(date, request_type) %>%\n", " summarise(request_count = sum(request_count)) \n", "\n", "p <- ggplot() +\n", " geom_bar(data =talk_page_requests_enwiki_byrequest, aes(x= date, y= request_count, fill = request_type),stat= \"identity\", position = \"stack\") + \n", " geom_smooth(data = talk_page_requests_enwiki , aes(x=date, y=request_count), se = FALSE) +\n", " scale_y_continuous(\"Number of requests per week\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %d %Y\"), date_breaks = \"1 week\") +\n", " labs(title = \"Mobile web requests to talk pages on English Wikipedia\",\n", " subtitle = \"Based on a sample of data collected from webrequest data\") +\n", " ggthemes::theme_tufte(base_size = 14, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_text(angle = 45, hjust = 1),\n", " panel.grid = element_line(\"gray70\"),\n", " legend.position=\"bottom\",\n", " legend.title=element_blank(),\n", " legend.text=element_text(size=14))\n", " \n", "p\n", "\n", "ggsave(\"Figures/mobile_web_talk_page_request_amc_prop_enwiki.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Proportion of AMC views to article talk pages" ] }, { "cell_type": "code", "execution_count": 1919, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 4 × 4
dateamc_requests_totalall_mobile_web_requests_totalamc_prop
<date><int><int><dbl>
2019-08-01 19 7724.67532
2019-09-0116238841.75258
2019-10-0118946340.82073
2019-11-0121144147.84580
\n" ], "text/latex": [ "A tibble: 4 × 4\n", "\\begin{tabular}{r|llll}\n", " date & amc\\_requests\\_total & all\\_mobile\\_web\\_requests\\_total & amc\\_prop\\\\\n", " & & & \\\\\n", "\\hline\n", "\t 2019-08-01 & 19 & 77 & 24.67532\\\\\n", "\t 2019-09-01 & 162 & 388 & 41.75258\\\\\n", "\t 2019-10-01 & 189 & 463 & 40.82073\\\\\n", "\t 2019-11-01 & 211 & 441 & 47.84580\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 4 × 4\n", "\n", "| date <date> | amc_requests_total <int> | all_mobile_web_requests_total <int> | amc_prop <dbl> |\n", "|---|---|---|---|\n", "| 2019-08-01 | 19 | 77 | 24.67532 |\n", "| 2019-09-01 | 162 | 388 | 41.75258 |\n", "| 2019-10-01 | 189 | 463 | 40.82073 |\n", "| 2019-11-01 | 211 | 441 | 47.84580 |\n", "\n" ], "text/plain": [ " date amc_requests_total all_mobile_web_requests_total amc_prop\n", "1 2019-08-01 19 77 24.67532\n", "2 2019-09-01 162 388 41.75258\n", "3 2019-10-01 189 463 40.82073\n", "4 2019-11-01 211 441 47.84580" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Calculate monthly proportion of amc_edits on English Wiki \n", "\n", "talk_page_requests_monthly_prop_enwiki <- talk_page_requests %>%\n", " filter(wiki == 'en.wikipedia') %>% \n", " mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date) %>% \n", " summarise(amc_requests_total = sum(amc_request),\n", " all_mobile_web_requests_total = sum(all_mobile_web_requests),\n", " amc_prop = amc_requests_total/all_mobile_web_requests_total *100)\n", "\n", "talk_page_requests_monthly_prop_enwiki" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Month over month changes in all mobile web views to article talk pages" ] }, { "cell_type": "code", "execution_count": 1920, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\n", "
A tibble: 2 × 3
daterequest_countmonthOvermonth
<date><int><dbl>
2019-09-01388 NA
2019-10-014630.193299
\n" ], "text/latex": [ "A tibble: 2 × 3\n", "\\begin{tabular}{r|lll}\n", " date & request\\_count & monthOvermonth\\\\\n", " & & \\\\\n", "\\hline\n", "\t 2019-09-01 & 388 & NA\\\\\n", "\t 2019-10-01 & 463 & 0.193299\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 2 × 3\n", "\n", "| date <date> | request_count <int> | monthOvermonth <dbl> |\n", "|---|---|---|\n", "| 2019-09-01 | 388 | NA |\n", "| 2019-10-01 | 463 | 0.193299 |\n", "\n" ], "text/plain": [ " date request_count monthOvermonth\n", "1 2019-09-01 388 NA \n", "2 2019-10-01 463 0.193299 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Calculate month over month changes on English Wiki \n", "\n", "talk_pages_requests_mom <- talk_page_requests_clean %>%\n", " filter(wiki == 'en.wikipedia',\n", " request_type == \"all_mobile_web_requests\",\n", " date >= '2019-09-01',\n", " date < '2019-11-01') %>% #Look at all mobile web requests\n", " mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date) %>%\n", " summarise(request_count = sum(request_count)) %>%\n", " arrange(date) %>%\n", " mutate(monthOvermonth= request_count/lag(request_count,1) -1) \n", "\n", "\n", "tail(talk_pages_requests_mom)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From September 2019 to October 2019, the number of pageviews to talk pages on mobile web increased by 19.3%. About 41% of these views came from users in AMC mode. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Article talk page edits on English Wikipedia" ] }, { "cell_type": "code", "execution_count": 1921, "metadata": {}, "outputs": [], "source": [ "talk_page_edits_enwiki <- talk_page_edits_clean %>%\n", " filter(edit_type == 'all_mobile_web_edits',\n", " wiki == 'enwiki') %>%\n", " mutate(date = floor_date(date, \"week\")) %>%\n", " filter(date != '2018-05-27',\n", " date != '2019-10-27') %>% #remove incomplete data weeks\n", " group_by(date) %>%\n", " summarise(edit_count = sum(edit_count)) " ] }, { "cell_type": "code", "execution_count": 2056, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Warning message:\n", "“Ignoring unknown parameters: stat”`geom_smooth()` using method = 'loess' and formula 'y ~ x'\n", "`geom_smooth()` using method = 'loess' and formula 'y ~ x'\n" ] }, { "data": { "image/png": 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lxc3IoVK3r06GFk35m3336baysgIEBr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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Enwiki Mobile Web Edits by edit type\n", "\n", "talk_page_edits_bytype_enwiki <- talk_page_edits_clean %>%\n", " filter(edit_type != 'all_mobile_web_edits',\n", " wiki == 'enwiki') %>%\n", " mutate(date = floor_date(date, \"week\")) %>%\n", " filter(date != '2018-05-27',\n", " date != '2019-10-27') %>% #remove incomplete data weeks\n", " group_by(date, edit_type) %>%\n", " summarise(edit_count = sum(edit_count)) \n", "\n", "\n", "p <- ggplot() +\n", " geom_col(data =talk_page_edits_bytype_enwiki, aes(x= date, y= edit_count, fill = edit_type), stat= 'identity', position = \"stack\") + \n", " geom_smooth(data = talk_page_edits_enwiki, aes(x=date, y=edit_count), se = FALSE) +\n", " scale_y_continuous(\"Number of edits per week\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %Y\"), date_breaks = \"1 month\") +\n", " geom_vline(xintercept = as.Date('2019-08-07'),\n", " linetype = \"dashed\", color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-08-07'), y=800, label=\"AMC deployed on all Wikipedias\"), size=3.8, vjust = -1, angle = 90, color = \"black\") +\n", " labs(title = \"Mobile web edits to article talk pages \\n on English Wikipedia\") +\n", " ggthemes::theme_tufte(base_size = 14, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_text(angle = 45, hjust = 1),\n", " panel.grid = element_line(\"gray70\"),\n", " legend.position=\"bottom\",\n", " legend.title=element_blank(),\n", " legend.text=element_text(size=14))\n", "p\n", "\n", "ggsave(\"Figures/mobile_web_talk_page_edits_enwiki.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Proportion of AMC talk page edits on English Wikipedia" ] }, { "cell_type": "code", "execution_count": 1925, "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", "\n", "
A tibble: 6 × 4
dateamc_edits_totalall_mobile_web_edits_totalamc_prop
<date><int><int><dbl>
2019-05-01 04416 0.000000
2019-06-01 04196 0.000000
2019-07-01 04455 0.000000
2019-08-01 4305410 7.948244
2019-09-011565464133.721181
2019-10-012630590344.553617
\n" ], "text/latex": [ "A tibble: 6 × 4\n", "\\begin{tabular}{r|llll}\n", " date & amc\\_edits\\_total & all\\_mobile\\_web\\_edits\\_total & amc\\_prop\\\\\n", " & & & \\\\\n", "\\hline\n", "\t 2019-05-01 & 0 & 4416 & 0.000000\\\\\n", "\t 2019-06-01 & 0 & 4196 & 0.000000\\\\\n", "\t 2019-07-01 & 0 & 4455 & 0.000000\\\\\n", "\t 2019-08-01 & 430 & 5410 & 7.948244\\\\\n", "\t 2019-09-01 & 1565 & 4641 & 33.721181\\\\\n", "\t 2019-10-01 & 2630 & 5903 & 44.553617\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 6 × 4\n", "\n", "| date <date> | amc_edits_total <int> | all_mobile_web_edits_total <int> | amc_prop <dbl> |\n", "|---|---|---|---|\n", "| 2019-05-01 | 0 | 4416 | 0.000000 |\n", "| 2019-06-01 | 0 | 4196 | 0.000000 |\n", "| 2019-07-01 | 0 | 4455 | 0.000000 |\n", "| 2019-08-01 | 430 | 5410 | 7.948244 |\n", "| 2019-09-01 | 1565 | 4641 | 33.721181 |\n", "| 2019-10-01 | 2630 | 5903 | 44.553617 |\n", "\n" ], "text/plain": [ " date amc_edits_total all_mobile_web_edits_total amc_prop \n", "1 2019-05-01 0 4416 0.000000\n", "2 2019-06-01 0 4196 0.000000\n", "3 2019-07-01 0 4455 0.000000\n", "4 2019-08-01 430 5410 7.948244\n", "5 2019-09-01 1565 4641 33.721181\n", "6 2019-10-01 2630 5903 44.553617" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Calculate monthly proportion of talk page edits on English Wikipedia\n", "\n", "talk_page_edits_monthly_prop_enwiki <- talk_page_edits %>%\n", " filter(wiki == 'enwiki') %>%\n", " mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date) %>% \n", " summarise(amc_edits_total = sum(amc_edits),\n", " all_mobile_web_edits_total = sum(all_mobile_web_edits),\n", " amc_prop = amc_edits_total/all_mobile_web_edits_total *100)\n", "\n", "tail(talk_page_edits_monthly_prop_enwiki)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Year over year changes in talk page edits on English Wikipedia" ] }, { "cell_type": "code", "execution_count": 2057, "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", "\n", "
A tibble: 6 × 3
dateedit_countyearOveryear
<date><int><dbl>
2019-05-014416 NA
2019-06-014196 16.49084
2019-07-014455 24.54571
2019-08-015410 67.80397
2019-09-014641 59.26561
2019-10-015753103.14266
\n" ], "text/latex": [ "A tibble: 6 × 3\n", "\\begin{tabular}{r|lll}\n", " date & edit\\_count & yearOveryear\\\\\n", " & & \\\\\n", "\\hline\n", "\t 2019-05-01 & 4416 & NA\\\\\n", "\t 2019-06-01 & 4196 & 16.49084\\\\\n", "\t 2019-07-01 & 4455 & 24.54571\\\\\n", "\t 2019-08-01 & 5410 & 67.80397\\\\\n", "\t 2019-09-01 & 4641 & 59.26561\\\\\n", "\t 2019-10-01 & 5753 & 103.14266\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 6 × 3\n", "\n", "| date <date> | edit_count <int> | yearOveryear <dbl> |\n", "|---|---|---|\n", "| 2019-05-01 | 4416 | NA |\n", "| 2019-06-01 | 4196 | 16.49084 |\n", "| 2019-07-01 | 4455 | 24.54571 |\n", "| 2019-08-01 | 5410 | 67.80397 |\n", "| 2019-09-01 | 4641 | 59.26561 |\n", "| 2019-10-01 | 5753 | 103.14266 |\n", "\n" ], "text/plain": [ " date edit_count yearOveryear\n", "1 2019-05-01 4416 NA \n", "2 2019-06-01 4196 16.49084 \n", "3 2019-07-01 4455 24.54571 \n", "4 2019-08-01 5410 67.80397 \n", "5 2019-09-01 4641 59.26561 \n", "6 2019-10-01 5753 103.14266 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Calculate year over year changes on English Wikipedia\n", "\n", "talk_pages_edits_yoy_enwiki <- talk_page_edits_clean %>%\n", " filter(wiki == 'enwiki',\n", " edit_type == \"all_mobile_web_edits\") %>% #Look at all mobile web requests\n", " mutate(date = floor_date(date, \"month\")) %>%\n", " group_by(date) %>%\n", " summarise(edit_count = sum(edit_count)) %>%\n", " arrange(date) %>%\n", " mutate(yearOveryear = (edit_count/lag(edit_count,12) -1) *100)\n", "\n", "\n", "tail(talk_pages_edits_yoy_enwiki)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From September 2019 to October 2019, the proportion of AMC edits increased on English Wikipedia by 32.1% (compared to 19.5% across all Wikipedias). AMC edits accounted for 44.6% of all talk page edits made by logged-in users on mobile web in October 2019. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Rate of access and edits to article talk pages on target wikipedias" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Rate of access to article talk pages on Target Wikipedias" ] }, { "cell_type": "code", "execution_count": 1929, "metadata": {}, "outputs": [], "source": [ "talk_page_views_all_targetwiki_March <- talk_page_views %>%\n", " filter(access_method == 'mobile web',\n", " project %in% c('ar.wikipedia', 'es.wikipedia', 'id.wikipedia')) %>%\n", " mutate(date = floor_date(date, 'month')) %>% \n", " group_by(date, project) %>%\n", " summarise(views = sum(views))\n" ] }, { "cell_type": "code", "execution_count": 2042, "metadata": {}, "outputs": [ { "data": { "image/png": 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+fOnUOGDHF1dZVKpd26dVuxYkVtba3BWJzrW21t7YoVK7p162Zvb+/q6jp06FDS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VrFmznHYfnvTsuYiv9nU+NbPZpFBoEniR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\n6r/+9Njt3r17xYoVJpOp964//OEPJSUlx44de/vttweYrEcHGwCsX7/+xo0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bm5tDQkJGjx7t6SyOunLlilgsDg0NTU5O9nQWR12+fFki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NTpdHCn5rNb2B0+fPiVV16JjY09fvx4cnKy\n3fP2zvnTTz8BwP79+wFgx44dc+fODQoKYjKZ48eP37FjBwAQPXz9eJsrVqz48ssvp0+fHhcX\nN378+IyMDADoutaMEPJ1Tl+KLS0tnT59ent7+2CkQQghl6ivrweASZMmdW1xpJuNaFNYWAgA\n58+fNxgMM2bMsFqtO3bsuHDhwsyZMy9duuTIoVatWhUXF3fkyBF/f39H0vbOSeQvLy8HgKee\negruDGKzWq3EA+ImP2ff5nfffffaa6/1Hg+n1+sdyYkQ8n5O99i988477e3tcXFxOTk5UqnU\neheDkRUhhAZVVFRUeHh4a2trTU1NXl4em81OTU1NTU1lsVi5ubk1NTWtra3h4eGRkZG2j0Mm\nk6uqqg4dOjTAPMT3UrPZbDabLRaLxWLp+u5qNBr7ccC//vWvVqt16dKl+fn5t2/fbmpqqqqq\nGmBIhJBXcbqwy8/PB4Avvvhi3rx5fD5/ECIhhNBAEbUXcVGVcP78eUdeSPR4XbhwITc3d/Lk\nyTQajU6np6WlnT17ljjalClT7B5k586dFAplw4YN/+///T9HTto7J5GfWJv7+PHjTX3px9us\nra0FgA0bNsTGxjIYDLjzLR0hNGQ4XdgR98+NGzduEMIghJBrPPTQQwCwcePG8+fPq9Xq8+fP\nb9q0yZEXEoXd4cOHq6qqZsyYQWycPn36rVu3cnJywLFLunPmzNmxYweVSs3IyPjnP/9pt33v\nnMR4i2XLlgHAH//4x/379zc0NOh0OoPBcPv27X379s2bN68fbzM8PBwAduzYoVAolErlsWPH\n3n33XbvxEEI+xOm1YqdMmXL+/PmysrKEhIRByoQQQv3QfVFUuVz+4IMPEvOAEB577LHjx4+D\nvUVUa2tr77//fuJxbm7u8OHDAaCioiI9PZ3YeO7cuaioqD5P2uPpsWPH3njjDZPJtHbt2pUr\nV9po/+ijj/7www9dxwwLCyOmOwGATZs2dc2B10NTU5Ozb3Pnzp1btmzpfpAnn3zy4MGDvT8H\nhJCPcrrHjvj29Nlnnw1CGIQQco3AwMDDhw8/9NBDbDabx+MtXrz4H//4hyMvjI6ODgsLA4Dw\n8HCiqgOAESNGEH1dYWFh3as62+bOnfvpp59SKJRt27b9/e9/t9EyOzt70aJFXC6XzWY//PDD\nhw8fJqo6APjggw+++eabxx57TCgUUqlUJpMZHx//yiuvnDp1qh9v85VXXtm4cWNMTAydTo+K\nilq9enVWVpaDbwch5BOc7rEDgHfeeScrK+ull15auXLl8OHDmUzmYCRDCKEhr89eQ4QQ6rf+\nFHa3bt2aN29eRUWFjTY4MBYhhOzCwg4h5FpOz2NXVFQ0ffr07isVIoQQQgghb+D0PXbr169X\nqVRxcXFHjx7FeewQQgghhLyH05dieTxeR0fH2bNnp02bNkiZEEIIIYRQPzhd2Pn5+anV6s7O\nTg6HM0iZEEIIIYRQPzh9KTYxMREAGhoaBiEMQgghhBDqP6cLu9deew0AsrOzByEMQgghhBDq\nP0pGRoZTL0hJSZHL5du3b29sbIyJieFyuVSq00NrEUIIIYSQyzl9jx2xVqxdODAWIYQQQsjN\nsLPNW2i1WoPBQKPR2Gy2p7M4CjO7h0ajMRqNmHmwEZnpdDqLxfJ0FkdhZvdQq9Umk8kXMzMY\nDB9aHQozu4TT99jdbeI6nMdugKqrq/Pz82/evOnpIE6oqqrKz88vKyvzdBAnVFZW5ufnl5eX\nezqIE4jMt27d8nQQJ9y6dSs/P7+ystLTQZxQXl7uc5nLysry8/Orqqo8HcQJN2/ezM/Pr66u\n9nQQJxCZb9++7ekgTigtLfW5zDdu3MjPz6+pqfF0ECcUFxfn5+fX1dV5OshvnC7sEEIIIYSQ\nd8LCDiGEEEJoiMDCDiGEEEJoiHB68ASOikUIIYQQ8k4eGxXb2Nh44cKFCxcuVFZWWq3Wo0eP\n9tns/PnzOTk5NTU1Vqs1NjZ2wYIFkydPdrbNvHnzAKDHKb766quDBw+SSKQXXnhh4cKFLn1z\nCLkSyWJhNTaS2biIH0IIITucLuz67IozmUwVFRVbtmz5+uuvN23atHnzZrvHef311+22ycnJ\n2bVrV9fTmzdv3rx586WXXiIKNcfb9GCxWLZv3/7TTz9RKJSVK1fOmjXLbhKEPMWiVAasXRd8\noxQAmlksalQUJTqKGhlJjY6mREZSo6MoEREkGs3TMRFCCHkF1/TYUanUxMTE/fv3t7W1ffDB\nB/fff/9DDz1k+yXDhg2bOnXq1KlT33jjjT4bSCSSL7/8EgCWLFkyZ84cAPj+++/37t37xRdf\nTJo0KTQ01ME2PRgMho8//vjixYsMBmPNmjUTJkwY2FtHaBCZW1pkzy2h3ZmcxarVGsvLjT3m\naqFQKOFh1MgoanQUUepRI6Mo0VHkgAAPJEYIIeRRLr4Uu3Hjxp9++ukf//iH3cJu+/btthuc\nOnXKZDLNnDnz6aefJrY8/fTTjY2Nubm5p06dWrx4sYNtutNoNJmZmaWlpX5+fps2bUpISOjP\nm0TILUw1NW3PLTbXNwCAmcm0REcz2tosbW0925nN5oZGc0Oj/pdfum8m83jU6ChKVBQ1Kooa\nFUWJiqRGRVGEQiDjkCmEEBqyXFzYJSUlAcDFixcHfqji4mIASE9P774xPT09Nze3pKTE8TZd\n5HJ5RkZGTU0Nn8/fvHnzsGHDBh4SoUFiLC5pW/o8UcZZ/P2r33iNN3VqSkqK1WAwiyXm+jpT\nXb25vt5UV2+qrzNVVFp1uh5HsCgUhiIFFF3vvpFEo1HCwyiRUdSoSEpkJDUqkhoZRY2LJXHw\nBj6EEBoKXFzYmUwmAFCpVAM/VHNzMwDExMR03xgdHQ0ATU1NjrfpsmbNGolEEhERsXnzZoFA\nMPCECA0S/fnzsj++aFV1AgBlWIR800a1xcIDAAASnU6NiqRGRTKm/e4llo4O060KY0VFV7Vn\nrqm19PqfaDUaTXX1prp6ff7vtpO5XApR5N0p+CiRUdTIYeDYKHiEEEJewsWF3Y8//ggA4eHh\nAz+UWq0GAH9//+4bAwICunY52KaLRCKh0WgffPABn8+/20mLiorefvvt7ltmz549fvz4fr8L\nx5nNZgBobW09efKkG07nEkTmlpYWn8ssFou9NnPAtaJh//ycZDQCgC48rO5/VhF9cc3Nza2t\nrXZeLOCDgA/jxxHPKBoNvVVKb5PSWqWMtjZaq5TRJqVK20i9hkBZOjosxSXG4t/1c1tpNFMg\nT88XGEMEej7fGCIw8AU6UbjVgbEaxO94TU1NEonEsffteUTmxsZGsVjs6SyOIr6eGxoaiN9y\nfQKRub6+vvev316LyFxXV9fY2OjpLI4iMtfW1jY0NHg6i6OIzDU1NfX19Z7O4iji+8bt27dr\na2vdcLqkpCSRSGS7jcsKO4lE8uOPPxJV0eOPP+6qw/bJkbn0erfh8/ltbW3Z2dkbN26k3eUn\nk9lsViqV3bcYDAaj0djvqM6yWCwWi8Vtp3MJX8xstVrd+c/quODzF4bt2UsymwFAExNTvfIN\nE4cDFgv0K7ORRtOJwkH0u1+0SGYzrV3OaJPSpW1MmYwubaO3SZmSFrJe3+PlJKOR1iqltUqh\n2wrGVgrFGBSo5wsMAr4uONgg4Bv4Alps70UAACAASURBVF2IwNLX4ui++LWBmd0DM7sHZnYP\ns9lMVKWDzZFPxvUTFMfFxW3cuNHZw/bG4XCUSqVKpeLxeF0biaqLzWY73qZLZmbm+vXri4qK\nPvzww3Xr1lEolN4njY2N3bZtW/ctAoEgJCRk4G/Hrvr6eqlUyuPx4uLi3HA6lyAyBwYGxsbG\nejqLo+rq6tra2rwzs3XXbusXX/76ZNo0v23/O4bBgDuZg4KCetx14NJzW6G11drYRGpqsjY2\nWhsbSU3N1sZG6Ojo0ZBkNtOlbXRpG5T9fkdgICkiAkThEBEBESIJmdLKZvFiYqKiogYrs6vd\nvn1bLpfz+XyfyywQCCIjIz2dxVHV1dUKhcIXM4eEhPjQzdlVVVUdHR2hoaERERGezuKoyspK\npVLpW5krKipUKlVYWJhLrlXaxeVy7bZxWY8di8WKjY2dP3/+O++8073M6rfw8HClUllTU5OS\nktK1kejq7OqHdKRNF5FIlJmZuW7dusLCwqysrNWrV5N7DQ8MDAycPXv2wMP3g0wmk0qlTCYz\nLCzMIwH6oa2tDQB8K7NUKgUAFovlXZmt1o7MLZ2f/4t4xv7DE7y/ZpGov/73JK7ADnrm8HAY\nO7ZnLr3eLGkx19cZb1WYKitNdfXm+jpTUzOYTD1fLpdb5XK4M2gpFIA6bap13Vrv+pxtEovF\ncrmczWb7UGbiCqxvZSauwHI4HB/KTFyB9a3MxBVY38pMXIH18/PzocxEyeFVmV0zQfFgGD16\ndHl5+ZkzZ7oXbWfOnAGA5ORkx9t0FxkZmZmZuWHDhoKCAjqdvmrVKgdXSENo8FiNRvn//El7\nJId46rf8RW7G+14yKQmJwbgzVuO3wRpWk8nc1NxzZG5NDTHao4uOz2e4PTBCCN3jPLakmF2z\nZ88+fPhwbm5uRERE1+TDubm5VCr1gQcecLxND7GxsRkZGRs3bjx9+jSdTndkAQyEBo9Vo2l/\n+RVdbh4AAInE3bDe77VXPR3KDhKV2vfIXGmbqa7WVFdvrqtrvXZNGxONhR1CCLmZxwq7Hkt+\ndT3tWtFVKBQuW7Zs165de/fu3bt3b1fLZcuWCYVCx9v0Fh8fv2nTpoyMjBMnTjAYjOXLl7vq\nTSHkFEtHh+z5FwyXLwMAUCi8bVs5zy3ydKj+Iwv4dAGfPmECAFRdu6ZqanLBPRkIIYSc4b09\ndgAwf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+8Ojo6JUrV65du/b48eN0Ov21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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot YoY Changes on Target Wikipedia\n", "\n", "talk_page_views_targetwiki_yoy_plot_March <- talk_page_views_all_targetwiki_March %>%\n", "group_by(project) %>%\n", " mutate(year = case_when(date >= '2018-06-01' & date < '2019-06-01' ~ '2018/2019',\n", " date >= '2019-06-01' & date < '2020-06-01' ~ '2019/2020'),\n", " MonthN =as.factor(format(as.Date(date),\"%m\")),\n", " Month = months(as.Date(date), abbreviate=TRUE))\n", "\n", "\n", "talk_page_views_targetwiki_yoy_plot_March$MonthN = factor(talk_page_views_targetwiki_yoy_plot_March$MonthN, levels=c(\"06\", \"07\", \"08\", \"09\", \"10\",\"11\", \"12\", \"01\", \"02\", \"03\", \n", " \"04\", \"05\" ))\n", "\n", "talk_page_views_targetwiki_yoy_plot_March$year = factor(talk_page_views_targetwiki_yoy_plot_March$year, levels = c('2018/2019', '2019/2020'))\n", "\n", "\n", "p <- ggplot(talk_page_views_targetwiki_yoy_plot_March, aes(x=MonthN, y = views, group = year, color = year, linetype = year)) + \n", " geom_line(size = 0.8) +\n", " facet_wrap(~ project, nrow = 7, scale = \"free_y\") +\n", " scale_y_continuous(\"Number of views per momth\", labels = polloi::compress) +\n", " scale_x_discrete(breaks = talk_page_views_targetwiki_yoy_plot_March$MonthN, labels = talk_page_views_targetwiki_yoy_plot_March$Month )+\n", " labs(title = \"Mobile web talk page views on target Wikipedia projects \\n Where AMC was deploymed on March 20, 2019\") +\n", " xlab(\"Month\") +\n", " scale_color_brewer(palette = 'Set1', breaks=c('2018/2019', '2019/2020'), direction= -1) +\n", " scale_linetype_manual(breaks=c('2018/2019', '2019/2020'), values=c(2,1)) +\n", " ggthemes::theme_tufte(base_size = 14, base_family = \"Gill Sans\") +\n", " theme(plot.title = element_text(hjust = 0.5),\n", " legend.title = element_blank(),\n", " legend.position = \"bottom\",\n", " panel.grid = element_line(\"gray70\"),\n", " legend.key.width=unit(0.5,\"cm\"))\n", "p \n", "\n", "ggsave(\"Figures/mobile_web_talk_page_views_target_March.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "code", "execution_count": 1931, "metadata": {}, "outputs": [], "source": [ "talk_page_views_all_targetwiki_June <- talk_page_views %>%\n", " filter(access_method == 'mobile web',\n", " project %in% c('it.wikipedia', 'ja.wikipedia', \n", " 'fa.wikipedia', 'th.wikipedia')) %>%\n", " mutate(date = floor_date(date, 'month')) %>% \n", " group_by(date, project) %>%\n", " summarise(views = sum(views))\n" ] }, { "cell_type": "code", "execution_count": 2043, "metadata": {}, "outputs": [ { "data": { "image/png": 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NT3DXv6nJyc5OTksLAwJycnJyensLCw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\ngDXp7OxcVFSkE4UHdYRCIT2K7KqZOXOmjhKeffZZHEXuWd7N5Kd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U5dOX7cGvfW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G7ZygxtCwuVwuQ8P2bSQecY4i+VXYzEjs\naPRlVueE1k5iYmJycnJWrVpVXFzM4/GWLVuG8wzQ7alZa/606MreM/UOkgKAfxy49OZjY30d\nlPdIhNz7x0bdPzbKYLEH8Fyd4irb2HRWpwgO+OCJtJiQAU9/EUJooPlvYvfaa6/df//9ycnJ\nIpFIr9dfvHhx69atAODiUmZ8fHx2dnZWVtaBAwd4PN7ixYu9GC9Cvqc12b4srtleUussTScW\ncJKiGNN2vX8F8ns5v80c4qAEMrOD/d7j42SBvSw0QwghRvDfxO7MmTNnzpzp9KBYLF60aJGL\nZyUlJa1evTo7O3vfvn18Pt/1xojplO3mI9XNZpvDZHXYHKTebLeTpNHiaGwyW22cJENrujFw\nYoJcGuBHg+QDxGxz/Kekdmtxjc50c/0Qj8P+7Z0xT90Vfzu8/L5hs+ClWUMjwsP4XMaUDkEI\nIdf8N7F75513vvvuu/Ly8tbWVi6XGx4enpaWNnfu3F6nDKempq5atWrt2rX5+fk8Hu/JJ5/0\nTsDIyWixs9ksgcsPS5uD/MeBy3qz3UFSBovdYndYbKTJ6rCTpM5kc5CUwepY9dDIqSNcFRqs\nbTHkFpzv4Yesy+2avVWaz56dKA2Q3sKr8XcOkvr2TP2nRVdUWjP9CJvNun9M1B+nJWBfrF4J\nuGzM6hBCg4n/JnbJycnutAXbs2dP1wfHjRu3c+fOAQgK3fT3Hy5dbtJ1TcUsNofVTgLAvAlD\nVjzoav0vwWJ9WVzj+igGczelbTpynTsCAJvNGhYmcr2NyeoQcAnmTshUac3vFZy32W/OT5+c\nHPb8PcPjQnt51QghhAYl/03skHfYHGRTu7lRY2pQmxo1pkaNScAlMueMdP2ss7WaM9faXGxg\ntvXS5ZPNZnE5bGc60kkAn0OwWRyil0XdimDhyw+kcAhWIJ/D47AFXELIIzhs9oXKs63qdm5w\nNEso7XU85qPvL+w715gQLhoeIRkeLk6MFMeHiXpNGf1HhEz48B1D/nX8+tjYoCUzE0cN6abn\nHkIIodsEM+rYDRBndSUvcDgcJEmy2WyfNwK6oYdLalCbQW0GjQV0Vuj0DhBx4aU7bt7uKext\n5+GS+hfP4hHAZkEAB9gs4BGQIIMZvdViu6QBggU8AtgAQg6wWCAggMOGW29Ab7fbKYpyp94P\nAHxaDnW6XzzCYkGIACICISIAIgIhUgQir8xS8yjsjox2uKGDRB9V6uhz2L5Fr7JnaNgcDodB\nq/4piqILyzM0bL+qZNErkiTpnor42/YC74edmpqqUChcb3Nbj9jxeLyJEyd651jnz59vaWkJ\nDw9PSEjwzhF7suu0sujcNRcbGOyQNiGdx2EDQEVFhVqtjoqKiouL67hNbLIZAAiCHcBl8zhs\nXp9ysYH71ZeVlel0uiFDhvTaegUACpQX1Fat3vLzECNFQYsJWkxQAQAA96aG/uXu7ovc9q9T\np04ZjcahQ4dGRUV54XD9paSkxGq1JiQkhIX5b2nfro4ePUqSZFJSUkhIiK9jcRdJkkePHgWA\nkSNHSiSMWexstVpLSkoAYPTo0YGBjKkpYzKZ6JK548aN4/P5vg7HXTqdrqysDADuuOMOBvWK\n1Wg05eXlAOC1D+V+0draWlVVRRCE18IWCoW9bsOY//WBwGKxpFIvTaun03kej9dfRyQpqlVn\naehwCbVRbWrUmNY+OnaEy/IWcRHmn6PisCOlwkiZICooIFImjJQJIoOEkTJhiOjmWYw+L/D5\n/E5he+331jf0+KJAIHAnzr8tSAeARo3pklL30z9tg8bkHMseOSTEO6+XHjoSCoV+/uvthB4V\nCAgIYFbYtMDAQAaF7az0y6ywLRYLfUMkEjEoH3VmRWKx2J1PUz/hvAonkUgYNPrlbAfKoDc2\n/FRY15u5hDv8N7G7evXq4cOHz549W19f73A4QkJC0tLSHnnkEblc3nEzuqVYpyUUW7du3bFj\nB4vFWrhw4bx587wa90AyWOx5312g0zilxmxzdDNBrb7N6DqxS42WrXl4dKRMGBUkDBHxmTNU\nP7AiZcJImXBy8s0xJ4PFfrnpZp43prduBJeUupe+Pp0QIR4eIRkeIU6MEEcFCdn99Js1WOxH\nL6pmjfJlty6EEEJM4b+J3Z///OeOd5VKZUFBweHDh998882hQ4f29CySJNevX19YWEgQxNKl\nS6dPnz7ggfYfq510fU2TzyH+e6be2QezK4LN0hitro8iF/PvHY1ZQi8C+ZwxMUFjYtyatnZJ\nqVO2m5Xt5uILKvqRAD5nWJhoeIQ4MUIyPEIcHyYS8jyeW2mzkzt/rNty+Gq7yRodHJCi8KNv\nhAghhPyT/yZ28fHxU6dOHT16tEKhcDgcVVVVmzZtampq+uSTT954441un2K1Wt99992SkhI+\nn79ixYoJEyZ4OWY3tRttNy+e/nQJlb6iOjk57PVHRrt4IodghUkESo2JzWaFifmRMmFkkDBK\nJqRvRMqEYRIBwcYhOG9r1Vs4BMvu+DnhNlrs5XWa8joNfZdLsA+snMF1eyYiSVH7zjb+4+Bl\npeZmA72N+y99tMBP388IIYT8h/8mdh9++GHHuxMmTJBIJMuXL79w4UK32xuNxpycnMrKSpFI\ntHr1andq4HnZ0Ubi84sq9X9/MFq6L8/WqOm+DW5H6343VsTnhEuFHAITOH/x5F1xv5sYe1Wl\n/3mWXpPO2QECAKKDA9zP6k7fMKwqOH6l6eeVuhMT5ItnJvZz0AghhAYj/03suoqJiQEAgaCb\nYvpqtTo7O7umpkYul69Zs8adtZDep7dBfbutp5+GiPjutH5KimTM1OPbCpfDToqUdPzfUWpM\nl36apRch633mdc7uCmWjrVnPqdPfcD44Mlq6ZGZi2tDgAQkaIYTQoMOkxO7IkSMA0O0F1hUr\nViiVyujo6DVr1oSGhno9NLfI+AAAskDezYunMmFU0M0bkTIB9jUaZCJkwgiZ8O4ktyqAkBR1\noFJpspIANwdiY+WBz98zfEpyOK5uQQgh5D7GFCiura19+eWXSZL8+OOPO5bLolfFAgCXy920\naVOnNbOdLF68WKf7+QqXVCp97LHHBijgToxGo8Fs4/F4UhFjls0DgMFgsNvtfD6/24FSv6XX\n6x0Oh0AgYEr1qVYj+faxm2VoJHzWvfHcCVEcpsyW1Gq1FEUFBAQwqLYCALS3twMAQ8MWiUQ+\nL3XuPpIk6RMvQ8MWi8UMqmJtt9sNBgMASCQSBhUodobtV3VDekWHzWKxvFbHJzExMTzcVQt1\nYMqIXW1tbVZWltFo/NOf/tRtEVS5XN7S0pKXl5eVleXiNH3p0iW1+ueGCaGhofRZ0jt4BIDD\n2t7ey6pVP2SxWJyVqBjEbDabzebet/MDHIC/jIMmI8tkZyXKSA7bqtP6OiYPGY1GX4fQFwwN\nW6/X+zqEvmBo2B2HA/wfRVF0PqfVMu0kAgA/fXVhFoqivBa21dp7CsGAxK66ujonJ0en0/32\nt7+dNWtWt9vk5OSsXLmyrKxs3bp1mZmZPX0pfOaZZzp+0gsEghEjRgxI0F3cuHFDp9MFBQVF\nRER454j9oq6uTq/Xh4SEMKupwLVr10wmU1hYGIOaCgDA1atXLRZLREREUJCPuoP1yaVLl+x2\ne1RUFLO+aldXV1MUFR0dLRaLfR2LuyiKqq6uBoDY2NiAgABfh+Muu91+6dIlAIiLi2PQ2L/V\nar1y5QoAJCQkMGhY12QyXbt2DQASExMZND5qMBhqa2sBwGsfyv1Cp9PduHGDzWYnJSV554gy\nWe/dwP09sSstLV23bp3FYnnwwQeffPLJnjZTKBQ5OTmZmZknT57Mzc1dvnx5tyPnXrvw2pVG\no9HpdBKJZNgwbzSn6i8tLS16vV4mkzEr7MbGRpPJFBwczKyw6+rqLBaLXC53UanRD129etVu\nt4eHh/fawdCvXLhwgaKoyMjIXq9r+A+SJOnETqFQBAczZkmNxWKhE7shQ4YwqPOEwWCgE7vY\n2FgGdZ7QaDR0YhcXF8egfLSlpYVO7Jh10lYqlXRi51dh+3Vi98MPP3z88ccOh2P27Nl//OMf\nXW8cExOTk5OzatWq4uJiHo+3bNkyv5peIJfLuVwug87FtLCwMKFQyKwBJACIiIiQSCQM+gih\nRUZGWiwWBg0g0aKjo202G4N6gNJiYmJIkmTQuBcAsFgsujgAUyaP0giCoMPm8Xi+jsUDHA6H\nDptB414AwOfz6bAZNC8QAAQCAR02swiFwpiYGH97h/jv4oldu3Zt2bIFAB588EEXWV2nlmIX\nLlzIysoym8333Xff4sWLvRIpQgghhJBf8N/Ezrnctatt27Y5B2O69oqtqKjIzs62Wq0PPfTQ\nokWLBjpOhBBCCCE/waShWjelpqauWrWKy+Xm5+d/+eWXvg4HIYQQQshL/HfEDiGEEEIIeWQQ\njtghhBBCCN2eMLFDCCGEEBokMLFDCCGEEBokMLFDCCGEEBokMLFDCCGEEBokMLFDCCGEEBok\nMLFDCCGEEBokMLFDCCGEEBokMLFDCCGEEBokMLFDCCGEEBokMLFDCCGEEBokMLFDCCGEEBok\n+pLYqdXqzMzMUaNGBQYGsnrQ74EihBBCCCHXOJ4+oampKSMjo6amZiCiQQghhBBCfebxiN2a\nNWtqampCQkK2bNnS0NBA9WAgYkUIIYQQQi6wPE3CYmJi6urqvvrqq8cff3yAYkIIIYQQQn3g\ncWLH4/FsNptKpZLL5QMUE0IIIYQQ6gOPL8VKJBIA4HA8npyHEEIIIYQGlMeJXXp6OgBUVlYO\nQDAIIeQZhUKhUCh8cqxeD+2F2DwNCSE06Hmc2L3wwgsA8Oabbw5AMAghdEsws0EI3eY8Tuzu\nu+++rKysgoKCBQsWnD9/3uFwDERYCCHkjvr6+vr6ev88lmw+f6UAACAASURBVDdj89UREUL+\nxq3FE30oOIwVTxBC3kcP13knufHmsfw5BoSQX8GWYgghBut47bXjDadun1VbW6tQKEaMGEGS\nJP1IZWUlvf358+fpR0iSTE5OVigUN27c6HqsrkpLS5OTk4cMGbJ58+Zut6fvmkymFStWpKam\nJiYmLlq0qK6uruNOdu7c+cgjjyQnJw8dOnTSpElr167V6XQdw3766aeHDx+empr6yiuvmEwm\nF78NADh58uQLL7wwfvz42NjYkSNHzp8//9ChQz3FjxAaHNxa3IrDbwihwSQmJiY6OvrGjRvV\n1dUpKSkAcOjQIfrSRFFR0YgRIwDg/PnzOp0uOjo6Ojq61x0eOXLk6aefBoDPPvts5syZLrZ8\n4YUXCgoK6Nv79u07e/bs/v37ZTIZRVEvvPDCrl27nFtev35948aNBw4cyM/PF4vFarX6N7/5\nTWNjIwAYjcYvv/yytbXVdVTz5s1z3tZoNIcPHz5y5MjmzZvvvffeXl8RQoihcMQOITRIOK9I\n1nfQ08YTJ04EgBMnTtB3i4qKRo4cmZKS4hzTKikpAYCMjIxej/vdd9899dRTIpFo165drrM6\nADh37tyOHTsuXry4Y8cOhULR2Ni4fv16APjnP/+5a9euiIiITZs2lZeXX7lyZc+ePWPHjr1w\n4cJHH30EABs2bGhsbIyOjnY+/ezZs66PNX369G3btlVXV1+/fv3UqVPZ2dkUReXl5fX6ihBC\nzIWJHULodkRnbHT2ZjKZfvzxxylTpkyZMuXkyZNmsxl+yvl6Tex27dr17LPPxsfH7927d9So\nUb0ed+3atRkZGYGBgRkZGa+//joAFBYWAsDXX38NABs2bHjggQeCg4MFAsH48eM3bNgAAPQI\n3/fff9/t01147rnnvvjii8mTJw8bNmz8+PHZ2dkA4LzWjBAalDyuM0xfrXBxcbbXDRBCyOfo\njO3kyZMAcPz4cavVOmXKFIqiNmzYcOLEialTp/7444/gRmK3bNmyYcOG7d69WywWu3PcO++8\ns1MMtbW1AFBdXQ0Av/3tb+Gn86ez7zY9yY/erOvTe/Lf//73+eef73oqtlgs7sSJEGIoHLFD\nCN2OYmNjo6Kimpuba2pqDh06FBAQkJ6enp6eLhQKi4qKampqmpubo6KiYmJiXO+HzWZfvnx5\n586dtxgPnYE5HA6Hw0GSJEmSzpzMZrP1YYfvv/8+RVFPPvnkkSNHrl69Wl9ff/ny5VsMEiHk\n//o5saMXcPH5/P7dLUIIuYO+YmC3293ZmB7xOnHiRFFR0cSJE7lcLo/Hy8jIOHz4MH2JdtKk\nSb3uZOPGjQRBrFq16pNPPnHnoPSeacePHwcAOndMSkoCgL1799Z3x7lZ16f35Nq1awCwatWq\n+Ph4+px85MgRdyJECDFafyZ2Op1u48aNABAbG9uPu0UIITeFhIQAwLfffuvOBUc6sdu1a9fl\ny5enTJlCPzh58uQLFy7k5+eDeysn7r///g0bNnA4nOzs7L///e+9bp+VlXX8+HGDwXD8+PHV\nq1cDAL3eYsGCBQDwhz/84euvv66rqzObzVar9erVq1999dWcOXMAYNasWd0+vSdRUVEAsGHD\nBo1Go9Vqv/3225dffrnX8BBCTDcgBYrXrFnj+oyDEEL9olOF3hdffHH79u0dN6B/1G0h32vX\nrv3qV7+ibxcVFQ0fPhwALl68OG3aNPrBY8eOdfya2mknHe9+++23S5Yssdvtr7zyytKlS11s\n/+tf//p///ufc5+RkZF0uRMAWL16tbMGXif19fVqtXrmzJl0uRPa7Nmz9+7d21NIGzduXLt2\nbcedPPLIIzt27Oj6e0AIDSb9OWInFApHjRr1xhtvrFy5sh93ixBCbnr99defeuqp6OhoDqf3\nlWFDhw6NjIwEgKioKDqrA4DExER6rCsyMtL9iw8PPPDARx99RBDE22+//eGHH7rYMi8vb/78\n+VKpNCAg4N577921axed1dHB//vf/549e3ZERASHwxEIBElJSc8+++z+/fsBICgoaNeuXbNm\nzQoICJDJZL///e//9re/uTjQs88+m5WVFRcXx+PxYmNjly9fnpub6+bLQQgxl1sjdr94Ai56\nRQghz2H7L4SQF+CqWIQQQgihQcLjOnY4VocQQggh5J9wxA4hhBBCaJDoS2KnVqszMzNHjRoV\nGBjI6kG/B4oQQozmunctQgj1C48vxTY1NWVkZNTU1AxENAghhBBCqM88HrFbs2ZNTU1NSEjI\nli1bGhoaqB4MRKwIIYQQQsgFj8udxMTE1NXVffXVV48//vgAxYQQQgghhPrA48SOx+PZbDaV\nSiWXywcoJoQQQggh1AceX4qVSCQA4E5Vd4QQQggh5E0eJ3bp6ekAUFlZOQDBIIQQQgihviOy\ns7M9ekJISMhXX32lVCp///vfD0xIg9P58+erq6ttNltwcLCvY/FARUXFhQsXKIpytrNkhLKy\nskuXLrHZbKlU6utYPFBaWnrlyhUejycWi30diwdKSkpqamqEQmFgYKCvY/HA0aNHr1+/LhaL\nhUKhr2NxF0mSxcXFtbW1MplMIBD4Ohx32Wy2Y8eO1dbWyuVyHo/n63DcZTKZTpw4UVtbS7fu\n9XU47tLr9SUlJbW1tQqFgs1mTKlajUbz448/1tbWut+g2R+0traeOnWqvr5+yJAhvo7lZx7/\nr993331ZWVkFBQULFiw4f/68w+EYiLAGH6PR2N7ebjKZfB2IZwwGAxPD1uv17e3tFovF14F4\nhqFha7Xa9vZ2m83m60A8097eztywmXXiJUmS0WGTJOnrWDxgt9vpsJlVnsIZtq8D8YzNZmtv\nb9dqtb4O5Bc8/hbiLD68devWrVu39rQZs95SCCGEEEKDAGPGaRFC/onDtC/ZCCE0iHmc2PVU\nkRgLFCN0u6HMZvVf/jrstWzM7RBCyE/giB1CqC/sV66oZj9g/Pd2QtM+dPPnwKh5SAghNFhh\nYocQ8pj5+0LVA3Ns1RcAgOJw2seMBuasv0MIoUGsj+fi9vb2d95556677goJCeFyuSEhIXff\nffc777zDuCUtCCHP2O3aN99qfXoRqdUCABEVdS1zhWrGdF+HhRBCCKAPLcUAoLS0dO7cufX1\n9V1/NGTIkN27d6elpfVHbAPObDbv37/f11EgxBgcnW7op5+Jq6vpu/qkpGt/XGRjVNU9hAY3\niqKcxSvQ4DNmzJhea+Z5nNg1NzenpqaqVKqUlJSsrKxp06YFBwe3trYWFRWtWbOmuro6PDy8\nvLw8NDT0FiL3EoqivFahraKiorm5WaFQJCUleeeI/aKsrKytrS0mJiYhIcHXsXigtLRUq9UO\nGzaMWbUuT5w4YTQaExMTo6OjfR1LN+ylpwwvLCNVKgAAFkvwx2eEf/0LsNnFxcVWq3XkyJHh\n4eG+jtEDRUVFJEmOHj2aQW2vSZIsKioCgLS0NAbVDLdarcXFxQCQnp4uEol8HY67jEbjiRMn\nAGDSpEkMKget1WpLS0sBYPLkyQyqq6xWq8+cOQMA06czafhfpVKVl5cTBDFlyhTvHJHH4/X6\n3+rx//p7772nUqnS0tIOHz7sLDQfERHxu9/97oEHHrj77rvLyspyc3PffvvtvoTsXSwWKyAg\nwDvHIggCADgcjteO2C/osLlcLrPCpuutMzRsHo/nh2Ebtn2lX/UqZbcDAFsmC/ooTzB9Gv0j\nenjAP8PuFZ/PZ1DYzkq5AoGAQWHTpxFgWtjOUQ+hUMig9iRWq5W+IRQKuVyub4Nxn9FopG8w\n6B0CAHw+H7ybS7jD4zl23377LQC8/fbbXdsHiUQiOp+jt0EIDQKUXt/2f4s1K16hszpuampo\nwV5nVocQQsiveDxid+3aNQCYNGlStz+96667AKCmpsadXZnN5j179hw9erSxsZHFYo0cOXLO\nnDljx47tuM3x48fz8/NramooioqPj587d+7EiRM7bjBnzhwA2LNnT8cHt27dumPHDhaLtXDh\nwnnz5nnw8hBCHdivXGn747O2CxfpuwGPPCxb9zaLOZelEELodjMgF+DdmbnZ0tKSlZXVcQVG\naWlpaWlpxxQtPz9/8+bNzrtVVVVVVVXPPPMMncx1iyTJ9evXFxYWEgSxdOlSZl2tR8ivmHbn\nq19eQRkMAMDi86VrcwIfn+/roBBCCLnicWI3dOjQ8+fPHzt2bObMmV1/euzYMXob1zshSfLt\nt9+ur6+Piop6+umnU1NT2Wx2VVXVjh07nNsolcovvvgCAJ544on7778fAAoKCrZt27Zly5Y7\n77yz22naVqv13XffLSkp4fP5K1asmDBhgqevDiEEAGC3a995V7d+A32PUCiC/7GJN3aMb4NC\nCCHUK4/n2M2ePRsAMjMznVMdnUwm08qVK53buHD8+PGLFy+KxeK33norPT09ICBAIBCkpaW9\n+eabzm32799vt9unTp366KOPikQikUj06KOPTp061W63d1ujxGg0vvbaayUlJSKRKCcnB7M6\nhPrGoVSqHv6tM6sTzJgRVvgdZnUIIcQIHid2f/3rX0NCQk6dOpWenr59+/bm5ma73d7c3Pyf\n//wnPT29tLQ0NDT0r3/9q+udHD58GAAeeOCBoKCgnrY5d+4cAEyb9os52vTd8vLyThur1erM\nzMzKykq5XL5u3brk5GRPXxdCCAAsx0+ofn2/tbQUAIAgxH95MWTLZ2yp1NdxIYQQcovHl2Ij\nIiL27t07b968ysrKxx57rNNPFQrF7t27w8LCXO/k0qVLAJCWlrZnz55vv/22paUlODj4zjvv\nfOyxxyQSCb1NQ0MDAMTFxXV8In2Rt2tt5BUrViiVyujo6DVr1rgoobd3716LxeK8y+fzR40a\n5TrU/kIPcOr1+traWu8csV+YzWYA0Gq1zAqbXvCv0WiYFbbNZgMAtVrN9kl7Lopibf8P++P1\nYLcDAMhkZPZrmjvTNTduuH6ew+EAgNbWVvoGU9DFLFQqVcdzgp9zFuBoamrS6/W+DcZ9dvod\nBdDY2KjRaHwbjPucb4yGhgYm1g25ceOGs9CM/3O+n5l10tZqtQBAkqTXwg4JCelak6STvnSe\nAAC1Wr1p06Y9e/ZUV1drtVqJRDJixIgHH3zw//7v/9wpm/nwww/bbLZ77733u+++6/h4eHj4\ne++9J5VKAWDevHkOh+Obb77p+NZ0OBzz5s3jcDi7du2iH3EupOByuZs2bXJda3TmzJlqtdp5\nNzQ0dMmSJW6/aIQGLcJkjtm6VXb6DH3XGBtz7bnnLCHBvo0KIeQp7DwxuLnTeaKPq2KDgoJe\neeWVV155pW9Pp8tsnjlzZuXKlampqQBQXl7+ySefNDU1ff31188//7zrp3d918rl8paWlry8\nvKysLBdfrSIjIztWEQwKCvJaUUGLxeJwODgcDo/H884R+wVDwzabzSRJulOh26/4Kmx+ba0i\n72NuUxN9t336tKanniQIws2/DZPJRFEUn89n0PAA/DSwwdCwBQKBb4Z1+8TZ44ehYQuFQgal\nSg6Hgx5rZGjYflXpt1feD9udTwfffOwJhUK9Xr9s2TLnldCMjIzAwMBXX3315MmTdGIXGBio\n1Wp1Ol3HIUB62LPrbzAnJ2flypVlZWXr1q3LzMzs6Uy9devWAXk9bjh16lRjY6NCofDaxd9+\nUVJSolKpYmNjR4wY4etYPFBcXKzRaOLj45nVCa2oqEiv1ycmJva6rrwfGXfu0qx9kzKZAIAl\nEMjefEPx2KMpnuyhsLDQYrGkpKQoFIoBCnIgFBQU0C3FGNQJjSTJgoICAEhLSwsOZsx4qsVi\nKSwsBID09HTnZBv/ZzAYDh48CACTJk1iUOcJjUZDN3CbPHkyg64gt7S00A3cmFWkTKlUlpaW\ncjgcvwrbN1+e6El4w4cP7/ggfdc5AyMqKgq61DqmyyN3/fxQKBQ5OTlisfjkyZO5ubnOxjsI\noZ5QVmv76tfULyyjszpOXFzo3v8GPPaor+NCCCHUd31J7Orr65ctWzZixIiAgABWD1zvgc7h\n6CUUTvRd59fQ0aNHAwD9hcmJvtvtoFdMTExOTk5gYGBxcXFeXl7f5g4idJtwNDS0PPxb/ebP\n6LuCWTNDC77l4nJyhBBiOI8Tu8rKytGjR+fl5VVXV9PzD/qArlry4YcflpSU6PV6vV5/4sSJ\nDz/8EAAyMjLobe655x4Oh1NUVLR9+3Z6m+3btxcVFXE4nBkzZnS72/j4+OzsbIFAcODAgY0b\nN/YtNoQGPcuxY82/nm09fRoAgMORrMwM+WwzmznXyBBCCPXE4zl2L730Ultb27Bhw95///1J\nkya5XoXak5SUlNmzZ+/du/eNN97o+HhsbOz8+Td7FkVERCxYsGDz5s3btm3btm2bc5sFCxZE\nRET0tOekpKTVq1dnZ2fv27ePz+cvWrSoD+EhNGhRlG7DRu3b64AkAYAdEhK84WP+XXf5OiyE\nEEL9w+PE7siRIwCwZcuWu27tw+C5555LTEzct29fTU2N3W4PDw+fNGnSI4880nGO6kMPPRQW\nFrZ79256pl1cXNzcuXOdQ3o9SU1NXbVq1dq1a/Pz83k83pNPPnkrcSI0aJBqtfqFZeYDN6c3\n8NLvCP77RoI5SwcQQgj1yuPEjp4/l5aWduvHnjZtWqfGEl1lZGS4zuT27NnT9cFx48bt3Lnz\nloJDaHCxVVS0/vFZR20dfTfwid9L31jLYlQ5GIQQQr3yeI4dXXaOWbWhEbrNGXfsUD00j87q\nWCJR8N83yNa9jVkdQggNPh53nvjnP//5+OOPL1my5OOPPx6gmLzGarWepuePDzydTmexWAQC\ngUgk8s4R+4VWq7VarUKhsNceJn5Fo9HY7fbAwEAGVZ8CALVa7XA4+jdsls0W9OnmwP0/0Hdt\nUVEtLy23x/RSuNwjbW1tJEmKxWI+n9+Pux1oLS0tACCRSJhVfJsOWyqVMqhEGUmSbW1tACCT\nyRhUM9zhcNCdioKDgxlUV9lms7W3twNASEgIgwoUO8Pu28R9X7FarVqtlsVihYSEeOeIw4YN\nc9E3lebx39j8+fNPnz6dm5trtVqXLl06fPhwgUDQ1wh9jCAIulqeF1y/ft1isQQGBnrtiP3C\nYrFYrVaRSBQZGenrWDxgNBrtdrtYLO61bbFf0el0DodDJpP11zmC1dTEzloNVefpu9SsmewV\nL4f1d4V0jUZDkmRQUJA77QT9R2trK0VRwcHBDCqZS1EUndjJ5XIGfdey2+10YhcaGsqg71oW\ni4VO7MLDwxmURhuNRjpDioiIYFBXFb1eT4fNrI9IrVZLJ3ZeC9udFhd9+fL0zDPP7Nmz55NP\nPvnkk0962oYRZeQIgoiJifHOsVQqVXt7u0gk8toR+0VjY6NOp5NIJMwKu7a21mg0ymQyZoV9\n9epVi8USFBTUL2Gbf/hBvXQZ2d4OAMDhSF5+Sbxk8a3vtqsLFy7Y7faQkBBmdZ6oqKigKCo0\nNJRZnSfKy8sBIDw8nFmdJ6qqqgAgMjKSQWm0wWC4cOECAERFRTEoH9VoNJcvXwaA6OhoBuWj\nLS0tV69eBQBmnbSVSuW1a9fYbLZfhe1xYldWVjZ58mSdTjcQ0SCE+oHDof3wb7oP/0bXNCEi\nIoI3beRNmODrsBBCCA04jxO7lStX6nS6YcOGffDBBxkZGX2+HD5nzpyuD3Zd4nr8+PH8/Pya\nmhqKouLj4+fOnTtx4sSu++n0xK1bt+7YsYPFYi1cuHDevHl9ixAhJiLb2tr+tNRy6DB9l58x\nMWjDBiKslzkZCCGEBgePE7tjx44BwOeff3733XcPQDy/kJ+fv3nzZufdqqqqqqqqZ555ptuk\nkEaS5Pr16wsLCwmCWLp0qV/15UVooFnPnmt77jlH3Q0AABZL9PQfpKuzgDnT1RFCCN0ij8/4\ndrsd+qmOHfRQhY6mVCq/+OILAHjiiSfuv/9+ACgoKNi2bduWLVvuvPPObqfFWK3Wd999t6Sk\nhM/nr1ixYgJee0K3E8O2r9pfzaJsNgBgiUVBubnC2ff7OiiEEEJe5fES7pSUFACoq6sbgGB+\nYf/+/Xa7ferUqY8++qhIJBKJRI8++ujUqVPtdvv+/fu7bm80Gl977bWSkhKRSJSTk4NZHbp9\nUGaz+i9/1ax4hc7quCkpYfv+h1kdQgjdhjxO7J5//nkAyMvLG4BgfuHcuXMA0Kk1BX2XXhfW\nkVqtzszMrKyslMvl69atS05OHujwEPIT9poa1ewHjf/eTt8NePg3oXt2c4YO9WlQCCGEfMPj\nS7F/+MMfysrK8vLyrFbrsmXLbrGO3bJly+rq6qRS6YQJEx5//PGgoCDnjxoaGgAgLi6u4/ZD\nhw4FgPr6+k77WbFihVKpjI6OXrNmjYvafY2NjSRJOu+y2WypVNrn4D3icDgAwG63G41G7xyx\nX9Bh22w2ZoVN/y8zNGyr1ep+2LYfDhheepnS6QCAxeMJXlrOX7jARFHgxRdO1zbyKGz/YbFY\nGBS28/RlNpsZFLbVaqVvmM1mBhUoNplMzhuMKOBFM5vN9A2TyWSz2XwbjPssFgt9g0FvbPgp\nbIqivBY2j8fr9Y/I484Tblay7nW3XRdAhISE5ObmOoszzZs3z+FwfPPNNx1LLDocjnnz5nE4\nnF27dnXaD5fL3bRpk+tVujNnzqQLTtJCQ0OXLFnizstByN+wHI6oPf8N++57oPOqoKBrz/3R\n8MsvQgih2w1FUQxqOIE8NWbMmCFDemkd5LM2Kenp6W+99daOHTu2bt364osvSqXS1tbWr7/+\n2p3ndn3XyuVym82Wl5fHoC8oCPUZR6cblvdx2L7v6KxOn5R0cVUmZnUIIYQ8HhXvrxHpV199\nlb7B4/GmTZsmlUqzs7NLS0udGwQGBmq1Wp1O17FPkVarhe5aauTk5KxcubKsrGzdunWZmZk9\n9VHZunWrry7FVlRUNDc3KxSKpKQk7xyxX5SVlbW1tcXExCQkJPg6Fg+UlpZqtdphw4bFxsb6\nOhYPnDhxwmg0JiYmRkdHu9jMXnrK8OpqUqUCAGCxBH98Juivfxniu16WxcXFVqt15MiRDGrh\nAABFRUUkSY4ePZpBvSlJkiwqKgKAtLQ0BjVws1qtxcXFAJCens6gZtlGo/HEiRMAMGnSJAZ1\nztRqtfQn6eTJkxl04VutVp85cwYAmFWkTKVSlZeXEwQxZcoU7xzRnd7W/vK/Ti93oFvF0aKi\norRabU1Nzbhx45wPXrt2DQC6di5SKBQ5OTmZmZknT57Mzc1dvnx5tz2bfdjwlM41ORyOO43e\n/AcdNpfLZVbY9P8+Q8Pm8XguwjZs+0q/6lXKbgcAtkwW9FGeYPq0njb2DnoE3XXYfovP5zMo\nbOf3UoFAwKCwnd+0mRW2cxRDKBQyqKWYc0ajUChkUEsx5xw1Br1DAIDP5wMAi8Xyq7B99i2/\nE7qTYMfFE6NHjwaAgwcPdtyMvjtq1Kiue4iJicnJyQkMDCwuLs7Ly2PQXFeE3EHp9W3/t1iz\n4hU6q+OmpoYW7PV5VocQQsiv+Caxe/XVV48ePapWqx0OR0tLy759+z744AMAyMjIcG5zzz33\ncDicoqKi7du36/V6vV6/ffv2oqIiDoczY8aMbncbHx+fnZ0tEAgOHDiwceNGL70YhAae/coV\n1ZyHTP/9L3034JGHQ/O/4cT6UdtphBBC/sA3l2LPnTtHl6nrKDY2dv78+c67ERERCxYs2Lx5\n87Zt27Zt2+Z8fMGCBRERET3tOSkpafXq1dnZ2fv27ePz+YsWLer34BHyMtPufPXLKyiDAQBY\nfL50bU7g4/N7fRZCCKHbkG8Su3feeee7774rLy9vbW3lcrnR0dGTJk2aM2dOp1mBDz30UFhY\n2O7du2tqagAgLi5u7ty5HUf1upWamrpq1aq1a9fm5+fzeLwnn3xyAF8JQgPKbte+865u/Qb6\nHqFQBP9jE2/sGN8GhRBCyG/5JrFLTk52szlERkaG60yu226z48aN27lzZx+DQ8g/OJTKtuee\nt/60VFwwY0bQR39je2sdN0IIISbyl1WxCKGOLMdPqBcvdjSrAAAIQrzsBcmLfwbf1TRBCCHE\nCLd1Yme3269fv+6dY+n1egDQarVXrlzxzhH7Bd1UR6PRMCtsus1LW1sbs8Kmy2u3qFTwr39z\nNmxkORwAQEml9tVZqjsmqGpqfB1g9+i+c01NTc5eRoxAL5xvbGyk/zYZwbnYv76+vmMTHT9n\nt9vpG3V1dQwqCOesG3L9+nUG1Q1xdkKrqanpqaSrHzIYDPQNZp20dTodAJAk6bWww8LCxGKx\n6208Tuw4HA5Jkh3L/DIXRVEajcY7x6I/sy0Wi9eO2C/osM1mM7PCpj9ITCYTs8J2OByEySx5\n621uyUn6EfvwBPXLLzvCw8CPXwh9NjAajcyqMURHazAY6MSUEZy/Yb1e70w7/J/zN6zT6RiU\n/TvzUa1Wy6AMyfnGaG9v77aeq39y9opl1kmbfj97M5dwpzK5x4mdQCAwGAyDoxsdl8sdP368\nd4516tSpxsbG0NDQbovw+a2SkhKVShURETFixAhfx+KB4uJijUajUCiY1TDjxJYt4R/m8eiW\nEgCBf1gofW11rN8PFRQWFloslri4uK6Vw/1ZQUEBSZIJCQkMaphBkmRBQQEAJCUlOdtq+z+L\nxVJYWAgAKSkpEonE1+G4y2AwOCunMqhAsUajoft8jB07lkEDjS0tLXSfD699KPcLpVJZWlpK\nEIRfhe1xOp+YmAgAdXV1AxAMQrcpW2Wletmfo7Neo7M6lkAQ9H6ubG0OiznnZYQQQv7A4xG7\nRYsW/elPf8rLy3vvvff6K4j333+fboDYdYnr8ePH8/Pza2pqKIqKj4+fO3fuxIkTO24wZ86c\nrk/cunXrjh07WCzWwoUL582b119xItTvLEeO6D5abzl6FADoMXAqJibs88+4yUzqKYwQQshP\neJzYLV68+Ny5c7m5ufX19UuXLk1MTLzFFtpnz549+OXIwgAAIABJREFUdOhQtz/Kz8/fvHmz\n825VVVVVVdUzzzxDJ3PdIkly/fr1hYWFBEEsXfr/7N17XFRl+gDw58zlzDAX7shVBbxwEVFQ\nUSwVTLPMUsus1tJKs9uWu9WumqkolpXrbmupP7dstdCyVZJSsyRFRQERRfGCiCIoMnJn7nPm\nXH5/HJgmwBkGkWHs+X769Jk5c+bMMwhznnnP+z7PG67VThj9gbCs4edftJ99RhWe+W2bTFad\nNM73r3/BrA4hhFDnOJzYWSZjfvvtt99+++3tduvgNGqz2bxx48akpKRWPWEBQKVSbd26FQCe\nffbZyZMnA8C+ffvS0tK2bNkycuTIdqfFUBS1Zs2avLw8iUSycOHC4cOHd/BNIdRtOJo27N6t\nWb+BLrls2Sjw9ZXPfq4wKlLNsj49qZk0Qggh1+LkJTP/+9//Ghsbn3/++bYPZWZm0jSdlJQ0\nc+ZMhUKhUChmzpyZlJRE03RmZmbb/fV6/fLly/Py8hQKRWpqKmZ1qKfhKEq/c2f1uOSGBX+1\nZHXC3iEeK1IC8nLc336LxZQOIYTQnXF4xK4LKxpUVlbu2rVrzpw5Xl5ebR/lm8kmJydbb0xO\nTs7KyioqKmq1c0NDQ0pKSllZma+v74oVK3r37t1VQSJ05zitVvftDu36DUx1tWWjODJC8eor\nsmnTQPSHLieJEEKoCznzjLJhw4agoKBHHnmk3Udv3rwJAGFhYdYbQ0NDAaCysrLVzgsXLlSp\nVCEhIStWrPDz87sr4SLkOLauTrtlq27zl2xTk2WjePBg5Z9fc3vkEXD9mkEIIYR6FMJZNUUP\nHjz4ySeffPDBBzExMdDe4tbp06czDPP9999bV4ZkGGb69OkikSg9PZ3fYllIIRaLN23aZHsl\nx+zZs5uszq9eXl6zZ8/uuvdki8lkYhhGJBKRJNk9r9glXDRso9HIsixJkiLnDYaJa2u99//s\nfihLYFVI1jBwYP2Uydq4uHaf0hPC7gSDwcBxnEQicaEirgCg1+sBwEXDlkqlLlR7luM4vh2C\ni4bt5ubmQnVbGYbhi/26aNgyl5qR0v1hR0VFBQYG2t6nk+ePM2fOrF279vDhw1VVVWaz2ZId\nxsbGFhUVXbp0iS93dzsajea///3vuHHj+KzOUW1/WX19fWtra9etW7d06VIbJRmrqqqs+/BQ\nFMV/SnYbmqYt1cxdiIuGTVGUU6rzS29W+f/8s1f+SaKl4D5HEOqYGNWUyfrQUAAAm791zgr7\nDlkKx7sWFw3bhfo3WHPRsC1NulyCpX2Aa4Vt0c0n5a7SbWF35FzcmcTuyy+/fPnll9s9+hNP\nPFFUVLRnz5633nrLxhH++9//UhT14osv2thHLper1WqNRmPdQEOtVkN7qXFqauq7775bWFj4\n0UcfLV68+HZfwf/yl79Yf45LJJJu6wNRXl7e1NTk4+PjWtX5y8rKNBqNn5+f3a8IPUppaale\nrw8ICOjVq1d3vi5RUkJ8u4P45QBYulQJhdyDE7nZzylCQ+02wbh06ZLJZAoODvbx8bnLkXal\nCxcu0DTdp0+fjvS66TmKioo4jgsNDXWhXggcx/EzjPv16yeXy50dTkfRNH3hwgUAGDBggAu1\ncDCZTJcuXQKAqKgoF2rhoNfrS0tLAWDQoEEuNBqt1WqvXr0KALGxsc6OxQFqtfratWsCgaBz\no1Sd0JGWMw4ndgUFBS+//DLLssuXL583b16rZQpjx44FgP3799tO7H799VeO4+bMmdNqu/UF\n2aCgILVaXVZWFmd13eratWsA0DY3Cg4OTk1NXbx48YkTJ9auXfvOO++0O+B/u/l83aCmpqap\nqUmhUPTp08dZMXRCVVWVRqNxd3d3rbArKir0er2np2e3hU2dyNes32C0Wq9NyGTyZ55WvPKy\nMCiogwe5evWqyWTy8vJyrZ/2pUuXaJp2uS8t586d4zjOz8/PtVqK8Ymdv7+/a7UU4xO7wMBA\nF0qjdTodn9gFBQW5UD7a2NjIJ3YhISEulI/W1tbyiZ1rffqpVCo+setRYTs83WHt2rU0Tb/x\nxhspKSkhISGtHo2MjASA8+fP2z5IRyb28Wl7q/p2ls59bffv06dPamqqXC7Pzs5et26da/Uj\nR66KZY0HDtRMeaxm+uOWrI5QKhRzX/Q/lu2xckXHszqEEELozjk8Ysd3iZg/f367j/JfImtr\na20fpG3rsLaLJyZMmJCenp6VlRUSEmIpUJyVlSUSiR544IF2DxseHp6SkrJ06dKDBw+SJPna\na6919F0h5KDmOsOfracvl1o28nWGFS/NE7jOsARCCKF7icOJXXV1NbSpQtJKl1zXDwgImDNn\nzubNm9PS0tLS0izb58yZExAQcLtnRURELFu2LCUlZf/+/RKJZO7cuXceCULWOIrSf/c/zbpP\nGauyO8I+vRVz58qfnUVIpU6MDSGE0B+cw4mdQqFobGxsbGxsd85BeXk5AHTVnJWpU6f26tVr\n9+7dZWVlABAWFjZt2rTExETbz4qJiVmyZMmqVasyMjJIknzuuee6JBiEblNnOFLx6stYZxgh\nhFBP4PCpKCYmJjs7u7CwsN1lkvv27QOAkSNHOnrYthdneYmJibYzuXafGBcXt2vXLkdjQOh2\n2Npa7davdF9sZtVqy0ZyxAjl669KJ0zAOsMIIYR6CIcTu5kzZ2ZnZ69Zs+bBBx9sdcn15s2b\nq1evBoC2y10RclHM9Rvazz/XbdvOWZXgak7pJk50YmAIOZ3RzDTqzXUaU6OeatRR9TqqXkc1\n6qi4vl6PDWu9tK6VDzLOS0mhv7vUVykJ8JT2cpf6KiViocuUL0aox3I4sXvppZc+//zzQ4cO\nTZ06ddGiRfzG2tran3766b333quurp48efLDDz/c1XHeFZbC4t2AYRgAoGnataov8mGbzWbX\nCptlWbjjsJmSy8bPP6f27AVLyUaBQDxunPTPr4tiB7N3oSIlH3b3182+Q/wKdJcLm2cymVwo\nbP43BACMRqMTw17zU0lhRVOj3mygmHZ3oGl6QtRv1VgsBbeNRiPfVYVlub2FlQz7u9oFBAFe\nMtJPSfoqJb3cJRMH9YoMVN61N2Gf5ezA91ZxYiQOsVSBNhgMZrPZucF0nKXErAv9PUJL2BzH\ndVvYHWlN1JmWYtevX586derp06fbPjR27NiMjAxXqVNqNBozrQqPIcSTVVT47//F89QpaPnr\n4ITChhHDbz38kPH2C3cQchUcgN5M6GnQ06AzEzoz6GnQ04TOTBDAPdG//XTNYkeJ8HKTraG1\nfh7cMwNt1cdXU7DujJ0Sa4/3Y6K9WRs7UAxozOBBggiH+QAAoKBaUG0gDDQYaJCJoY+C66vk\nfN1cJiVFHTFkyJBW9YPb6mSvWIqivv766x07dhQWFjY0NLi7uw8dOvTZZ5+dPXu2C5W67k4F\nBQVVVVV9+/bttl4XXSIvL6+mpqZfv35RUVHOjsUB2dnZjY2NkZGR/fvbbffwO11SZ7jTsrKy\ntFptTExMKN95zEUcOHDAZDLFxcW5VoHiffv2sSw7YsQI1ypQzM9jHj16dOcKFP9QcGPjr5eb\n9Gb2Np/8UrEw670Jtg/yfsa5fYU3veSkp4z0kpPeit9u8Bt7uUv9PX5bHm4ymQ4cOAAAY8eO\n5QsUmxm2vFanajLWqI01atOtJkO12lSjMaoajUZzc1r5n7kjY/vYGiM4XFy98JvTAOAhE/sp\npQEe0l4eUl+lxN/DrZe7hI9BKu78+Uin0/GVUx944IFuKFDMspzaaFYbzBoDrTaY+f80zVvM\nBEG8N81Ob4O30k4dv1zTaqOPQhIX6hUf6h0f6h3q13O7ldTW1ubm5gLAlClTnB2LA1Qq1cmT\nJ0Ui0UMPPeTsWH7TyXV8JEnOnTsXi4mgewTLGn/9VfPJOqqw0LKNUCoUs2crXn1F4OXlxNAQ\nsjDTrJEGI0MUq7RsDdOop+q1VIPO1KA3N+qoOq1p+eOD+/vbunwpFBANOludiI1mxkAxbqSt\nfOidyVFLpt5RAyWxUNDfX9luqBqDuVpjutVk6O+vsH2Q6qbma45NenOT3lx6S9NqB4KAw+9N\nJJ06oGegGI3R7CUnbU8f3JFb/q+fim3s4EYK7SZ27rJ2BkHrtKbMc6rMcyoAeCAm4P0nh3Qg\nauTasEAD+kNrv86wn6/8uecU818SKJ05xQfdS1RNxkYdRbOsgWKMZoaiWZ2JZlhOa6TNDGug\nmLhQr9ED/GwcoV5LTV5zCEAMAHD2Yrv7VKuNthM7LwUpl4h8FBJPubhlmE3iJRN7yEgfpcRL\nJvaUkxKxnUxIcgfDYHYp3cRKN3G/XnayOgDwVUoSB/jeajLWqI0aYztXfj1lpN2sLu1YWXmt\nzt9d2std6ucu9feQ+rlLlVIHzoxNevMvRVX80NpvI238qJvRbKZZAPjvy4lRQbaKltvOpAHA\nQDFmhrWdHf5pdOijccFAGy+ePd1gIoR+/QorGi9UNtFM8+jswAD8QPtD6GRiV1VVtWnTpv37\n95eUlGg0GqVSGRERMWnSpFdeecVG9WCLK1euZGVlnTlz5ubNmxzH+fr6Dh06dMaMGX5+rT/X\ncnJyMjIyysrKOI4LDw+fNm3aqFGjrHdo27ICAL766qudO3cSBPH8889Pnz69c+8R3ds4vV63\n/Rvtpv8wN29aNmKdYdRWea2uok5H0azOSNMspzPRFM0azYzRzJgZVmOkQ7xkr04YYPsgb6UV\nXK3W2tjBzLC2EzupvXwLABp0dibLjx7g9+u77XfucTnJ0f7J0c2X0Q0Uc6vJWKMxVqtNqkZD\nrcZUrTbazZYAIOdybUFZfauNbqTQ30PqLRMzOmG0N2v756U10Wv3tZ9nW6gNdv5derlLQ/3k\nSqnYw02sdBO7u4mVbmKP5hsidzexUioWCuyUVeLztsbGxioJ5ynhJiWFi8ViA8UUXW88da3+\n1LX64WE+to/AspzA3qugnq8zid2uXbtefPFFtVVBr4aGhtzc3Nzc3E8++WTLli3Tpk2zfYS/\n/vWv1nerqqqqqqoOHz78/vvv9+vXz7I9IyNj8+bNlrsXLly4cOHCvHnz+GSuXSzLrl+//sCB\nA0Kh8I033hg/frzDbw/d6ziNVrdjh3b9eqb6t/koWGf4nmSgmIo6ndpg1hppjcGsMdIao1lj\npLVG85UKgZEWfHPt0pcv+9oegtqVf/273HIbO/T3V9pN7OxO9rLMLbNxhIhAd426yU0EfYP8\nennKveSkj0LiKSM95WJvucRLTnYklbknuZHCUD95J+aQVauNbTcaKOZaje4aAIBAYWeNB7jf\nZnhPLhHxKZq7VCSz9+8yqr/vt3++vwPxOsyNFCb080noZyel4x0vrf0g4xw/Ia+Hz8lDNjh8\nDsvJyXnqqacYhklISFi0aFFcXFxAQIBKpTp16tSHH36Yn5//5JNPZmdn265RPGDAgPHjxw8d\nOtTf399gMJSWlm7ZsqWsrOyLL77gK+EBgEql2rp1KwA8++yzll6xaWlpW7ZsGTlyZLvznSmK\nWrNmTV5enkQiWbhw4fDhwx19d+jehnWGXZrJzPCZmZbPzwz0kL5eAR62xlZzS2sX7yi8zYME\nAIDWYDAzthM7u0NldnMyAEjo5xPo6SaXiIQCQiEViYQCGSmUioVioUAuEQqFgjB7J1GBgPjv\n/JEtiyfCOrd4ArXyybPDqtVGVZOxpmX1Ro3GWKM21Wmbq28Y7f3byqWitydHWQ+t8aNudgfY\neqBTZfX1WsoyJ89bQcaFeg8L9Y4L9Qrzs39xHPUQDid2K1asYBhmxowZ3333HdFyIgwNDQ0N\nDZ02bdqTTz6Znp6ekpLy008/2TjI2rVrLbeVSmVcXFxgYOD8+fMvX75s2Z6ZmUnTdFJS0syZ\nM/ktM2fOvHHjRlZWVmZm5qxZs1odU6/Xp6amnj9/XqFQLFu2LDIy0tG3hu5ht6sz7P72XyVj\nxjgxMHQ7RjOzeEeh1kg3j7cZzRTduvjF+zOHBHjYmvuh6MBkKaPZVk0NABjSx+u5+0EsFLi1\npGIKqUgkJOQSkVgokIqFHZmS9coDdob0kFMEe8uCvWVtt5tptvxWwy9Hct3s/dsKCOLJkX3u\nSnDdTmuiRULCMievXkv9ek71q1WSd98Av8lD73p9AHSHHE7sjh8/DgCpqalEm+ENgUCwatWq\n9PT0nJwcRw/LF0mxLoB39uxZAEhOTrbeLTk5OSsrq6ioqNXTGxoaUlJSysrKfH19V6xYYbfK\nC/rjMBcXazf+n353hnWdYen48cq//oUcigvE7pbLKk2Nxqgx8ENr/NVPPkUzq4201mgeF+W/\nYFKEjSOQQkFuaa3tckza9qbMWwv0dHtwcKBCKnJ3EyukInepWOEmVkpFSqm4IO8YSTAJw4fZ\nHvMDgPsG+t030NbsN3TvEYsEgZ7SPso/VhG4dx8b9NbDkWcrmufkWS+84JM8huEwsev5HE7s\n+FYE4eHh7T7Kz5CjaTufttb0en1ZWdmWLVsAwHpy3s2bNwEgLCzMeme+vldlZWWrgyxcuFCl\nUoWEhKxYsaLtCgyLTz75xLo8tEwm67ZJeE1NTQBQV1fHJ6yuQqvVAkBNTY0LVTCHltrljYcP\nl/1tIZmfb6kzDCKRadxYw9NPMSEhAAA97N+CL2JeWVlpPYG1R9GaWLWJpRgu1Ou3mUf833tF\nRUVdXZ1l4z+O1JfUmGwcqvS66uxZWzsAgERIGGkOANzEhEwskIkJN7FATgrcxIScFMhIAaG9\ndfZs65nvrcwYCAA0QMuHEg2gBUoLniTLcaCqrGiqb136q8eylB29cuXKjRs3nBtMx/FnDQAo\nKSkhSdK5wXSc5URWXFzsQvVZLS0czp8/LxB0ptSLFGC0H4z2c6PipVfqqEs11KUaU3kDTbOc\nP2m4S6cwS8MM1zpF8u1JGIbptrB79+7tZa8Cl8OJXURExOnTp69evdrutc4rV64AQAcvg1qv\ngQgODn7zzTcnTPitMKZOpwMA5e/rTfDFLfmHrKlUKrFYvHLlSl9fXxuvuHfv3oaGBstdPz8/\nRwvY3iGtVsunSq5FrVb32FSjLUltneJyie/xHHnJb1f2GYmkbuyY6okTzB4ewLJQUeHECG1r\naGiw/i3tfmoKbukJHU1oKEJnBjUFeprQUKClCYYFAHAn4c0hrRP9uro668QOzEKA255UhARo\ndfqKitaFx1p5KRpIIUiFt5/9qAF7x7CjpsZlsjprt27dcnYInaFSqZwdQme0HUroyTiO46+n\ndUnqLweIV0K8Esws3NASvlBXUVFnY389DRfrBX3dOV9pJwc7K3rwh/PtcBzXbWF7eXl1fWL3\n0ksvvfbaa0uXLrWeY8djWfa9994DgJdfftnRw9bV1V27do2mabtN0ACg7VVgX1/f2tradevW\nLV26VCy+7SqmsWPHWieFCoUiMDDQ0VA7p6GhwWg0ymQyDw+P7nnFLlFfX28ymeRyOZ9S91Ac\nJ7p+gzx/nrxwQXzuvLDud587rFKpn/KI/tEprEJhK+vvAWpqamiadnd3l8vv1mI0muGEgrZ/\nQL9z8Yph1+XW352s6WjwDwgQtBzl1q1bLMt6enpaV+dPMJtC1GYZKZCJBW4icCMFMjHB35aR\nAlLYoXnld/WPs6qqCgC8vLykrlPahuM4Pjfy8fFxoaEvhmGqq6sBwNfX18bnc09D0zSf9/fq\n1cuFRuwoiuK/Yvn7+3duxO52OjKR8NRN00/lGgBQSgQDfMQDfEQDfMWBSvundZPJVF9fDwDd\ndlLuEkajsaGhgSCIjhR66xIyWTtTQltxOLF75ZVXioqKNm7cmJiYuHDhwvj4eMuq2NWrV+fn\n57/66qvz5s3ryKH44nMajaa0tHTr1q0//PCDQCB48cUX+UflcrlardZoNNYT7/hxo7ZvLDU1\n9d133y0sLPzoo48WL158uz/CpUuXOvp+uwrfUszPz88VW4oFBAT0uJZiDGMuvULl55uOZpuO\nH2fr27kex3l7uT//vAvVGeZbivXp0+dOWooZKKZabazXUTVqY72WqtWY6rQm/v91WlOT3vzl\n/FHRwba+XdSKq3adb31ZQSwSeMvJXu5SLznp5y4dMjTCUvqVbykWFhZm3VJs2LBOv4NuwrcU\n69+/vyu2FIuIiHChVbGWlmLR0dE9+ivi71laig0ePLgbWop1lcbGxuzsbAAYOnRo96fRB1UX\nATQAoDGxp26aTt00QcvCi/i+XvFh3rdbXWtpKTas5392WOFbigmFwh4VtsOJneUbQF5e3uOP\nP952h40bN27cuLHVRhsdaflVscHBwfPmzTt8+LAlsQsKClKr1WVlZXFxcZadr127BgBtW1IG\nBwenpqYuXrz4xIkTa9eufeedd7r2mwrqCTijkSo8Q+Xmmk6coE4WcG2uyAMAiETkoOia4JC6\nsL6Bjz8e8gdbHK1qNEz71xHb+9Rq7MxsGxiofDqxr49C4quU8P/nm4F2XZgIoXvTw0MC3d3E\np8rqL1Q2mZnm9ebWq2sHBrp/9UqiU2O89/WUWqz83Hx+HiIvNja2uLj40KFD1omd5ftT2yP0\n6dMnNTV1yZIl2dnZJEkuWLDAzgUn5Ao4nY46dcp0Ip/KP0mdOMGZ2ktKRCJxdJR0zBhyxHAy\nIUHg4XEpO7upsTHQNUsNMyxXqzHVaky1WlOdxmQZcqvXUmMi/eaMaX/dEs9HISEIuN3XKE8Z\n6a0g7VaWD/NT/OWhP1ZCjBDqEjEhnjEhngBgNPMdLxpaJXl26zWiO+fwmc/G2FvHLV++fPLk\nyZGRkQqFQqvVlpSUfPXVVwAQHR1t2WfChAnp6elZWVkhISGWAsVZWVkikeiBB9pv8RIeHp6S\nkrJ06dKDBw+SJPnaa6/deaio+7G1tdTp01T+SdOJfPPp01x7i6wJuZyMjydHDJckjCATEgiJ\npPvjbMvMsEaKMZgZM8NpDGbrxqA0w02KtTN35LuL5pI6sf7kZZYraXeHEB87syvEIkF8qLeb\nWOitlPgpJd5y0q/l4qmPnBQ7tRs6QuiPQyoWjgj3GRHuA79P8hLC7fTA0JnowvIGP6XEWyHx\nltv/Ioracs6QxunTp0+fPt1qo1KpnDt3ruVuQEDAnDlzNm/enJaWlpaWZtk+Z84cG7MUIyIi\nli1blpKSsn//folEYn1A1JMxt25R+fnUiXxTfr656Fy7g04CX19y6FAyYYRkxAhxfBzRRQNy\nDMvpTLTGSNMMa6AYg5mhGVZjpM10c1pmZtipw0Lc3WzNVvnm+LV//3zJxg6ectJuYmcwg9YM\nALf97tSoo2wfAQDWPz/C7j4IIdRtrJM8u67c0r697RR/W0AQXnLSS076KiU+CtJHKfFRSLzl\n5P0Rvf6w3fM6wjmJ3ccff/zzzz8XFRXV1dWJxWJ/f//4+Php06a1WsQ7derUXr167d69u6ys\nDADCwsKmTZuWmGjn8nxMTMySJUtWrVqVkZFBkuRzzz13F98JugN0eQWVf4LKP2k8coSpuN7u\nPsJevciEBHLEcElCgnhwzO3qXpjMTJPB3Kg3N+qoRj11qsLcqBUU6uvcSszjBwXE9bW1OPxS\nlfrF/+TaDnX0AF/biZ3dr5WmDnSdIkUgEYKPgvT3lPfykHrJST+l1FtBWua62Y4BIYRcnaWZ\nGwCwHMev+iq99buyRj++Pc52YlevpViO85KTrtjY7c45J7GLjIzsYK27xMRE25kcv7S2lbi4\nuF27dnUyOHT3WC9lzclh69qvhyTq24ccMYIcMUIyZoyor60l9hwHM/59pE5LtdesUwiVjQCN\nId4y24md7T6hPFObZlateMnJYC83uUQkEgrkEpFEJJCIhTKJUCQQKKQiUiToyPfLZ6LFWq02\nJibiTlbFIoSQ6wr0dJs5qi8/vbhBR9VojAbqdx/vAoLwktuZe/N19tVvcsoJArzkpJdc4qeU\neCtIH4XERyHxkpO93CW93KXttpK7N7jk7HLkSmjafOGi8ehR6kQ+lZ/PNjW13YUTCA3BvesH\nDq4YMORKn2iVQNaopxprzPGnmpb1tXVsggA9xdhuwW6y1wlUIREN6eNFigRyiUgsIuQSESkS\nSkQCvl+7UioWC4kgLzvFDh4cHPjgYFcqv4QQQj1QZJB7ZNDvauIYKIYft6vTUnUak85Ei+wV\nwqzTUgDAcVCvpeq11JVbreuYx4R4fvHSSNsHYVnORWf4EV2yGMJFmUymY8eOddtrMQwjEolc\nqKwodCpshgWD1ii5fCWgvMSt5LKspIRorx0ZJxRW+YUU+vS/GDDgTHC0jmzny1OYB/HSUDvf\nPT4toLUUJxcTMjHIxcDfIIGWCjkJKVJIhF5SwttFCtAajUaWZUmS7EiZ7p7DYDBwHCeRSFyo\niCu09J1z0bClUqkLVXTiOI6veOCiYbu5ublQjQWGYfiuYi4adkcK8Np1sJwtbWD5xjkmup0k\nJ9qHeDbGzsfsx7lmM0soSFCIwV1CyMXgLiGUJKEkQUGCUgxuYqJrw+6IqKgouzWcXen80eXE\nYnFsbGz3vFZJSUl9fb2Pj0+r7rc9XHFxcWNjY69evfr0+d0l0VtqqvC6uslAqw1mjYlRG2im\nvt73anFwxaX+lZeH1FwVse2Norm5ERERwvg4YmSCIC7up5xb+4pu29BJLBQolfLY2IG2I/y8\nvX/Ac+fOabXaPn0CgoJcqV/1mTNnDAZDUFBQtxUx7xIFBQVms7l37962G/r1NHl5eRzHhYaG\n2u3P03NwHJeXlwcA/fr1U7pI2W0AMJvNBQUFADBw4MBuO//dOaPRWFhYCACRkZGSnrHuviO0\nWu25c+cAYNCgQS70FbGpqenixYsA0CUnZetjmGi2QWdu0NMNeqpOa24y0PU6cz8/t9jYXjaO\nwHGgzT5FM5zODLcA2l3T9uJ9IUmh4pKSEqFQ2G25hELRfoVnay7zr343CASCbjsVlZeXA4BU\nKr2rr8iwHM2wtieNmRn2l7NVZoZjOU5nogFkEPMTAAAgAElEQVSAr8cBABqjGQBMZvbJkX34\n5gR84XI3N7dWYReqVJ8eLPfSN0bdKo1SXY64VRpeW0G096tPKBXk0DjJmPslI0aI44YSVpXQ\n48JBTwu8FaSHjPRwE3vIxJ4ykv+/p0wsk3T+l5P/OJPJZK6VavBDRwqFwrXC5sdglEqla4VN\nEATHce7u7i4UNss2zyvw8PBwrc4T/A1PT0/X6jzB3/D29nahzhOWZM7Hx8eFGrhZ3I2/x9Yt\nDTpAb6JDvGV1GpPG2E69LV4ffy93dwEAEATRoz5G/tCJXTfT03C90Sy+qTYzLD8tTGeiGZaj\nGY6fHCoRCx4eYmeEadXuc/z6IJ2JZlmOZjk9xQCA3kQzLAcAM0f1fethWwtTaIZL3X3O9qvc\nN9Dvdl2n+KWsfX/N3pB1xF/d/nibVuGl6jcoakqy1/2JNpayPhof/Gh8J/7iEEIIobtIJhF9\n++f7AYCi2eYS8TqqRm1s0DX3aazXUgGebgB2Gvk4hXMSu6tXrx45cuTMmTOVlZUMw/j4+MTH\nx8+YMaNtzpuTk5ORkVFWVsZxXHh4+LRp00aNGmW9w2OPPQZt1sZ+9dVXO3fuJAji+eefnz59\n+t1+Ox10rEqYd7oGMm978bFfL4XdxO5qtbb4ptrGDmZ76zfFQvtzXCirgxAsK7hWris4ReXn\nm44dZ6qqAEAG0OqCiqBPb2lCAr+aNThiYITd10AIIYR6NlIkCPR0C/Rsf8hWpVJ1czwd0QWJ\nHcuy//jHP/7zn//cvHkzPj5+/fr1Q4YMsf2Uv/zlL9Z3VSrVvn37jhw58sEHH1gXesjIyNi8\nebPl7oULFy5cuDBv3jw+mbtdMOvXrz9w4IBQKHzjjTfGjx/fyXd1F9hbxwMUYycnAwDSqnkA\nQYBCKgYAqVhICgkgCKVU5KP8bS4Ip9dzZjOn1nAMzak1HG3mdDrOaFyhrBQZDBIBJ9JqRMBK\nTAbCTJE0JTAaBDQtMujI81y1TgNmOrChPrCxSWg0NrbzfoTi6GjJyARy5EhJwghBTxqIRggh\nhP6YHE7ssrOzx4wZM2bMmCNHmnuNr169+r333uNvHzt2bMKECefOnfP397dxkPDw8KSkpNjY\n2ODgYIZhLly4sGnTplu3bn3++efvv/8+v49Kpdq6dSsAPPvss5aWYmlpaVu2bBk5cmS7x6co\nas2aNXl5eRKJZOHChcOHD3f03d1VATJueIibl5eHXCICADexUCQUCAhCIRUBgFQs9CQJtqmJ\nMxg4E8VpNRzNcOomjmY4nZYzmjijkdPrPzCYWLFGyDKETstRFFdl4AwGjqI4rZZjaK6piaOZ\nKq2WoyjOqvFuKzH2QmUA+LUPrSbrESQpHjpEMnIkmZAgGTGCUNqfxYkQQgihbuNwYscPoc2b\nN4+/azKZ/vGPfwDA9u3bJ0yY8Kc//SkzM/Pf//73Bx98YOMgn3zyifXd4cOHu7u7v/POO5cu\n/daUKTMzk6bppKSkmTNn8ltmzpx548aNrKyszMzMWbNmtTqmXq9PTU09f/68QqFYtmxZBwsg\nd6f7SvOeLLnsLpdxOj1nMnJGI6fTA21mm9QcQ3MaLQBUOTvItmilEiIGeo8fT44cScYN7SFd\nWRFCCCHUVmdG7ABgzJgx/N3Dhw83NjbGx8c/88wzALB8+fLMzMyffvrJdmLXFl9NQyr9reDY\n2bNnASA5Odl6t+Tk5KysrKKiolZPb2hoSElJKSsr8/X1XbFiRe/evR19X91AVl5OHj1qvPsv\nREgkAg8Pwk0KEgkhlRISKSGVEvxtqUTg4UFILQ/9biO/J7RsJKTS/IsXa2pr+/Xr1zcq6u4H\njhBCCKE74nBid/36dQAICQnh7x4/fhwAkpKS+LuDBw8GgCtXrjh62KNHjwKA9cXTmzdvAkCr\nqm/8DLzKyspWT1+4cKFKpQoJCVmxYoWfn9/tXuXIkSMU9VsbdbFYPHCgnTJpXcVoNEpvV+OX\nJEEiISQSkEo4kgSle/NdiQQkJEgkQJLg7t58o2Vj8w6khFMqQSIhpBKQSEAmA6EQADgbneQ7\niGVBrzdRFABotdqqqh44mHhbZrMZADQajWuFTdM0ADQ1NblW2HwNjsbGRheqPQsAfG32+vp6\nSw2Rns9ST76urs5SQ6TnM7eUKK+trbXUEOn5LD/h6upqFyosb/kJ37p1y4WKb2s0zc0hXOvT\nr7GxEQA4juu2sD08POwWg3S48wRJkmazWa1W8+UxH3rooZ9//nnbtm1/+tOfAICmabFYLBQK\n+VNUB1VUVPz9739nWfazzz7r1au5ZuD06dMZhvn++++tfzUZhpk+fbpIJEpPT+e3WBZSiMXi\nTZs22a4lM3HixIaGBstdPz+/119/veNx3iFRUxPZ2MRIJZxAyMhlIBAwUhdpiYAQQsgVcBzn\nQg0nkKOGDBli95qkwyN2AQEB169fv3jxYkJCgtFo5K/MJiQk8I/W19cDgEOV3CsqKpYuXarX\n6//85z9bsjrb2v7W+vr61tbWrlu3bunSpTZKMiqVSob5rSOCQqHotvqNDMPQHh6slxefp/Ij\nGz1/fINhGJZlBQKBC33zAwCapjmOEwqFrjWGhGF3J34YyUXDFolELnTy5jiO/6rvomG7Vplf\nlmX50xz+tLtB94fdkc8rhxO7MWPGbN++ffny5Vu3bv3iiy90Ot2AAQP69+/PP1pcXAwA0dHR\nHTxacXFxamqqRqN58sknH3zwQeuH5HK5Wq3WaDSenp6WjWq1Gtprypaamvruu+8WFhZ+9NFH\nixcvvl0WYhnn634FBQVVVVW9e/fmr1a7iry8vJqamrCwsCiXmmOXnZ3d2Nho/ZvpErKysrRa\nbVRUlHXRn57vwIEDJpOJX+Tu7FgcsG/fPpZl4+PjbS/h71FYlt23bx8AJCQkuFbniQMHDgDA\n6NGjXavzxKFDhwBg7NixLtR5orGxkR9weeCBB1woSaqtrc3NzQWASZMmOTsWB6hUqpMnT4pE\noh4VtsOJ3d/+9redO3fu37/f8mm4cOFCy6OHDx8Gqyl3tp08efKjjz4ymUyPPvroc8891+rR\noKAgtVpdVlYWFxdn2Xjt2jUAaHv+CA4OTk1NXbx48YkTJ9auXfvOO+/0tG/hwcHBrtVOh8c3\nALXOrV1CaGioyWRyoTMfLzw83Gw2u1DrUt6AAQMYhnG53+3IyEiO41yo4yoAEATBf8VyoY6r\nACASifiwpS41+YQkST5sF0qPAMDNzY0P27Uus8jlctcaPuAplcqoqKielm84PMcOADIzMxct\nWnTu3LmQkJAFCxa88cYblodiY2OLiorOnj1rd1zq119//eyzzxiGeeSRR15++eW2O6SlpX33\n3XdJSUlvvfWWZeM///nPrKysp556ylLuxLrzxNWrV5csWaLT6caPH79gwQIXGoVGCCGEELpz\nnUns7lx6evqWLVsA4NFHH33ppZfa3UelUr322ms0TbcqUCwSiTZs2BAQEMDv1qql2KVLl5Yu\nXWo0Gh966KHXXnutG94LQgghhFAP4ZzEzkZPsLS0NMs1nVYtxXhz586dOnVqq0NZ94o9d+5c\nSkoKRVFTp06dO3duV8aNEEIIIdSDOXxhOCwsbO7cuWlpaW2LyXW5qVOnLl68OCoqSiqVSqXS\nqKioxYsXW2d17YqJiVmyZIlYLM7IyPj666/vdpAIIYQQQj2EwyN21hPXBgwYMH78+OTk5KSk\nJBdaWYYQQgghdE9yOLE7ffr0oUOHDh48ePToUb74CC86OppP8saNG+fj49PVcSKEEEIIITs6\nP8eOYZiCgoKDBw8eOnTo2LFjljYmBEHExsYWFhZ2XZAIIYQQQsi+rlk8YTabv/nmm5UrV1q6\nxDplTQZCCCGE0B+ZwwWKrVVWVh5sUVFRYdkeFBR0x4EhhBBCCCHHOJzY1dTU8HPsDh06VFJS\nYtnu5+eXlJSUnJw8fvz4iIiILg0SIYQQQgjZ5/ClWIFAYHmKp6fn2LFj+TUTgwcPxk4PCCGE\nEEJO5PCIHZ/VhYSELFmyZO7cua7VRA8hhBBC6B52pyN248aN40fsYmJicMQOIYQQQsiJHE7s\nqqur+Tl2Bw8eLC0ttWz38/NLTk7m59gNHDiwq+NECCGEEEJ23FG5k+vXr/MZ3qFDh65fv27Z\nHhwcfOPGja4IDyGEEEIIdVTX1LGjKGrbtm0rV668du0avwXr2CGEEEIIdbPO17Gz7jyRnZ2t\n1+v57QRBDB48uIvCQwghhBBCHeVwYldYWMgnc0eOHLHuFRsVFcWvokhKSsJesQghhBBC3c/h\nS7HWS1/79+/PJ3PJycn+/v5dHRtCCCGEEHKAwyN2oaGhyS1CQkLuRkwIIYQQQqgTumbxBEII\nIYQQcjqBswNACCGEEEJdo5OJ3ZkzZ2bPnt23b1+SJK1n3cXGxhIEUVJS0kXhIYRQ+4KDg4OD\ng537onZj6IYgHQ0JIXRv60xi9+WXXw4fPvzrr7+uqKgwm83WDz3xxBMAsGfPnq6JDiGEEEII\ndZjDiV1BQcHLL7/Msuzy5cutu03wxo4dCwD79+/vmugQQug2KisrKysre/iLdn+QTvmxIIR6\nDodXxa5du5am6QULFqSkpLR9NDIyEgDOnz9/55EhhBBCCCGHODxid/jwYQCYP39+u496e3sD\nQG1t7R2GhRBCtrWaTHbixIk333xz2LBhffv2HTRo0DPPPMN/WN1ORUVFcHBwVFQUy7L8lvPn\nz/PHvHjxIr+FZdnIyEjr5te2Z7CdPHkyMjKyd+/emzdvbnd//q7BYFi4cGFMTMzAgQPnzp3b\n6tLHrl27ZsyYERkZGRoaOnr06FWrVmk0GuuwX3zxxQEDBsTExCxatMhgMHTtjwUh5OocHrGr\nrq4GgLCwMBv7CIXCzkeEEEKOmz59uuV2Y2PjkSNHjh49unnz5kmTJrW7f58+fUJCQm7cuFFc\nXBwdHQ0Ahw8f5peCZWVlRUVFAcDFixc1Gk1ISEhHanYePXr0xRdfBIAvv/xy4sSJNvZ88803\n9+3bx9/ev3//mTNnMjMzPT09OY57880309PTLXuWl5dv3Ljx4MGDGRkZSqWyoaHh8ccfr6qq\nAgC9Xv/111/X1dV17Y8FIeTqHB6xUygUANDY2Njuo+Xl5QCAXSgQQt1s/PjxaWlpxcXF5eXl\nBQUFKSkpHMetW7fOxlNGjRoFALm5ufzdrKysQYMGRUdHW8a08vLyACAxMdHuq//888+zZ89W\nKBTp6em2szoAOHv27M6dO0tKSnbu3BkcHFxVVbV+/XoA+Oabb9LT0wMCAjZt2lRUVHTlypUf\nfvhh6NChly5d+vTTTwFgw4YNVVVVISEhlqefOXOmy38sCCGX5nBiFxMTAwCFhYXtPsp/DR05\ncuQdhoUQQg55+eWXt27dOnbs2H79+g0bNoyfBGy5qNouPmPjszeDwZCfnz9u3Lhx48adOHHC\naDRCS85nN7FLT0+fP39+eHj43r17Bw8ebDfUVatWJSYmyuXyxMTElStXAsCBAwcAYPv27QCw\nYcOGKVOmeHt7S6XSYcOGbdiwAVo+Wn/55Zd2n961PxaEkEtz+FLszJkzs7Oz16xZ8+CDD7a6\n5Hrz5s3Vq1cDwJw5c7osQIQQsufHH3989dVX2/bRMZlMNp7FZ2wnTpwAgJycHIqixo0bx3Hc\nhg0bcnNzk5KS8vPzoQOJ3YIFC/r167d7926lUtmRaK2/+vIHr6ioAIDi4mIAePLJJwGAfy8c\nx/E3+El+/G5tn347nfuxIIRcmsMjdi+99NLgwYMPHTo0derU7OxsfmNtbe3XX3+dmJhYXV09\nefLkhx9+uKvjRAih2/rnP//Jcdxzzz139OjRq1evVlZWlpaW2n1W3759g4KCqqury8rKDh8+\nLJPJEhISEhIS3NzcsrKyysrKqqurg4KC+vTpY/s4AoGgtLR0165dd/gu+AyMYRiGYViWZVnW\nkpO1qhjaQZ37sSCEXJrDiZ1UKt27d29cXNzevXvHjBnDb/Tz85s9e3ZFRcXYsWO3bdvW1UEi\nhJAt165dA4AlS5aEh4dLJBIAOHr0aEeeyI945ebmZmVljRo1SiwWkySZmJh45MgR/hLt6NGj\n7R5k48aNQqFwyZIln3/+eUdelD8yLycnBwD43DEiIgIA9u7dW9key25tn347nf6xIIRcV2c6\nT/Tu3Ts3N/eLL76YOHGin5+fSCTy9vYeP378l19+efDgQU9Pzy6PEiGEbAgKCgKADRs2NDY2\nqtXqPXv2/P3vf+/IE/nELj09vbS0dNy4cfzGsWPHXrp0KSMjAzq2cmLy5MkbNmwQiUQpKSn/\n93//Z3f/pUuX5uTk6HS6nJycZcuWAQC/3oKfxPLCCy9s3779+vXrRqORoqirV69u27btscce\nA4AHH3yw3affTqd/LAgh10W0nX6BEEI9H1+tjR/K2rhx46pVq6wfnTFjxs6dOy07tNrf4tq1\na/fddx9/Oysra8CAAQBQUlKSnJzMbzx+/Hjfvn3bfdFWd/fs2fP666/TNL1o0aI33njDxv4P\nP/zwTz/9ZDlmYGAgX+4EAJYtW2apgddKZWVlQ0PDxIkT+XInvEceeWTv3r23C6kjPxaE0D2m\nMyN2CCHUo8yfP3/p0qVhYWEkSfbt2/edd95Zu3ZtR54YGhoaGBgIAEFBQXxWBwADBw7kx7oC\nAwOtszrbpkyZ8umnnwqFwg8//PCTTz6xsee6deueeeYZDw8PmUw2adKk9PR0y4WOlStX7tix\n45FHHgkICBCJRFKpNCIiYv78+ZmZmQDg5eWVnp7+4IMPymQyT0/PWbNm/fvf/7bxQp3+sSCE\nXBeO2CGEXI9Go4mMjJRIJFevXnV2LA5od9QQIYS6UIfKnfDV2AGA4zjLbdswX0QI3SUGg+Gr\nr74CgNDQUGfHghBCPYvDdewQQsi5+vfvz9+YNm2acyNBCKGepkOJnfXwGw7FIYScSygU9u7d\n+4knnnj99dedHQtCCPUsOMcOIYQQQugegatiEUIIIYTuEQ4ndrGxsR9//PH169fvRjQIIYQQ\nQqjTHL4Uy6+KJQhi7Nixs2bNmjFjhpeX192JDSGEEEIIOcDhxO7HH3/ctm3bDz/8YDAYAIAk\nycmTJ8+aNWvKlClSqfTuBIkQQgghhOzr5OIJjUbz/fffb9u27ddff2UYBgDc3d2feOKJWbNm\nJScnCwQ4dQ8hhBBCqLvd6arYW7duffvtt9u2bcvPz+e3BAUFPf3009i4BiGEEEKom3VZuZPL\nly9v27Zt+/btly9fBix310ZBQUFVVVXfvn0HDx7s7FgckJeXV1NT069fv6ioKGfH4oDs7OzG\nxsbIyEhLJVuXkJWVpdVqY2JiXKuhwoEDB0wmU1xcHN8vy1Xs27ePZdkRI0b4+/s7O5aOYll2\n3759ADB69Ghvb29nh9NRJpPpwIEDADB27Fh3d3dnh9NROp3u0KFDAPDAAw+4ubk5O5yOamxs\nzM7OBoBJkyaJxWJnh9NRtbW1ubm5ADBlyhRnx+IAlUp18uRJkUj00EMPOTuW33TlNdMOdhtD\nCCGEEEJ3w522FLt169aOHTu2bdt24sQJfktgYODTTz99x4EhhBBCCCHHdDKx02q1/OKJzMxM\ny+KJxx9/fNasWePHj8fFE8iJOIPB8/vdvufOieLiTFMeIYcNI1znMgpCCCF0JxxO7H788cft\n27dnZGRYyp1MmTJl1qxZjz76KJY7QU7GcfrdGeoPVnvdvAkAcO587ddphFgsjo+TJCZKRieS\nw4YR+FuKEELo3uVwYvfYY4+BVYHiJ598snMFiuvq6jIyMgoLC6urq81ms4+Pz5AhQ5544omA\ngADr3XJycjIyMsrKyjiOCw8PnzZt2qhRo9rG88MPP1hv/Oqrr3bu3EkQxPPPPz99+vROhIdc\nDnX6dNOyFOrUqVbbObOZyjtB5Z3QfPJvgiTJ+Dhy9GjJ6EQyPp6QSJwSKkIIIXSXOJzYDR48\neNasWX/605969+7d6VctKSl57733jEajZYtKpVKpVEeOHElNTR04cCC/MSMjY/PmzZZ9Lly4\ncOHChXnz5vHJXLtYll2/fv2BAweEQuEbb7wxfvz4TgeJXAVTVaX+YLX++93QshbbNHDgjUkT\n+whF7pdLTXl5bG0tv52jKFNunik3T/PPfxESCRkfJxk9mkxMJIfFEyTpvHeAEEIIdQ2HE7uz\nZ8/e+at+/vnnRqNx4MCBL7zwQnh4OMdxV69e/fLLL0tLS7/44ouPP/4YAFQq1datWwHg2Wef\nnTx5MgDs27cvLS1ty5YtI0eObLdCAUVRa9asycvLk0gkCxcuHD58+J2HinoyzmDQfvlfzbpP\nOa2W3yIMCHBfvPCUv7+6qYmOjPTu3x8A6PIK09GjVH6+KfsYo1I1P9dkMuXkmnJyAQBEInF0\nlHTMGMmY+8mEBBzJQwgh5KLudFVs51y9ehUA/v73v/fq1YvfEhMTs2jRonnz5vEPAUBmZiZN\n00lJSTNnzuS3zJw588aNG1lZWZmZmbNmzWp1TL1en5qaev78eYVCsWzZssjIyO56N8gZOM6w\nd29T6vvMjRv8BsLNTfHiC8oFbxJyOWRnW+8r6ttH1HeW/NlZ0JLkmY5mm44fZ+vrm/egafPZ\nIvPZIs36DYRUKh48WJIwApM8hBBCLsc5iZ2Pj4+qZeCk7UP8DX5oMDk52frR5OTkrKysoqKi\nVs9qaGhISUkpKyvz9fVdsWLFnVwmRj0fVXimKWUF1dLsBAjC7ZFHPJYuEYaE2H1u+0nesWNs\nQwO/A2c0Uvn5VH5+6yRv5Ei8XIsQQqiHc05i9/jjj2/YsOHjjz/mL8UCAH8pFgCeeOIJfp+b\nN28CQFhYmPUT+Yr8lZWVrQ64cOFClUoVEhKyYsUKPz+/271uSUkJX5yFJxQKu63ovNlsBgCK\nopqamrrnFbsETdMAYDKZekjYXHU19a9PzD/8aJlOJxwcQy5aKIyL0wJAS5D8v7LRaLQTtqcH\nPDpF+OgUGQB7/QaTk8Pk5DJ5eVxjY/PLWSV5IJUKo6OF8XHCxFGCYcPuRpLHsiwAGAyGHvLT\n7iC+zYxer3etsHk6nc6FwuZ/QwBAp9MJhULnBtNxFEXxN7RarQs1JeIrPwCARqOxvIWeT9sy\nL0WtVotEzjnFd4JOp+NvuNDfIwDo9XoA4Diu28J2c3Mj7Z19uqylmKMOHz68c+fO8vJyy5a+\nffvOnDlzzJgx/N3p06czDPP9999bf34xDDN9+nSRSJSens5vsSykEIvFmzZt8vX1tfGiEydO\nbGgZmAEAPz+/119/vaveEbqrBBTle/BQwL6fhCYTv8Xs5XVz2mP1I0dCl7Y8IThOUqWSl5a6\nF19SFhcLWz5urLEkqevXT9svXNe/n3bgQM51TrEIoXsbx3HYBeoeNmTIELvXJJ2TznMcV1lZ\nWduyVpFXW1tbUVHRkV/Ktjv4+vrW1tauW7du6dKlLtQdD3UIx3meOhW863uyro7fwJLkrQcn\nVj80ib0L/9YcQRiDAo1BgXVjx/wuybt4UajX8/sIKEp58aLy4kUAYCUSXXg4JnkIIYR6Auck\ndtu3b9+xY8eAAQNeeOGFfv36WVbF7tixAwD4hRFyuVytVms0Gk9PT8sT1Wo1AMhkslYHTE1N\nfffddwsLCz/66KPFixff7iJFenq69QglQRDdVlS5sLDw1q1bvXv3jo6O7p5X7BIFBQW1tbVh\nYWGWGjTdzHzmrHZlqrmgoPk+QUgeflj53rsBQUE2npWbm9vU1DRgwAD+Qn/XYBj6ylXzyZNU\n9jHzsWNsy8C7wGSyJHmETCaOjxcPHyYePkw8ciThYN6ZnZ2t0+mioqL69OnTZWHffVlZWSaT\nKTY2NjAw0NmxOODAgQMsy8bFxVmWcPV8LMseOHAAABISEjpXQNQpTCZTVlYWAIwePVqpVDo7\nnI7S6/VHjx4FgHHjxrlQ+f2mpqbc3FwAGD9+vAsNc9TV1Z08eRIAJk2a5OxYHFBdXX369GmR\nSPTAAw90zyt2ZA5GhxI7foSsCy/a8p9NCxcubLsq9sCBA3xiFxQUpFary8rK4uLiLE+8du0a\nAAQHB7c6YHBwcGpq6uLFi0+cOLF27dp33nmn3bZmTvxM4eMRCAQu9JcGLf/0TgmbqapSf/iR\nfle6ZTodOXSox8oUctgwu8/lwxYKhV0ZtlgsHhTtNiga5swGhjGfv2A6cYLKP2k6coRVq/ld\nOL2eys6msrMBgJDJyGHDJGPul4wYIY6PIzow2eWuhN1dXDRskUjkQmFb5thh2N3AMkHNRcMW\ni8UuGrZzI3GIJc3qUWE7PGLXJUmeZXanNf6YlodiY2OLi4sPHTpkndgdOnQIAAYPHtz26X36\n9ElNTV2yZEl2djZJkgsWLMB5Bi6quTrdv9dxLfPbhIGB7ov+Lnviia6dTtd5QqE4drA4djDM\nm2sjyTMdPWo6ehQACLmcjI93KMlDCCGEOqFDJxihUMgwDEVRdtdidNCAAQPOnz//0Ucfvfji\ni/zFsitXrvCrYgcMGMDvM2HChPT09KysrJCQEEuB4qysLBtjnuHh4SkpKUuXLj148CBJkq+9\n9lqXRIu6D1+dbuUqpmXhMyGTKV55Wfn6az23x+vtkrzDh1mNht+F0+naJnnSMWPEMYOgvaFl\nhBBCqHM6lNiFhISUl5fv2bOnq/quPv/88++9997ly5cXL15svV0ikbzwwgv87YCAgDlz5mze\nvDktLS0tLc2yz5w5c1r1k7UWERGxbNmylJSU/fv3SySSuXPndknAqBtQ+flNKSuowjPN9wUC\n2Ywn3BcvErrOFCjrJI+jaXNhoel4jiknh8o/ybWUTrAkeWpYLfDwIEeNlIweLRmdKL6bJbU5\nimoOgGVZdUu6qdUAwwIAZzRyJiMAcDTD6ZqHzNkmNX8RnDMYOL7WA01bxlAtUww5nS7kRuX1\nqbft8ocQQqg7dSixmzlz5po1aywV5kCupzAAACAASURBVKC9damt2L5WGxER8cknn+zatauo\nqKiurg4AfHx8YmNjH3/8cev5c1OnTu3Vq9fu3bvLysoAICwsbNq0aYmJibZfOiYmZsmSJatW\nrcrIyCBJ8rnnnrP7BpFzMTduNL3/geHHPb9NpxuZ4JmSIo5t55q7qyBEInL4cHL4cOWbb3A0\nbT592nQ8x3Q8hyoosCR5bFOT8edfjD//AgACL6/AfuGakBBB4RmNlxen1QLDQHPWZQIAjqY5\nbUtepW4CDgCA0+s5MwUAQJk5Q3NFJa6p5XKwTsfR9N1+p+4AogeS7e+HEEI2GWjCQDFuJNYW\nuCMdSuxSU1NJkvzmm2/Ky8utC/zeieDg4DfffNPubomJibYzuR9++KHtxri4uF27dnU+ONRd\nOJ1O89l67X8+54xGfouwd4jHe0vcpkxxbmBdixCJyBEjyBEjlAve5Mxm8+lC0/HjzUleyxtn\nGxoUJwsUJwsAQO3UaDtBwLDODgEh5PJ+KhdsXXf0tQkDJw+1VfcA2dahxE4ikaxatWrVqlVw\nF1bIoj8oltXv3KX+8CPm1i1+A6FQKP/8umL+S/d2e1ZCLCYTRpAJI5R/WcBRFHXqNMUneadO\ncS21lztPIBC0LP0mlEpCKAAAQioFiQQACKGIUCiad3RXAiEAAMLNjZCQAAAikUAub36uh0fz\nbnI5iEQAQEhIws0NAIAQCNxbXkKhIISivLw8g9dvNYkQQqgTKjTExQYBx5lWfl+0r7Dyb1Oi\n+/rKnR2US8LVecgJqBP5jcuXm8+29PwVCGQzn3Rf+HdXmk7XFQiSlIwaKRk1UvnWXzmT6cSX\n/2XLyoKDg/3Cw/j1v4SbW3PvMpG4vaxLBmIxf5zmrMsZDLdUzJ2npAihPzapCIJkXKWOAICT\nZfXPbTw+e0z47PvDSBGuMHOMw4kdjtWhO9FOdbq4OI+VKWR8vHMDczpCIjFERWp7hwTGxLiF\nhjo7HIQQ6la93Ljno2hh7/h1v1xq1FEUzX5xqPSnMzffmRyVOMBWs1DUCo7YoW7C6fWajf+n\nXb/BcsFRGBTkvvBvPag6HUIIIechCJg8NGhMhN/nWVd25lWwHFdZr/9rWsH9A/3emRId4NFT\ni171MJ0c4Wxqavr444/vv/9+Hx8fsVjs4+MzZsyYjz/+uKmlCAJCv+E4/c6dt+4bo/nnv/is\njpDJlG/91T/7iGzGDMzqEELo3sayXEbBjbfSTrEduOindBO/9XDkprkJAwKap/Nml9Q881l2\nbmmt7SciHtGJS6snT56cNm1aZUsJWWu9e/fevXt3vItcVjOZTMeOHeu212IYRiQSdVWR5+5x\n52FLr1zxT9suLS3l73IEoblvdPVTTzGeHl0XZmtGo5FlWZIkRS7V48FFwzYYDBzHSSSSjjQx\n7Dn0ej0AuGjYUqm03a6JPRPHcQaDAVw2bDc3NxfqY8QwjMlkgp4U9tVGbt8V5qaWA4AZEcL4\ngHZ+ByxhW/eCZznIvckeKGNMDLiJibdGiOQ9qHEXwG3CvquioqLsduV2OLGrrq6OiYmpqamJ\njo5eunRpcnKyt7d3XV1dVlbWihUriouL/f39i4qK/Pz87iDybsKybH19ffe8VklJSX19vb+/\nf1hYWPe8YpcoLi5ubGwMCgrqRFt6TqViPlvP7NlrmU4nGD5c9Le3ibtZiZd37tw5rVbbp0+f\noCBXWjN/5swZg8EQGhpqowR3D1RQUGA2m/v37+/r60rzYPLy8jiOi4iI8PLycnYsHcVxXF5e\nHgAMGjTIiZ2vHWU2mwsKCgAgNja2285/d85oNBYWFgJAXFycxHWW6mu12nPnzgHA8OHDnf4V\nUdVk+vJY5fErDZYtSRHe7zzYzkmwqanp4sWLADBq1KhWD9XrzJ8fvT44WDl5cI/LK+rr60tK\nSoRC4YgRI7rnFRUKhdReHyaH/9X/8Y9/1NTUxMfHHzlyRN6yTC8gIODpp5+eMmXKmDFjCgsL\n165d++GHH3Ym5O4lEAi67VRUXl4OAFKp1LVOfnxjYzc3N4fCdvp0Ov7jTCaTudZPmx86UigU\nrhU2PwajVCpdK2yCIDiOc3d3d6GwWba5XqCHh4e3t7dzg+k4U8vngKenp7u7u3OD6ThdS58V\nb29vN+etOneUJZnjJ0o5KwwDxWw7VvZVdhlFN//ShnjLXp0w4IFBdr61tv179PWFNX3tjFE5\nC03TAEAQRI/6GHE4sduzZw8AfPjhh5aszkKhUHz44YcPPfTQnj17XCKxQ12PZfXp6er3P2Cq\na/gNzc1e//z6vV2dDiGEEACwHLf/TNVnBy7Vayl+ixspnDU6dM6YcDEWLukWDid2165dA4DR\no0e3++j9998PAHwHMPRHQ5061bR8BXXqVPN9gUD2+HT3JUuEvXrc+DlCCKEuV9Vo+Ps3py+r\nmhtSCwTEtGEh85P7e8pdaXK5q7srF+B7yIRN1G2YmzfVH31sXZ1OkpjosWK5eNAg5waGEEKo\n2/gqJSZz87XXEeE+f3koop9/N00GPXGlbkS4D2Yf0IlyJ6GhoQBw/Pjxdh/lt4diedU/DE6v\nV6/95637x+p37uKzOmFwsNe//+W78zvM6hBC6A9FLBS8OSmit4/s/ZlDPp0zvNuyusPF1W9+\ndfLV/564Uq3tnlfsyRwesXvkkUcuXry4ePHi++67r9X6JoPB8O677/L72D7IY4891u52giAy\nMjKst+Tk5GRkZJSVlXEcFx4ePm3atFZLZvhD/fDDD9Ybv/rqq507dxIE8fzzz0+fPr3Dbw45\nAqfTIYQQ+r37I/xG9fcVCbtv6MxkZv71UzEAFJY3zPm/40+PCp2b1M+NdKUyRl3L4RG7t99+\n28fHp6CgICEh4bvvvquurqZpurq6+n//+19CQsLJkyf9/PzefvvtzkUTExNjfTcjI2P16tUX\nLlwwGAxGo/HChQsffPBBqxyuFZZlP/300507dwqFwgULFmBWd5eYcnKqH5rcsOCvzVmdQCCb\n8UTA8WPub7+FWR1CCP2RdWdWBwASsfCdyVG93KUAQDNc2rGyJ9cd3Vd4sztj6FEcHrELCAjY\nu3fv9OnTz58//9RTT7V6NDg4ePfu3b3stXJvm5y9++67586dS05OtmxRqVRbt24FgGeffXby\n5MkAsG/fvrS0tC1btowcOdLf37/tYSmKWrNmTV5enkQiWbhw4fDhwx19d8guprJS/fEa/c5d\nli2S0aM9ViwXR0c7MSqEEEJ/WPdH+A0Lu//Lw1e2Hb/GslytxrTy+6J9hZV/mxLd17d1BY97\nXmfWHo8cOfL8+fOrV69OTEz08vISCoVeXl6jR49evXr1uXPnOpFOVVdXnz9/XiKR3HfffZaN\nmZmZNE0nJSXNnDlToVAoFIqZM2cmJSXRNJ2Zmdn2IHq9fvny5Xl5eQqFIjU1FbO6Ltc8nW7M\nOEtWJwoN9d600fd/OzCrQwihe57WSG89etXMsM4OpB1upPD1iQO3zB8VE+LJbzlZVv/cxuNf\nZF2x1NL7g+jkqlgvL69FixYtWrSoS4I4dOgQx3GjRo2yLgJ59uxZALAew+PvZmVlFRUVtTpC\nQ0NDSkpKWVmZr6/vihUrevfu3SWBoWYsq9+5s2nV+2xNc6s+Qi5XvDxf+cafCZfqkIYQ6n4F\n1xrSioVmjqhXVD2WIPWU4YeG62FZ7odTlZsOXm7QUaRI+ExiX2dH1L6Bge7/mZfw46nKDZkl\nTXozRbNfHCrNv1K3aW6Cs0PrPj2iJeXBgwehTQ538+ZNAGjVgItfb9u2Te3ChQtVKlVISMiK\nFStcopuZC1FcuiT/+B8NV6403xcIZI9P93jvPYFfDyq0jRDqgU5fq990sLSwvIG/OrTh0LXP\nj1S8PnHg0z01LUDtKiir/2R/saU63ZYjVx4fHiIR99DVCQKCmDosZFxUr/UHSvacruQ4mDY8\nxNlBdSvnJ3bFxcVVVVVeXl5Dhw613s63c2nVD5FvR2Pp9GKhUqnEYvHKlSv/n707j2+qyh4A\nfrKnbZKu6ZZutKULLcUiAgUFWRRZhsUFBzccQVEUcfwxg2WbYnUQnTqKA8g4OCjIqAPVMoBg\nGShSbQsUCl0oUCile5smafb1vd8fD2KnLWnSpkleOd+PHz/J6817J6F9Oe++e++xXdYjOzu7\n62sFAsHMmTMHGL+d5HI5ALS3t1M1E2mBXVfnu/OfEWVl1i3GUaOUS35njomBm3Vws86NsdlG\n/Ss3NjZ2dna6OxYH6PV6ALh582ZHR4e7Y3GAyWQCgNra2paWFnfH4gCqPFdNTU1DQ4O7Y7GX\ntbT35cuXuZ7dWX5dZj5YrbksNXXbbrIQ5s7m0lKpW6JyCFUtCgDKy8upcn+0YDTeqvdQVlZG\nlfsbCKnG8l2VtqzZYN2SGMR5PNWn4mKZjVf1g7XunBO/Ih+JgEQfv5J6vdjUXFra7KzddkWd\ntC0Wi8u+2WNiYgIDA223cX9i99///hcAHnzwQft/BXsugBwUFCSVSrds2bJ+/Xob1fF++ukn\nKsGiiMXibtnkYNNqtVqt1pVH7B9uuzT84EG/ktOM218khuDgpscfU4xKAwBoHpS/EKdTqVQq\nlcrdUThMqVQqlUp3R+EwhUKhUCjcHYXDup4QaMSTU/8mDeNkI+ta569naSEXJoZZxF5kuZTZ\nqGH4mqU0OYXc0tbW5u4QHECSJPUV2draOpD9GCzwczOrpJVpHVAXwCenR1oS/Eyg0TZ3711x\nmman/nLwASaLoaVlcL8ISJJ0btg2BAcHe3piZzKZCgsLAWDq1KndfuTj46NUKlUqlZ+fn3Uj\n9YXXbf08AMjOzl6zZk1ZWdnmzZszMzPvdHU1e/bsrnmVt7d3VFSUU95In6RSqVarFQgEHl66\nmymXe+39F/+HI2CxUFssPj6KBfPhyYUiNpsu5btbWlqMRiO9Ko4DQHNzs8lk8vf379ZR7eEa\nGxstFktgYGDP+tGerL6+niRJsVhMo/ruJEnW19cDQEhICM9T1xW6fFVzrfPWlYkvn/VIos/9\n0fzW5kYAGDdczOFw6VIbwGw2UyOCJBIJjXrsDAYDldJFRET0r8eOIMmfb+jyqlRK/a2czovD\nmJMsnBLnzWYO1j+eXq+nEmiXfSk7hU6na29vZzAYLhvZLxAI+mzj5sSupKREo9HExsZGR3cf\nchEeHq5UKmtra9PT060bqUq1EomkW2OJRJKdnZ2ZmXn69OmcnJxVq1b1+gv9xhtvOPkN2K20\ntFSr1QYGBo4cOdJdMdhGdHaq/7FT/ffPSPWtlbsZXl7KR2bUTnogZuTI5ORk94bnEKVSaTQa\nQ0ND4+Pj3R2LA2Qymclkkkgk9Krd0traarFYoqKiev5herKGhgaSJGNiYnpdO8kzEQRBJXZx\ncXEee4mYkGw5fv2UhSSfnTjssbGRfA7LYDDkNzcCQEJCgj3XWofLmlIjfaMC3XydoNFoqMQu\nKSmJRtm/QqGgEruUlBQb969sIEjyo+JiKqtjMhnzRkcsmzroxV6lUimV2KWlpQ3qgZyrpaWl\nvb2dxWJ5VNhuTux6nTZBSUtLq66uPnHiRNfE7sSJEwDQa24UFRWVnZ29du3awsJCLpe7cuVK\nLFlrJ1KnU3/+T/XWbcTtEWkMNtv7t08K/+/N+tpaS3u7e8NDCNEIn8P64Kn0YWJB/5b+l6mN\nfz5QYbaQIyP9fpMumZYa6sNz/5ChuwqTwfj9zKSXPz89ZphLi726S9FVqb8PNymcTrd3bHPn\nH4xCoTh//jyLxZo8eXLPn06fPj03N7egoCAiIsK6QHFBQQGbzZ42bVqvO4yNjc3Kylq/fv3x\n48e5XO7y5csH9w3QH2k2a7/+RpXzocU6iITJ9Jo1S7TmLTbVh1pb68bwEEJ0NELi2+/XHrnY\nZLaQAFBeryivV3z4Q/WDI0Jm3xN+77AAJl6ru8qoKP+dL44fyL8jXaj15ne+r5BrjY+OiVw2\nbbiQPxSuIhx+D2w2myAIakLZABUUFFgsljFjxnQdRWcVGhq6ePHinTt37tmzZ8+ePdbtixcv\nDg0NvdM+ExMTN2zYkJWVdeTIER6Pt2TJkoHHOTQRhO7wYeWf3zPX/Tq5lffAA74b1uFqwwgh\nd5mcFKzUmX640NTaqQcAvcly5ELTkQtNoX5es+8JnzUqXBLQfYw1Ggx3Q1YHAHt+ru1QGwBg\n3+mbx6taVjyc+EhaON2vIBweWcnn80mStM66Hwgb92Ep8+bNy8zMTE5O5vP5fD4/OTk5MzNz\n3rx5tnebmpq6du1aDoeTl5e3e/fugcc59BhOnWqbMVO27BVrVse97z5x7v6gr/diVocQupMm\nue7dvIqT1YM4S1QS4P3ytOHf/X7Sx8+NmZEWZl0srUWh21lw7fEtp1b/6/zgHR3dbRY/EPvc\nA8M4LCYAyNTGjbnly3edud6mdndcA+Jwj11CQsL58+fr6+sHPnVly5YtfbbJyMjIyMiw0aBn\n2VkASE9P379/f8/tyHjmTOem94wlp61buPeMEr6xkv/QQ26MCiHk4Vo69bt+unbwfKPZQlY1\ndD6QKB7UG6NMBmNcXOC4uECV3nysovnQ+aaKBgUAkCQEifiDd9y7RKNMGyDg9W8Q5BDjxWUt\nn54wa5Tkg0NVpbUyADh/Q/bcp78syoh5YXIcTT8ih3vsqJub9uRkyKMYyy50LP5d+/xHrVkd\nOz4+YMd28cH/YFaHELqTdqX+L4cuPbHl1PdnG6jRb/UybU2ri7o0hHz2gjGR/3hx3Nev3f/s\n/cOChLw56XSafO1p1Hrz33688tutP39ZiOOnfxUj9vnb4vs2PpYWKOABgNlC7i6s/e3fCgsu\nDWgtQHdxuMdu+fLlFy9ezMnJaWxsXLFiRUJCgu1iD8jtzDU1yg9ydIcOwe0b6KzwcOHK131+\n+ySwh8JAUYTQYOhQG748Vfvd2XprDXUOmzn/3ojFD8QGCV29il6M2OfVhxJemTacOWhLqQ1t\nXYu9AsDeX27MGy0J9aPNMi6DjcGAGWlhExPEO45f3X+mniDI1k79W1+X7VgydlSUv7ujc4zD\n3+vW9eG+/vrrr7/++k7NnDIIDw2QpalJ9fEWzdffwO3aOMyAAMHLywRLlzA8dXVThJDbKTTG\nLwtrc8/U6023FirnsJhz0iXPT4oN8XXnnVB7sroLN+UMYKRF9TIn767Vrdgrk8mYfU+4Fxcv\n7LsT8Nn/Nyv5N+mSzQerKhs6JyaIaZfVgdvXsUODhJDJ1J/uUP9jJ3m7AB/Dx0fw/GLhihUM\nYd/rViOE7lokCV3Hj7OYjFn3hL8wOS6MJr07249dLauTRwX6zE4PnzUqXHx3j8lrlGk/+fFK\n11uK98XeFavTDURCmOizpeMOlDbeF9dH8S7P5HBih11xHo7UaNS7vlB98gmp+rWAhM9Ti4Sv\nr2DiTXOEUF8YDHhyfPSmA5VMBmPKiJBl0+LdXgTCfvUd2gs35QBws0Oz/djVHf+tuXdYwMxR\n4VNTQvgcWg6E7zed0fJFYd2XhbXWO+kRAd6vTB8+LeWO64UhKyaDMX9MhLuj6Ke7usfOYrG4\nrLqzXq8HAK1WO4ilgk0m8j8HyU93gExGbWCw2TD3N4yXXtQGBWlNJnD80AaDAQDUarXLKhw7\nhclkAgCVSkWvsM1mMwB0dnbSK2xqVUuFQtG/wpTuQl2jymQyp6zK6RrW6+qOjg7D7c74wTA6\nhDl7ZNDMlECJHw+MyuZm5UD2Rv09AoBUKtVoBq16PAAAGAyW32WEH78su9GhBwCCJM9c7zhz\nvSPncNWk4f5TEvyGB9u7DJ71E25ra+NyB7eglhNZP+GsfWW/XL9VTMiHy3zi3pDZI4PYTNeV\nq3eISnXrNrFnhncnCgU1Wdt1n6qvr6+3dx+/w4y7uQfOYDCcPn2673bOoNVqTSYTl8sdlJqD\nFovwREHA/lyWXH5rC4OhGTdO9tuFpjsv5mwPjUZjNpt5PB6fT6fbGWq12mKx8Pl8jy2U3isq\nbC8vLxp9iwCAUqkkSdLb27t/hSndpbOzEwBoGrZAIKBRWXqCIKivbVeG3aQizjRbzjWbtKb/\n2R4qYC65h+fH73usnjVsoVBIo4sWs9lM5XYapuCj0wYAGC9hz4jl+HA9etKJNWxfXzotjEyF\nzWAw7CmC7BQJCQl9lrfuZ4/dhQsXcnJyTp482dzcbDKZrNlhWlpaeXn55cuXExIS+rdnV+Lx\neA888IBrjlVaWtrc3BwWFtZrodv+I0ndoUPK9943d6n9xXvgAd91azipqQPffUlJSXt7e0RE\nRHJy8sD35jKFhYUKhSImJiY+Pt7dsTigoKBArVbHxcXFxMS4OxYH5OfnGwyGxMREiYRO61Ac\nPnyYIIiUlJQ+z5KegyCIw4cPA0BaWlpAQIC7w7GXwWDIz88HgNGjR7vs+w8AngQwWYjCy+2H\nzjcW1UgtBAkAJIs7e/oD9izCp9FoqOrkY8eOHZQLcjtoDOZ2pUGmMbQrDTKNsU2pl6mpx4bk\ncN8/PdrLt4lCoSgsLASARx+ayAxsHh3jT4vhdFKptLi4GABc9qU8cAqN8aNDF0dwtSI+y6PC\n7k9i9/nnny9btsx8e6JlV4899lh5efnBgwfffPPNAceG+mA4darznT+bKiqsW7hjxojeWs3L\nGO/GqBBCnsxoJg6XNf1mtIR1F6wbwmExp4wImTIiRKoyHLnYdOh804MjQmhRc/bDH6oPlDZY\nZyX3JOD13dP8xLiB1hFANnySf+VIZUcBm/1kortD+V8OJ3alpaXLli0jCOJPf/rT0qVLIyMj\nu/500qRJAHDkyBFM7AaV8exZ5XubDUXF1i2cpETh79/wmjPHjVEhhDyZyUx8X9rwxanrUpWB\nzWLcVSv9Bgl5z0wc9szEYSaLS4dUEgQp0xg71IZ2lUGmMrSrDDKNsV2p3/TkPbYTaxYDbGR1\nAGCmz9jQIUmqMvy3ooV6HOzlWUPaHE7scnJyzGbzypUrs7Kyev40KSkJACorKwceGeqVqfqy\n6q8f6Q4etG5hx8UJX3/N+9FHgT6jQBBCrmS2kP8537Drp+utnXpqyz9PXps5Kvxu6LTrhqoK\naoNcY6xoUGTEi/t9iEtNyn+cqGlXGWRqg0xjJIhevvXlGqPtRZ6DRfwgIU8s5AUKeUFCXpCA\nFyDgiUW8QAFPLOT5+/DYrLvu386jBAl5e1+duOm7siCQ+3A868vX4cTu5MmTAPDSSy/1+lNq\n2IdUKh1gWKgn87Vrqi2faHO/g9sXaqywMOEbK7GABELoTiwEebis6fOT15oVOuvG9Gj/l6bG\n34VZnT1+uNC05ejlAAF3arI4QMcI9iL1JotUq5VpDFKlQao2jBkWYHvUmslM/Hyl3fZRpCqD\n7cRu0YSYRRNi+hE/cplwf6+1s4adOdPRj+qsg8rhhIBaH2TYsGE22tBouhYtWJqbVR99/D8F\nJPz9Ba+8LFjyAoNWk1URQi5DEOSRi82fn7zWINNaN46M9Htpavx9sbRcdtU1Dp5vBACZ2rjv\nTCMAm8sC45mfuzZ4c2aS7cQu8HbG5sVlBYv4/j5cqqctSPjr/yMC7F11BXk4Dxyx6XBiJxAI\nFAqFQqHodZZQXV0dANg5y0yv1x84cODnn39ubm5mMBgpKSlz58695557urYpKirKy8urra0l\nSTI2Nnb+/Pnjx//PzIC5c+cCwIEDB7pu/PLLL/ft28dgMJ5//vkFCxY4+h49ByGXq7d/qt75\nOam/dQOFKiAhWPEaU0iDiU4IIbdo6dSv/PJsnfTXReNGSHxfmho/Ph5XKbeFIMnn7h92qKyp\ntFZGkCQAGHuMc+tQG23vJNSX/82K+4NFfC8u9nEgN3A4sUtNTS0sLCwrKwsLC+v5U2oq/rhx\n4/rcj1QqXb9+fWNjo3XL2bNnz5492zVFy8vL27lzp/VpVVVVVVXV0qVLqWSuVwRBbN26NT8/\nn8VirVixYurUqXa+L09DFZBQf/I34vayjQwOx/vJhaJVq5hiPDUjhGwJFvGscz8TwkQvTYm/\nP7H/g8buHkwG45FR4Y+MCm9R6L47fePQuTq9mRHi7xPi6x0g4IpF/AAf7sjIPqrQspiM6CDa\n1OpAQ4/Did3ChQsLCws/+OCDhx9+uNst16ampk2bNgHA4sWLbe+EIIj33nuvsbExPDz8hRde\nSE1NZTKZVVVV+/bts7ZpaWn54osvAOCZZ56ZNWsWABw+fHjPnj27du0aN25cr52CRqPxgw8+\nKCkp4fF4q1evHjNmjKPvzhOQJpP2m2+Vf/kL0X57qCKT6TVrlu/aNayoSJsvRcg9LARYehsh\njtyFyWAsnRL3+cnrL06Jm5wU4oF3izxcqJ/XcxOjIo3XAGDatHvdtY4dQv3gcGL34osvfvbZ\nZydOnJg3b95bb71FbZRKpT/88MO6deva2tpmzZo1c+ZM2zspKiq6cuWKUCjctGmTv78/tXH0\n6NGjR4+2tjl27JjZbH7wwQcXLlxIbVm4cGFDQ0NBQcGxY8eefvrpbvvUarXZ2dmVlZUCgWDD\nhg3U/FyaIQjd4cOd7/7ZcrP+1hYGw2v2bNHqP7BjY90aGUK2nGtnbvpHpQ/vssiLc+s/b46v\n9bEXx8+He38C9hi51NQRoVNosmYbQsiJHE7s+Hz+oUOH5s2bd+jQoUOHDlEbxeJbp+xJkyZ9\n9dVXfe7kp59+AoA5c+ZYs7qeLl68CABTpkzpunHKlCkFBQXl5eXdGsvl8qysrNra2qCgoI0b\nN3ZbXY8GqAISmz8wX79u3cZ74AHfNZmcNKdWqkBoEOgsDADQGMwag7nr7Esrfx/uD3+c0nN7\nVwWXWpVak8j7Vi4o5HNEXhwcpdRvDAYwALM6hO46/VkmIzIysri4ePfu3d98801ZWZlcLheJ\nRPfcc88zzzzz3HPP2TMl9urVqwAwevToAwcOHDx4UCqVBgQEjBs37sknn7QWnGlqaoIe02+p\nUktdR+ZRVq9e3dLSEhERsXHjCg4uXAAAIABJREFURmuW2dOVK1csll+HwrJYLJdVE6LKYBuN\nRqrUY1eWoiLDh38lKqt+DWzUKO7vV7LGjtUCQI/2rkTVFzEYDD3D9kxqvflcXadcZgpggl6v\np0vYFKoavU6n84SwCZKsl+kut2iqm9W/HScJFt6xfC1JkjwWSHy5OjOo9OZeF4AV8Fh9vqm9\nhdcvNnQvNs9hM0V8toDHEvLZGXEBj4/pZWjvQGg0Gk/4tO1E3F7qSKPRdOotAT70qClsNN6a\nbaBWq2lUnVynu3WJolKprG/B86nVauqBUqlk02clLKpQLNyuhkwXWq0WAEiSdFnY9hQTZ7jl\nz+yxxx4zmUwzZsw4evRo1+0hISF/+ctfqBrACxYssFgs3333XddM0WKxLFiwgM1m5+bmUlus\nEyk4HM6OHTuCgmxNLHjooYfkcrn1qVgsfvXVV531pvrBp7Y2/Ls8weXL1i368LDmObMV997r\nxqhohyShVce41sm41slsUDMIElIDifmxthZtR73SmqBRy2xUMxrV0Kxl6m9XDVwQa04JtPdE\nYSIYWjPozaAzg97C0JlBZ2ZwWeSY4D4Wyv97BbtNZ6uH6d5gYma0rX9WEmBHBZvPAi828Fmk\nF7vrg1tPhRyS7VlrTjmsTsU42ciS6eG1NDPd3wtyOpIkGXj/fegaNWpUn/ck3ZPOU9ed58+f\nX7NmTWpqKgCUl5d/9tlnra2te/fufeWVV2y/vOdvbVBQkFQq3bJly/r16zmcvivouR2/qTns\n4CG/0lLrFmNgYMsjM2T3TySxgIR99Ga4oWLWKBg1nQy16X9+Ja51Mkiyj+WFdlezBVwyxAvE\nXkSwN/hyadOR4FwkCWfbmI0aRqOGKdf33qZRw0wJtDdR5jBJXy743rqkdOBTvT+cUBqpRPBW\nRqi9/YBacsKrr9OV3gzSX1PD3v/5H4uzJAfYSjGvdTIKGvu47fB8stn2sv8nG1kVHbZaBHuR\nTwzv4yP91xW2rMe/CEFCp/HWnkvbmONCsa4UQuh/uCex8/LyUqvVK1euHDny1gCyjIwMHx+f\ndevWnT59mkrsfHx8lEqlSqXy8/t1brlSqQQAb+/uSztmZ2evWbOmrKxs8+bNmZmZd7odnJub\n27WHksFg8F21wG9ZWVlra2tkZGSSr69m6zbdN9/C7ZvCzJAQ72UveT3zdERf/auuV1paKpVK\nhw0blpCQ4O5YflVUI/1XUX15g8Js6Z43BAp4Y+MCgggZQaqTEobH3mHSiUJjfOdMIQCjEoBa\nNFzIZ8cFC2KDBXHBgrgQn1ixwPWjuwoLCzUaTXJyclSUS0t3/3NrUZO8+8A4Ly4rKUw0QiJK\nifBNCRcFCO74y1lQUGAwGNLS0npdAsl+M+78I7OFVOpMHDZTyLd1ympS6OH8L7aPcv/4e8cM\nCwCA/Px8giDS09ODg4O7NsivaP3XlT6KIk6f/hDXZl9ZxQ+X5U3dR4x0FRroO2NGH9P2994o\nkXdq7vTTICHvvvS4GWmhtnfiCQwGQ0FBAQBMmDBBSJ8FOLVa7alTpwBg8uTJLvumGLjOzs7i\n4mIAmDp1Ki26OSgdHR1nz54FgBkzbJwJPE5bW9v58+fZbPa0adNcc0R7Rrv1M7Frbm7esWPH\nkSNHrly5olKphEJhYmLijBkzXn755dDQvk80wcHBarV6+PDhXTdSTxUKBfU0PDxcqVTW1tam\np6db29y4cQMAJJLutaslEkl2dnZmZubp06dzcnJWrVrF7K3fy43nFCaTyVEohD8c6Tj8A3l7\nuAbTz0+w/BVPLiBBdY4ymUyPOkGYLIzzdb/eUmcyGSkS34kJ4vHxQYlhIgYDCgsLFQpgsVh3\nCrtJqe62RaU3l91UlN289evHYMDHz44ZG+fSBfqpT9tG2INkZKRfk1zHZDBixD4pEb4pEr/U\nSN9YsYDpSMmpQQ2bwwEvft+XPdFizi9ZDyt1JpXOrNSZrP91Wh9rTZJAQdc42Wx2t7DtOW9y\nOByOzcSu1/NPVwwGo8+P60431ERc8snx0c9MSuBx6DGzxDo0sOen7cmsA9RoGjaHw6Fp2O6N\nxCHW04VHhd2fxG7//v0vvPAC1XlGkcvlxcXFxcXFH3300a5du+bPn297D8OHD79+/frVq1et\nPXZwe0YFVW0WANLS0qqrq0+cONE1sTtx4gQAdH2VVVRUVHZ29tq1awsLC7lc7sqVKz1qnAFT\np0vOepul01FdTAwfH8GLSwUvL8MCEv0wNj6IxWSIvDjj44MmDA8aFx8k8nLsj2pUlP+xzGnX\n2lTXWtU1raqrLarrbWqNwWxtQJIQFUjXmj8EQda2qysaOisaFDel2k9fGGv7T+HJ8dFz0iUj\nJL4+PNoMtb4TJoPh58318+5/5/eMtLAZaQOdovHHOSP+OGfEAHfy1asTu20hCIJaBH5Ceghd\nsjqEkIs5fB4vKip68sknLRbL2LFj33rrrfT09NDQ0JaWlnPnzr333ntnzpx54oknCgsLbRef\nmDJlytGjRz/66KOXXnopJSUFACoqKv7+978DQEZGBtVm+vTpubm5BQUFERER1gWKCwoKbPR5\nxsbGZmVlrV+//vjx41wud/ny5Y6+u8FDeHnJMsaLj5+gCkgI/+//WMG4rFcvdEZLp84U6mur\nC1PIZ3+1fGJUkPdA1ugS8NmjovxHRd1acIckoVmhq2lVXWtV1bSqm+TaEN8+liT9d8nNn6+0\nDw8VxocI40IEMUECtu2BV4NJqjJUNXZWNCgq6jsvNXXquhRCapRrbRemHCHxHfwAEUIIuYLD\nid3GjRstFsvjjz/+7bffWrvEYmJiYmJi5s+f/8QTT+Tm5mZlZf3www82djJixIjZs2cfOnTo\n3Xff7bo9Ojp60aJF1OPQ0NDFixfv3Llzz549e/bssbZZvHixjbu9iYmJGzZsyMrKOnLkCI/H\nW7JkiaNvcPC0zpwp4vOjs/7E6nErGdVJNb9clRZdbT9fJ58QH7R5Ubrt9jFiJ1fsYTAg3N8r\n3N9rUlJw360BAODcDVlxjbS45laBEDaLERMkiAsRxIcIh4cK44IFYtGg32FvVuj+ln+lsl7R\n0nmHiQ8ANa0qrDiOEEJ3CYcTu19++QUAsrOze97oZDKZ77zzTm5ublFRUZ/7WbZsWUJCwpEj\nR2pra81mc0hIyIQJEx5//PGulVvmzZsXHBz8/fff19bWAsCwYcPmz59v7dK7k9TU1LVr177z\nzjt5eXlcLvfZZ5919D0OEpNIqHl9BWZ1VnqT5dwN2S9XpEVX2xu7DN4/UyszWQgOy9NnB3et\nsA4AZgtZ06qqaVUdhWZqy7SU0HcXjhrUGLy57OOVLd3WLBLw2cnhvqmRfikRvqkSXz+arHaG\nEEJo4BxO7KgFfu802TAuLg5ur2rbpylTpnQrLNFTRkaG7UzuwIEDPTemp6fv37/fnhiQ60lV\nhuOVLb9clZ67ITOauy/WIPLijIsPVOnMNqZheojdr0yok2qutaqutqpqWtTX2lSt/9ttJgkY\naH1JC0GybM5g8PXmRAR4N8p1ccGClAjf1Ai/lAjf6CAfLCSFEEJ3J4cTu8TExPPnz1+/fr3X\nYqzXrl0DAFrWaUWucrlZ+eEP1V23MBiQECrKGB40Ybg4NcLXocmYbsRiMmKDBbHBgodG3hpr\nr9KZalpVNa1qqusuObyPsWtyjfEPe8/HhwriQ4TxIUKdGQgSajv0pW03Kxs7Kxs6Jf7eHz4z\n2vZO/vLU6GARH0tvIYQQgn4kdi+++OLy5cvXr1/fdYwdhSCIdevWAcCyZcucFiAacu4dFsDj\nsAwmi5DPHhsXlDE8aHx8UJCQ5+64nEDoxUmPCUiPCbCzfU2rqqJBUdGgsG5hMTmWs3XWp3KN\nsc+VlqODnDzcECGEEH05nNi9/PLL5eXl27dvz8jIWL169ejRo62zYjdt2nTmzJlXXnll6dKl\ngxErGhr4HNaqWckRgd5pkX627zMOeTfauy8/27XOKoMB/j5chdboj4PkEEII2ceuxK7XBeFK\nSkoeffTRntu3b9++fft2GlV6Rk7RrNAVXZX+crWdzWS+99t7bDf+zWicQQIA8MS4qMnJwddu\n37q9cL1VbSDiQ3zGDA9LjfBNkfgKHVyfDyGE0F2O9uuRIjciCLK8QVF4uf3M9Y7LzUoqmeew\nmTqjBYd82SlYxA8W8TOGBwFAQUGBWq1OTY2IiYlxd1wIIYRoiXE3d60ZDIaff/7ZZceyWCxs\nNpvreQVhbeg17E4DXJERV2RkjYI0mLv//nBZsHQUO0Loznuser2eIAgul2stU0MLNA1bp9OR\nJMnj8ewpxuU5tFotANA0bD6f32fVMs9BkqROpwPahu3l5eVRdYxss1gsBoMBaBt2z1rwnsz1\nYScnJ/dZlZtO3x9Ox+Fw0tLSXHOsK1euyGSywMDAYcOGueaITlFdXa1QKIKDg61l6atb1Jv/\nfblny8gA/pho33ujRSnhArcvQVdRUaFWq0NDQ8PDw90biUMuXLig0+nCw8PtKbjsOUpLS00m\nU2RkZFBQkLtjcUBJSQlJkjExMf7+/u6OxV4kSZaUlABAXFycGytfO8pkMpWWlgJAQkICjb62\n9Xp9WVkZACQlJfF4tJndpVarKyoqACAlJYVGl4idnZ2XLl0CAJd9KTuFTCa7cuUKi8VyWdgC\ngaDPNrT5Vx8MTCbTZV9FdXV1AMDn8+n15UcVNvby8rKGPd4/UMC/ptabAYDHYaVF+o2NC5yU\nFOxRczOp05m3tze9Pm2q60ggENArbKoPRigU0itsBoNBkqRIJKJR2ARxa3KNr6+vtay256O6\nNADAz89PJBK5Nxj7aTS35jYFBAR0XTnfw1mTucDAQI+qTG8nGv09wu1VexkMhkeFfVcndqgn\ngiBtLyPHZjHmpEtIEiYkiNOj/bls2txYQQghhIa8/iR2jY2N77///o8//lhXV0cNQejpbh66\nRztSleHCTfmFm4rqpk6Difji5T6Ktr3xCC5AjRBCCHkihxO7ysrKSZMmyWSywYgGuYbOaLnS\noqxuUl68qTh3QybXGK0/YjBApTPhKhsIIYQQHTmc2P3hD3+QyWRxcXEffvjhhAkTPOq+MupT\neb3ig0OXrrWqLETvXapiIb+lU4+JHUIIIURHDid2p06dAoBdu3bdf//9Aznw3Llze248cOBA\nty1FRUV5eXm1tbUkScbGxs6fP3/8+PE999PthV9++eW+ffsYDMbzzz+/YMGCgcQ5xAj5nCvN\nyq5bWExGVKDPqGi/tEj/pHBRbHDfM24QQggh5JkcTuyodXFGj+6jMLlT5OXl7dy50/q0qqqq\nqqpq6dKlvSaFFIIgtm7dmp+fz2KxVqxYMXXqVBfE6Tn6XBk4OshH6MXx4rBGRvqlRvqlRvgm\nhYk4OAECIYQQGhIcTuxSU1OLiopu3ryZlOSEEfQ9u+isWlpavvjiCwB45plnZs2aBQCHDx/e\ns2fPrl27xo0bFxIS0vMlRqPxgw8+KCkp4fF4q1evHjNmzMAj9HA6o+VSU+fFm4qKBkVFQ+fE\n4UHrF4y00Z7BgP0rHxDhnVaEEEJoKHI4sVuxYkVRUdHf/va3v/3tb4MRkNWxY8fMZvODDz64\ncOFCasvChQsbGhoKCgqOHTv29NNPd2uv1Wqzs7MrKysFAsGGDRucknd6pq6TWC81Kk1d6saX\n13f2+XLM6hBCCKGhyuHEbtGiRefOncvJyTEajStWrBg+fDifzx+MyC5evAgAU6ZM6bpxypQp\nBQUF5eXl3RrL5fKsrKza2tqgoKCNGzdGRkYORkhul3um/u8nahRdJrF2xWEz/Xw4JjOBt1YR\nQgihu1N/1rFbunTpgQMHPvvss88+++xObexcx27lypX19fW+vr5jxox56qmnutb2aWpqAoBu\nBbio4uiNjY3d9rN69eqWlpaIiIiNGzeKxWK73wrNeHFZ3bK6ICEvKUw0Kto/LcovOdwXlwtG\nCCGE7mYOJ3ZlZWWTJk1SqVROOXxtbS0AdHR0HD169OzZszk5OdY6OVQ5l271EKlyNNZKL1Yt\nLS0cDuftt9+2vfxKdnZ219cKBIKZM2c64330TS6XA0B7eztVM7Eng5kEAB7bVtUHhsbCZjEi\nRaxhAZzYAM4wP5afFwuABJCZ22Xl7c4PW6lUAkBLSwtVepwuqH/lxsbGzs6+7017Dr1eDwA3\nb97s6OhwdywOMJlMAFBbW9vS0uLuWBxAleeqqalpaGhwdyz2sl4wX758mcvlujcY+1ksFupB\nVVUVjYpcUdWiAKC8vJwq90cLRuOti/+ysjKq3B8tWOvO3ekr0jNRJ22LxeKysGNiYgIDA223\ncTixW7NmjUqliouL++tf/5qRkdHvdezGjh27YMGC4cOHa7Xa8+fPf/755x0dHXv37n3ttdf6\nfC01M7eroKAgqVS6ZcuW9evX2zhx/PTTT1SCRRGLxffcc0//4u8frVbbNUPq0EOjmtmoYTSo\nGW06xowoy5hgwsbLSRL+kA4sBgDoAECnAJ1isEMGANBoND2Tac+nUqmcdQXiSkqlksqn6UWh\nUCgULvl1dKquJwQaoVfqbyWVSt0dQn+0tbW5OwQHkCRJfUW2tra6O5b+aG5udncIDiNJ0mVh\nBwcHOz+x++WXXwDgn//85wMPPNDPuAAAYN26ddQDLpc7ZcoUX1/frKyss2fPWhv4+PgolUqV\nSuXn52fdSH3heXt7d9tbdnb2mjVrysrKNm/enJmZeaerq9mzZ3fNq7y9vaOiogbyLuwnlUq1\nWi3XS6BmCurkpmsdpup2g9rwP2mcnBRERfndaQ9u0d7ertPpRCJR138Fz9fS0mI0GulVcRwA\nmpubTSaTv79/t45qD9fY2GixWAIDA318fNwdiwPq6+tJkhSLxTSq706SZH19PQCEhITweDx3\nh2Mvi8VCjZ8JDQ2lUUej2WymRgRJJBIa9dgZDAYqpYuIiKBRj51er6cSaJd9KTuFTqdrb29n\nMBguG9kvEPS91qzDiR3VO+30deyoSaxdb5yFh4crlcra2tr09HTrxhs3bgCARCLp9nKJRJKd\nnZ2ZmXn69OmcnJxVq1b1+gv9xhtvODds+5WWlu6tMFTKDCRp6LVBqC8/NiIkLS3RxYHZVlJS\notPpxGJxcnKyu2NxgFKpNBqNoaGh8fHx7o7FATKZzGQySSQSaiwpXbS2tloslqioqJ5/mJ6s\noaGBJMmYmJhe107yTARBUIldXFycddSK5zMYDFRil5CQQKNrLY1GQyV2SUlJNMr+FQoFldil\npKTQ6Ma3VCqlEru0tDR3x+KAlpaW9vZ2FovlUWE7nM6PGDECAKiTixNVVVUBQNfJE9THdOLE\nia7NqKcjR/ayVFtUVFR2draPj09hYeGWLVvsnL3hSl5s6BoUm8VIChctHB+9YcHI3Dcmff/m\n5JUzPCurQwghhBC9ONxj98orr5w5c2bLli3btm3r91HXrVs3c+bMESNGiEQiuVx+9uzZ3bt3\nA0BGRoa1zfTp03NzcwsKCiIiIqwLFBcUFLDZ7GnTpvW629jY2KysrPXr1x8/fpzL5S5fvrzf\nEQ6GCAF5VclKjQzASawIIYQQGgwOJ3a/+93vysrKtmzZYjQaV65c2b917C5evEgtU9dVdHT0\nokWLrE9DQ0MXL168c+fOPXv27Nmzx7p98eLFoaGhd9pzYmLihg0bsrKyjhw5wuPxlixZ4mhs\ng2eEPzErPaTX7kaEEEIIoYHrZ61YANi5c2fXQq7d2L4T+v777x89erS8vLyjo4PD4UREREyY\nMGHu3LndxtXOmzcvODj4+++/p1ZFGTZs2Pz587v26vUqNTV17dq177zzTl5eHpfLffbZZ+19\nb4Osx1xehBBCCCFn6s8CxQOXlJRkZ8mvjIwM25lcr9Vm09PT9+/f38/gEEIIIYToieGBkwyG\nJLlcrtfrvb29fX193R2LA2QymcFgEAgE9FqAQyqVmkwmoVBoz8xwz9He3m42m0UiEb3WDWlt\nbSUIws/Pj0YzBwGgpaWFJMmAgAAarRtCkiS1CnRgYCCN1g0hCIKapykWi9ls9/Qm9IPZbG5v\nbweA4OBgGi13YjKZqPUCQ0NDe6756rEMBoNMJgOAsLAwd8fiAL1eL5fLGQyGjRFiroeJHUII\nIYTQEIGzMhFCCCGEhghM7BBCCCGEhoj+z4q1De/wIoQQQgi5GPbYIYQQQggNEQ4ndmRvTCZT\nZWUltbzwhg0bsLsOIYQQQsj1nDwr9uGHH87Pzz969OjDDz/sxN0ihBBCCKE+OflW7Pr16wHg\n448/du5uEUIIIYRQn5zcYyeXywMCAgIDA6kFEhFCCCGEkMs4ucfObDYDgEqlcu5uEUIIIYRQ\nn5yc2P34448AEB4e7tzdIoQQQgihPjmtbF9LS8uPP/745ptvAsBvfvMbZ+0WIYQQQgjZyeEx\ndn0uUBwXF1dUVCQWiwcQFUIIIYQQcpjTbsV6eXmlpKSsWbPm7NmzmNUhhBBCCLmek2fFIoQQ\nQgghd8GSYgghhBBCQwQmdgghhBBCQwQmdgghhBBCQ4Rdy530ORO2Jxy6hxBCCCHkYthjhxBC\nCCE0RNiV2JF2MJlM27ZtCw4Ohn718CGEEEIIoQFyTo/df/7zn5EjRy5fvrytrW3SpEmnT592\nym4RQgghhJD9BprYnTt3burUqXPnzq2urk5MTPzuu+9Onjw5ZswYpwSHEEL2k0gkEonE9Qfq\n87guCMzRkBBCQ1X/E7v6+vpnn312zJgxJ06cEIvFn3zySUVFxfz5850YHEII9YRZC0II3Yld\ns2K7USqVmzZt+uijj/R6PZ/PX7ly5Zo1a0QikdODQwghD9TY2Dio7QfO9UdECHkIxxI7s9m8\nY8eOjRs3tre3MxiMp556atOmTVFRUYMUHEIIIYQQsp8Dt2Lz8vJSU1Nfe+219vb2yZMnnzlz\n5quvvsKsDiHkStabsJIuujawWCwff/zxuHHjYmJiJk+e/M0339jY282bNyUSSXJyMkEQ1JbK\nykpqn5cuXaK2EASRlJQkkUgaGhq6HvpO+zx79mxSUlJkZOTOnTt7bU891el0q1evTk1NTUhI\nWLJkSX19fded7N+///HHH09KSoqJiZkwYcI777yjUqm6hv3CCy8MHz48NTX1rbfe0ul0PT+l\nrkc8ffr066+/fu+990ZHR6ekpCxatOjkyZM2PhaEEH3Z1WN39uzZVatWUSeCxMTEzZs3z5s3\nb5ADQwih/vjjH//49ddfU49ramrefPNNHx+fOXPm9No4KioqIiKioaGhurp6xIgRAHDy5Elq\nwaaCgoLk5GQAuHTpkkqlioiIiIiI6PPop06deuGFFwDg888/f+ihh2y0fP311w8fPkw9PnLk\nyIULF44dO+bn50eS5Ouvv56bm2ttWVdXt3379uPHj+fl5QmFQrlc/uijjzY3NwOAVqvdvXt3\nR0eH7agWLFhgfaxQKH766adTp07t3LlzxowZfb4jhBC92NVjN3bs2JMnT1pnSGBWhxByF+vo\nscYuujb46aefvvjii+rq6jNnzjz88MMAYO0569X48eMBoLi4mHpaUFCQkpIyYsQIa59WSUkJ\nAGRkZPQZ29GjR5977jmBQJCbm2s7qwOAixcv7tu378qVK/v27ZNIJM3NzVu3bgWAf/3rX7m5\nuaGhoTt27CgvL7927dqBAwfuueeey5cvf/LJJwCwbdu25ubmiIgI68svXLhg+1hTp07ds2dP\ndXV1XV1daWlpVlYWSZJbtmzp8x0hhGjH3gWKAaC9vX3FihUcDodhh0EOGyGEepeTkzN9+nSh\nUBgeHr5x40YAqKqqstGeytio7E2n0505c2by5MmTJ08+ffq0Xq+H2zlfn4ldbm7uSy+9FBsb\ne+jQoZEjR/YZ5zvvvJORkeHj45ORkfH2228DQH5+PgDs3bsXALZt2zZnzpyAgAA+n3/vvfdu\n27YNAKgevh9//LHXl9uwbNmyL774YtKkSXFxcffee29WVhYAWO81I4SGkv7MikUIIY81btw4\n6+PIyEgAUKvVNtpTGRu1rHpRUZHRaJw8eTJJktu2bSsuLn7wwQfPnDkDdiR2K1eujIuL+/77\n74VCoaNxUju/efMmAFRXVwPAE088AbcvqqnqPgBADfKjmvV8+Z385z//eeWVV3rW7zYYDPbE\niRCiF6eVFOtmsONGCKFe8Xg862N77h5ER0eHh4e3tbXV1taePHnS29t77NixY8eO9fLyKigo\nqK2tbWtrCw8P73OiGJPJrKmp2b9//wDjp86fFovFYrEQBEEQhPWMajKZ+rHDDz/8kCTJZ599\n9tSpU9evX29sbKypqRlgkAghj+WckmIIIeQyVLpmNpudtUOqx6u4uLigoGD8+PEcDofL5WZk\nZPz000/ULdoJEyb0uZPt27ezWKy1a9d+9tln9hyU2jOlqKgIAKjcMTExEQAOHTrU2Btrs54v\nv5MbN24AwNq1a2NjY6ms99SpU/ZEiBCiI0zsEEI0ExgYCAAHDx501s1EKrHLzc2tqamZPHky\ntXHSpEmXL1/Oy8sD+2ZOzJo1a9u2bWw2Oysr69NPP+2z/fr164uKijQaTVFR0YYNGwCAmm+x\nePFiAPjd7363d+/e+vp6vV5vNBqvX7/+1VdfzZ07FwCoGSE9X34n4eHhALBt2zaFQqFUKg8e\nPPjHP/6xz/AQQjTFwNumCCF6+f3vf//tt9923UJ1ZVErt3WbJNttY69tbty4MXHiROpxQUHB\n8OHDAeDKlStTpkyhNv7yyy/R0dH27PPgwYOvvvqq2Wx+6623VqxYYaP9zJkzf/jhB+s+w8LC\nqOVOAGDDhg13msnb2Ngol8sfeugharkTyuzZsw8dOnSnkLZv3/7OO+903cnjjz++b9++np8D\nQmgIwB47hBDNvP32288991xERASb7ZzpXzExMWFhYQAQHh5OZXUAkJCQQPV1hYWFdc3qbJsz\nZ84nn3zCYrHee++9jz5oTJk1AAAgAElEQVT6yEbLLVu2LFq0yNfX19vbe8aMGbm5uVRWBwBv\nv/32N998M3v27NDQUDabzefzExMTX3rppWPHjgGAv79/bm7uww8/7O3t7efn9/TTT3/88cc2\nDvTSSy+tX79+2LBhXC43Ojp61apVOTk5dr4dhBDtYI8dQgi5VK+9hggh5BTYY4cQQgghNERg\nYocQQgghNERgYocQQgghNETgGDuEEEIIoSECe+wQQgghhIYITOwQQgghhIYITOwQQgghhIYI\nTOwQQgghhIYITOwQQgghhIYI5xTkQX0yGAwWi4XNZnO5XHfH4gAqbA6Hw+Fw3B2LA/R6PUEQ\ntAtbp9ORJMnlcp1VKcs1aBq2VqsFAB6Px2Kx3B2LA6iw+Xw+k0mby3KSJHU6HdA2bC8vLwaD\n4e5w7EUQhF6vB7qFbbFYDAYDAHh7e7s7Fgd4ZtisrKwsd8dwV7hw4UJ5ebnZbA4JCXF3LA4o\nLS2trKwEALFY7O5YHFBcXHzp0iUOhxMQEODuWBzw888/X758mc/nW2uG0kJBQUFNTY1QKBSJ\nRO6OxQH5+fnXr1/39/cXCATujsVeBEH8+OOPtbW1YrHYy8vL3eHYy2g0/ve//62trQ0LC+Px\neO4Ox15arfbEiRO1tbVRUVE0ukTs7Ow8efJkbW1tbGwsjS5aZDLZqVOnamtrExIS3B2LA9ra\n2n7++ef6+vr4+Hh3x/Ir2lw8IYQQQggh2zCxQwghhBAaIjCxQwghhBAaIu7qkmImk+nixYuu\nOZZcLtfr9d7e3r6+vq45olPIZDKDweDj40Ov4VNSqdRkMgmFQhoNnwKA9vZ2s9ksEol8fHzc\nHYsDWltbCYLw8/Oj0agvAGhubgYAf39/Pp/v7ljsRZJkS0sLAAQGBtJoGpbFYmlrawOAoKAg\nGg1WM5vN7e3tABAcHEyjwWpGo7GjowMAQkJCaDRVxWAwyGQyAAgLC3N3LA7Q6/VyuZzBYISG\nhrrmiDExMYGBgbbb0GkWm9MxGAyXjVJXq9V6vZ7H49FrXLxKpTIYDLQbzq9QKEwmk5eXF73C\nlslkZrPZ29ubXmG3t7cTBEG7i5aWlhaSJH18fIRCobtjsZc1sRMIBB41C882s9lMJXZCoZBG\nabTRaKQSO5FIRKN8VKfTUYmdr68vjfJRjUZDJXb0OvupVCoqsXNZ2PZc0d3ViR2bzY6Li3PN\nsRQKhUqlEolELjuiU0ilUrVa7efnR6+wm5ubdTpdQEAAvcKur683GAxBQUExMTEGk4XDZjLp\nsFrB9evXqeneEonE3bE44PLlyyRJhoWF0WiiOkEQ1dXVACCRSGg049tgMFy9ehUAIiMjadT3\nr9Forl27BgDR0dE06o1WKBQ3btwAgGHDhtEoH5VKpTdv3gQAep20W1paGhoamEymR4VNm35a\nhO4ebUr9K/888/fjNe4OBCGEEM3c1T12CHkgld7y8qdFCo3xUlNnUrjowWTa9CchhBByO+yx\nQ8htztfJFVpjt41CPmve6AgAIEnYmFt+rU3tjtAQQgjREiZ2CLlHg0z7h73nntteVF6v6Paj\nZdPiJyaIAUBntKz66lzP5A8hhBDqFSZ2CLmBwWTJ/KZMrTe3KfVfnLre7adMBiPrsbTIQG8A\naFbosvaXE8TduywRQggh+7ltjF1DQ0NxcXFxcfHVq1dJkjxw4EDPNnPnzu25sVtLqk23jV9+\n+eW+ffsYDMbzzz+/YMECpwaOkBN8cOjS1RYVAIT48tfNT+3ZQMhn/+Wp0Us+K1brzcU10k+P\nX10+nU4lFBFCCLmF2xK75cuXD8ZuCYLYunVrfn4+i8VasWLF1KlTB+MoCA3E0YvNB883AgCb\nxch+fJSfd+/rEkUH+WxYMHL11+dJEnYX1iaEiqanumgNTIQQQjTltsQuMjLy/vvvv//++199\n9VXbLXvtzOuV0Wj84IMPSkpKeDze6tWrx4wZM+AwEXKya62qTQcqqcevP5yYFmVrWctJScG/\nmxT3+clrJAnZ31dEBnonhtFmGTCEEEKu57bEbuvWrc7doVarzc7OrqysFAgEGzZsSEpKcu7+\nERo4jcGc+c0FvckCANNSQheOj+7zJUunxF1pVhZeaTeYLNnfVex+ZQIdFi1GCCHkHkNk8oRc\nLs/MzKysrAwKCtq8eTNmdcgzvft9xc0ODQBEBnpnzk2x5yVMBuPtx9OGiQWSAO+Nj43ErA4h\nhJANNFigeOXKlfX19b6+vmPGjHnqqaf8/f17tlm9enVLS0tERMTGjRvFYvGddvXNN9/o9Xrr\nUz6f77LbtWq1GgCUSiVVo4YudDodACgUCnqFbTAYAEAmk3lU2EcuKY5XSQGAx2YunxDY2ljX\n+r8NTCYTAEilUovF0u21r98f6M1lgrrtmrrNReHajYq2tbW16x+X5yNJEgCam5upv01aoGIG\ngMbGRrlc7t5g7Gc2m6kH9fX19KoVSz2oq6ujUW0u6qQNALW1tfSqFUs98KiTdp9UKhUAEATh\nsrCDg4P7LG/NsJ4p3KXXaa1df9RVYGBgTk5O1yKJ1jYcDmfHjh1BQUE2jvXQQw91PRuKxeI+\nR/gh5BRmAraVc5RGAIC5wyxpQYS7I0IIDUEkSTKwY3/oGjVqVGRkpO02Ht1jN3bs2AULFgwf\nPlyr1Z4/f/7zzz/v6OjYu3fva6+91q1lUFCQVCrdsmXL+vXrbVxaDR8+nMqvKb6+vr6+voMV\n/f/SarUmk4nL5dKomDQAaDQas9nM4/FodJ0NAGq12mKx8Pl8Ho/n7lh+9fvx5N4Ko78X44E4\n714bUGF7eXlxub3Pk/VMSqWSJElvb28a9WoAQGdnJwDQNGyBQECjzhiCIKgTL03DFgqFTCZt\nhi2ZzWaq90skEtEow7OG7bIvZaegwmYwGCKRi6a12fPt4NE9dt2cO3cuKysrICBg165d3V6+\nffv2NWvWyOXysWPHZmZmeuC5o7S0tLm5OTo6euTIke6OxQElJSXt7e1xcXHJycnujsUBhYWF\nCoUiKSkpPj7e3bH8DwtBWgiSy+79S6KgoECtVqempsbExLg2rgHJz883GAzp6ekSicTdsTjg\n8OHDBEHcd999ISG0qcZLEMThw4cBYMKECV1vXHg4g8GQn58PAJMmTXLZ99/AaTSaEydOAMC0\nadNodEGuUCgKCwsBYMaMGTS6aJFKpcXFxQAwZ84cd8figJaWlrNnz7LZ7EceecTdsfyKNlch\nAEBNiaAuWLuRSCTZ2dlCofD06dM5OTkEgfe5kCdiMRl3yuoQQgihgaPTd0xVVRUA9Dp5AgCi\noqKys7N9fHwKCwu3bNni9p5IhBBCCCEX89zEbt26dT///LNcLrdYLFKp9MiRI3/9618BICMj\n404viY2NzcrK4vP5x48f3759uwuDRQghhBByP7dNnug249X61DrY7uLFixcvXuz2qujo6EWL\nFtnYbWJi4oYNG7Kyso4cOcLj8ZYsWeK8kBHyRBqDuV1piBH7uDsQhBBC7ue5PXbvv//+tGnT\ngoODWSwWn8+Pj49/7rnncnJyBAKB7RempqauXbuWw+Hk5eXt3r3bNdEi5Bb1Hdqln5Ws3H1W\nrjG6OxaEEELu57Yeuz6nwSYlJdlTQKLX/aSnp+/fv7+fkSFEH29/V17brgaANd9e+OS5MWwW\nbVY3QAghNBg8t8cOIZpqkuukKoNrjvWnR0cKvTgAcP6G7OOj1a45KEIIIY+FiR1CzmQ0E5nf\nlD2z7ZeSax0uOFxEgPe7T4xiMhkA8O+SmwdKG1xwUIQQQh4LEzuEnCnn8KXLzUqF1rjpQKXJ\n7Ir1FMfGBb4ybTj1+C+HL1U19rLQI0IIobsEJnYIOc3Ri815pQ0AwGYxNj42kuOqtYifmThs\nemooABjNxB//dd5lN4IRQgh5Go+uFTvYSJJUKpWuOZbJZAIAo9HYa+UMj2U2mwHAYDDQK2yL\nxQIAer3elWHf6ND9Oa+Cerz0gegYX6ajR6cqpuh0un6EvXJq1I02VU2bRqoy/HFv6ftPJHNY\nLkorqcXAtVotvX5JKBqNhkZhW2vqaDQaDyyceCdG460p22q1mkZLx+t0OuqBSqWyvgXPp1ar\nqQdKpZLNps1XPFUoFu5QXMpjabVaACBJ0mVh21NM3P21Yt3IYDAUFBS45lgWi4UgCCaTSaPT\nMdA2bLPZTJIki8VyWeluowX+Xg7tWgCARH9YlAT9qL49wLA7DfDpBdCaAQDuC4U5sf3YR3+4\n/tN2Cupai6Zhs9lsGtV3J0mSukSkadg0qrgKAARBUFe2+Gm7gOvDTk1N7bMq912d2LlSaWlp\nc3NzdHT0yJEj3R2LA0pKStrb2+Pi4pKTk90diwMKCwsVCkVSUlJ8fLxrjrju3xeOVbQAQESA\n965lGQJ+fy6UCwoK1Gp1ampqTExM/8I4fa3jjT2lBEEK+eyvXp0YLOL3bz8Oyc/PNxgM6enp\nfZ5uPMrhw4cJgrjvvvtCQkLcHYu9CII4fPgwAEyYMCEgIMDd4djLYDDk5+cDwKRJk0QikbvD\nsZdGozlx4gQATJs2zcvLy93h2EuhUBQWFgLAjBkzaJQkSaXS4uJiAJgzZ467Y3FAS0vL2bNn\n2Wz2I4884u5YfkWnS1WEPNO3xXVUVsdlM99dOKp/WZ1TjI0LfHV6QlSgz2dLx7smq0MIIeRR\naHMDHiHPVNnQ+cmPV6jHq2YnJ4a5uUPi6Ykxj42N5HPodOscIYSQs2CPHUIDsuXoZZOFAIDZ\n6ZK5oyPcHQ4AAGZ1CCF018LEDqEBeX9ResbwoLgQ4R9m02kYIkIIoSEJb8UiNCC+3pycp0cr\ntSbsJ0MIIeR2bkvsGhoaiouLi4uLr169SpLkgQMHem1WVFSUl5dXW1tLkmRsbOz8+fPHjx/f\ntcHcuXMBoNvLv/zyy3379jEYjOeff37BggWD9y4QAgAmg+Hn08fCQgghhJALuC2xW758eZ9t\n8vLydu7caX1aVVVVVVW1dOlSKpnrFUEQW7duzc/PZ7FYK1asmDp1qnPCRQghhBDyeG4bYxcZ\nGblo0aKtW7feqUFLS8sXX3wBAM8888zevXv37t37zDPPAMCuXbtaW1t7fYnRaNy0aVN+fj6P\nx1u7di1mdQghhBC6q7itx85GSkc5duyY2Wx+8MEHFy5cSG1ZuHBhQ0NDQUHBsWPHnn766W7t\ntVptdnZ2ZWWlQCDYsGFDUlLSoMSNEG11ak0/XGj6bUa0uwNBCCE0WDx3VuzFixcBYMqUKV03\nUk/Ly8u7NZbL5ZmZmZWVlUFBQZs3b8asDqFualpVL/y96KMj1f8uuenuWBBCCA0Wz03smpqa\nAGDYsGFdN1KllhobG7s1Xr16dW1tbURExObNmyMjI10VI0K0UVYnb5TrAODjo9Xn6+TuDgch\nhNCgcH+t2F6ntQLAggULLBbLd99917X8vMViWbBgAZvNzs3N7fpyAOBwODt27AgKCrJxrIce\nekgu//UrTSwWv/rqq055F2jIMxOgMTN8uTSurfyfWtYFKRMAvNnk0hSLiM7vBSHUK5IkGQyG\nu6NAg2XUqFF99l55bo+dDT1/a4OCgkwm05YtW0wmk1tCQkPej/Wsv1ewL8lp+SdDmRVtCfch\nAUBrZnx7lWUi3B0QQgghZ/PcBYp9fHyUSqVKpfLz87NuVCqVAODt7d2tcXZ29po1a8rKyjZv\n3pyZmdm1k6+rzZs3m81m61MWixUd7aKB5FeuXJHJZCEhId1uLnu46upqhUIRHh4eFRXl7lgc\nUFFRoVaro6KiwsPDnbLDE9Ud587cAIADtZzZE0cEi3hO2W03Fy5c0Ol0MTExoaGhg7F/AEhM\nM/7+m2q51tSiZZzVhv5+eszA91laWmoymeLj4233l3uakpISkiQTExP9/f3dHYu9SJIsKSkB\ngJSUFKFQ6O5w7GUymUpLSwEgLS2t59nbY+n1+rKyMgBIT0/n8QblT34wqNXqiooKABgzZgyb\n7blf8d10dnZeunQJALotVevhZDLZlStXWCzWfffd55ojCgSCPtt47r96eHi4Uqmsra1NT0+3\nbrxx4wYASCSSbo0lEkl2dnZmZubp06dzcnJWrVrFZPbSszJ69OjBDNmWuro6AODz+fT68uNw\nOADg5eVFr7Cp05m3t7dTwq6Tarb/1EA9fmX68BGx3X/9nIW6IBEIBIP3aQcFwftPeS//5xmT\nhfjvpY60GPGT4wd6bUP9rQmFQnr9kjAYDJIkRSIRjcImiFu9rL6+vgEBAe4Nxn4Gg4F64Ofn\nJxKJ3BuM/TQaDfUgICDAy8vLvcHYz5rMBQYGUidweqHR3yMAUF1FDAbDo8L23PtKaWlpAHDi\nxImuG6mnI0eO7Nk+KioqOzvbx8ensLBwy5Ytbh87iIYGndHy1tdlWoMZAO5PFC/KiHF3RAM1\nMtLv9zNvTRv/+Ojl4hqpe+NBCCHkRJ6b2E2fPp3NZhcUFHz77bdqtVqtVn/77bcFBQVsNnva\ntGm9viQ2NjYrK4vP5x8/fnz79u0uDhgNSe8frKptVwOAJMD7T4+mDY1ByY/eFznv3ggAIAhy\nw76L1GxZhBBCQ4DbbsV2KwtmfWqdHhsaGrp48eKdO3fu2bNnz5491paLFy+2MQIpMTFxw4YN\nWVlZR44c4fF4S5YsGYTY0d1i/+mbP1xoAgAum7lp4Sgh33OHLjhq1azk623q8noFk8mQawwS\nf9rcaUIIIWSD5/bYAcC8efMyMzOTk5P5fD6fz09OTs7MzJw3b57tV6Wmpq5du5bD4eTl5e3e\nvds1oaKhp6qx86Ojl6nH/zcrOSGMNmOD7MFhMzc9ec/EBPGuZRmpEX59vwAhhBAduK0HoufC\ndb3KyMjIyMhwdD/p6en79+/vZ2QIAah0pnX/vmAyEwAwIy2MunE5xAQJeTlPu206EUIIocHg\n0T12CLnLp8drmuQ6AIgLFmTOTXF3OAghhJBdhs6YIYSc6NXpwzu1xp+vtL+78B4+p/dlERFC\nCCFPg4kdQr3w5rHfeWLUzQ5NVKCPu2NBCCGE7IW3YhG6I8zqEEII0QsmdgghhBBCQwTjbq7Q\nYDQaz50755pjqVQqg8HA5/PtKfTmOZRKpdFo9PLy8vGhU9+VQqEwm80+Pj40KgQEAHK53GKx\n0C5smUxGEIRQKKRRPU0AkEqlACASibhcrrtjcQAVtq+vL42qRREEIZPJAMDPz49G1UstFotc\nLgeAgICAXmtUeiaTydTZ2QkAgYGBDPqsqG4N26Nqc/XJaDQqlUoGgxEYGOiaI8bFxYnFYttt\naPM3NhhYLJazisT3qa6uzmAw+Pj4uOyITmEwGIxGo0AgCAsLc3csDtBqtWazWSgUBgcHuzsW\nB6hUKovF4ufn57JzxJ3IteYdhc3Pjw8JFfWd9CgUCoIg/P39/fzotB5eR0cHSZIBAQE0ql5K\nkiSV2AUFBdHoWstsNlOJnVgsptFFi8FgoBK7kJAQGqXRWq2WypBCQ0Op8tO0oFarqbDp9RWp\nVCqpxM5lYXt7e/fZ5m5P7KKiolxzrPb29s7OToFA4LIjOkVzc7NKpRKJRPQK++bNm1qt1s/P\nj15hX79+3WAw+Pv7uzfsKy2qtd+WSlWGTgP848XxXtw+vhsuX75sNpsDAwMlEolrInSKiooK\nkiTFYnFISIi7Y7EXQRDl5eUAEBISEhAQ4O5w7GUwGKqqqgAgLCyMRmm0RqO5fPkyAISHh9Mo\nH1UoFDU1NQAQERFBo3xUKpVev34dAOh10m5pablx4waTyfSosGnTvYwQco0QEZ/LZgLAtTZ1\n1v6Ld/FgDYQQoh9M7NDdrkNtcHcInsXXm/PnhffwOCwAOFnd9sWp6+6OCCGEkL0wsUN3tWMV\nLY9+dOo/5xrdHYhnSQoXrbldb+Pvx2sKr7S7Nx6EEEJ2wsQO3b1utGvezaswmCzv5lWUXOv4\n//buOz6qKv8b+PdOy/RJQhoJkEACBAwl9A5S7AKxYNdVEZ9dXdH9qSgqIOC64oKu6z4WYOEn\nPrpSBYSlSkBK6CWEIiWUJEzqZHq/9/njwjCkzCSQqXzeL168Zu49c+d7z53c+c65554T6nDC\ny93dWz8+MJ2IWI77cMWxS9XmUEcEAAD+IbGD25TV4X73pyNWh5uIhnRK7NchxDeihqHX7uo8\nICuBiIw211s/HDbZXKGOCAAA/Ajru2LHjh1bf+GaNWvql6mz8Lvvvlu+fDnDMH/4wx/y8vIC\nGiREqE/XnSiuNBFRSqzsg7xukTPeU/AIBMzMR7o//82eUp31YpX5w5WFnzzRU4CaAgAIY9HW\nYsey7D//+c/ly5cLhcLJkycjq4MGrdx/ef2RMiKSiAR/e6ynRh4xgwIEmVom/vixnlKxkIh+\nO12xeAdupAAACGth3WLHq9Ma54PD4fj000/37t0bExMzZcqUPn36BDQwiFBntMZ/bDzNP37j\n3uzs1IgZWCskOrVWTx13x7TlxxLV0v6ZkTQoPADAbSgCErsmslgss2bNKioqUiqV06ZNy87O\nDnVEEI6MVueU/xy2O91EdHf31nl92oY2Hs5m44wm1mTkjCb58eMCq42Ry1m1WhBOw8/e1a21\n2e4anp0cr4yk2bcAAG5DUZLY6XS6GTNmFBcXJyQkfPjhh23bhvjbGsITx9FHq4vKdFYiSk9Q\nTHmgawtv32Zj9Xq2Vs/p9Zzd5nnK6vWcXs/q9ZzNfnWhvpar1bO1tZzD4Xm5Z96GK0SMRCKI\njRWkJAuTkoUpycJ27YTJScLkZEFSsqhNGhP06aRCngEDAEBTREBiN3ny5MuXL2s0mj59+jz5\n5JNxcXH1y0yZMkWr1bZp0+bDDz/0MT/uggULrFar56lMJhs8eHBAgq7HYDAQkU6nO3nyZHDe\nsUWYzWYiqq6ujqyw+aNcWVnpdDq9l28/Z8o/WUNEMSLm5X6ai+fPNLoJs1lgsZDZwljMZLYI\nrBYyGAVWK5nNjMVCZrPAaiWTWWA2ecow9pYc6JhzONwVFe6KCicV1l/LxsZSfDybmMgltGJb\ntWITErhW8WxiIhcfzwV9wlaXy0VEZWVl/Ic8UnAcR0SXL1/mpzGNCNy1aUAuXrxYXl4e2mCa\nzu128w/Onz8fExMT2mCaznP2OHv2rEgUAd+VPJvNxj/4/fffBYKI6Ubv+WqOrO8a/iuSZdmg\nhZ2amqrRaHyXYbgwnjCo/l2xrVq1mjt3rvckiZ4yYrH4m2++SUjw1QdozJgx/KTOvMTExFde\neaXl4oVwJHA4BFab0GYVWG2MxXL8skNbZe+nMrcRWgVWq8huF5ot/FqhzSqw2YVWq9Ar+w8Q\njmFYmcwll7FSmVsmZaUylzSGlcpILBLrdKJavUSnExmNzLVvxGZsWSRyxsU6NBpnXJxTrXG2\ninOqNc64OIdG44zVcJEzdyQA3ASO4xjcuh69evTo4feaZFj/CunXr19eXl7Hjh0tFsvhw4f/\n/e9/V1dX//DDD6+++mqdkgkJCVVVVV988cUHH3zgY9rj3Nxck8nkeapWq30ngi3IaDTa7Xap\nVKpUKoPzjrfK5RLY7Uaj0Wm2yAUCzxzYDEMC0w1j1TI2G+N21XnhDQWMJu+nAoednNfLMywr\nuDGRYswWhq7/3mAcDrJfv17JcCxjuaG8wGIhjr3+1OlkrVYiElqsAputTm7U2edO3xxWLuNk\ncs//rEzOKRWsTMbJ5axMxslkrFzGKhSsXM7JZFf/l0rrb0en07ndboVCcbW2WVag1wura0Q6\nnbCqSlhbK6yqFupqhDU1ouoaxmJpMBjG5ZJUVkkqqxpc61ar2bg4d0KCOy7WFR/vjo93x8e5\nExLY2Fi3v1+BjampqWFZVqVSRVBjDBFVVVURkVqtlkgiqeMgH7ZGo4mg+d1ZluWbRWNjYyOo\n6cvtdvMNAfHx8RHU9OV0OvV6PRG1atUqgjI8T9hB+1JuEQ6Hw2AwMAzTqlWQRkKVNvTdUUdY\nt9jVcejQoRkzZsTHxy9evNizkG+x++qrr6ZOnarT6fr16/fuu+8KhcKQRdmIgwcPXrlyJT09\nvVu3bk18CavXExG53SyfGLmcnNlCRHznLSLiLFbO6SAizmTmXC4i4gwGjuOIZTmjkYg4p5Oz\n8C9xcFYrEXFWK9+pizOZODf/EiNxLMdxnN5ARJzbzZlMDYVzW2CkUkalFCiUjFolUGsEKiWj\nVAlUSkapFKhUjFotUKsZpVKgUjIqlUCpZFQqwc3mQ/Xl5+ebTKacnJyMjAy/hTmr1V1W5q6o\ncJeWucvL2fJy95Ur7vIKd1kZW1nJfx6ahZFIBCnJwpQUYUqKMDlZmJoqTEoStm4tSEkRpiQz\njSdtmzdvttvtubm5aWlpjZUJQ+vXr2dZtm/fvsnJyaGOpalYll2/fj0RDRo0KD6cbq/xzW63\nb968mYiGDRumVkfMTehms3nbtm1ENGrUKM8v2/BXW1u7c+dOIrr77rsjKPuvqqoqKCggogce\neCDUsTSDVqs9cOCASCS65557Qh3LdRHz44mI+Btd+aS+jrS0tFmzZr377rv79u2bO3fum2++\nGYY/sFrtKVB9t6RKICQicjpYPuWy2chuJyLWbCGnk4hYk4mafwEO6uAEAkahEMXHXcvMrv2v\nVjFqtUClupqrqZQCpZJRawRqFaNSMZHTnMDIZKLMTFFmZgPrWNZdVeW+or2W7ZW7y664K8pZ\nrdZ9Rcs20hOOczjcly67L11ucK0gPl6YlCRMTRUkJwlbtxYmJwtTriZ/LbhTAABwiyLma4yI\nTpw4QUQN3jxBRO3atZs1a9Z77723c+dOiUQyefLkcGuFjiktFe/a3ZId7FuOQK0mhiGBQKBW\nERGJxIxCTkQmu8MhEMhkMoVCQUQCtYqY6xkzI5UyUq+GHIFAoFJ5b5ZRKsmr9ZSRSBjvH74M\nI9Dc8POdkSsYsddnUiwRyOU3FLixeUwgl5Pk+k9SRihklEoi2rlzZ21tbXZ2dlZWVlOrIJoI\nBMKkpMZSrmtNfeKejm4AACAASURBVJXusjK2vNyt1bq12qtNfRUVjTX1sTU1bE2N89Sp+qu6\niETn/88kys1tyV0AAICbEr6J3fvvv3/vvfd27dpVrVbrdLoDBw4sWbKEiAYOHNjYSzp06DBj\nxowPPvjg119/lUgkf/rTn4IYbxP4bBVnYmIYqfTqA5mUiOj6Eun1VfwDaQwjlXqekvdrvQrc\nuFkpI5VS/QIKhY9mquK9eysrKzMzM9O7dGmROoCQ89XUR8Tq9W5tOVtR7i4vd5dXuC9dcmvL\n3RXlrLbcXVlJDfXcYFyufRZ1w5sDgJbjcLGVRrve4qi1OPQWp97i1FudeotDZ+afOoQC5osn\nWngUJ/Dtiplp22L9cVpG+CZ2x44dO3bsWJ2F6enpTzzxhI9Xde7cedq0aTNmzNiwYUNMTMyL\nL74YyBibp2LEiJhHH+3cuTMjFvHjkNVtwQIINYFGI9BoqHOn+qs4q/V6N76KCrdWayspO3X0\nbKyherst/sTa4gGdrLkZcTltYmWSsOvkChDOzHZXrdmRoIqJEfv621m5//LnGxpoNfcQC/33\nQTp8UedwsZlJygRVJN3tFLYqrEjsmmzOnDkbN24sLCysrq4Wi8Vt2rQZNGjQ2LFj/d7ClpOT\n8957782ePXv16tUSieSZZ54JTsB+uTRqtnWKKL1dqAMBuBmMTCbq0EHUoYNniYZo1dYz/ASy\nlVfMJ66co+0kEjJdUjU90+NyM+J6touTx4TvSQYgaMx2V/7JCoPFobc6PQ1seivf6uZwuTki\nmj+xf7e2vsahjPU3q7VIyNicrO8yS34r3n2mkojUMnFmkrJ9kjIrWdUhSZmZpFTJIuZmi4DS\nW5zFlabiSlNxpfnPd3VqSrocVsL3nJudnd2UacEanEk2Nzd3xYoVAQgKIoaTDa8eltFq0sis\n38+eP1JBlmt981xurvBybeHl2iU7iwUCZtYj3UfdkRLSGAFantHqrLU4a68lZ+0TFV3TfLXb\nmGyuWasaGGzcm97i9F0gLV4+ICshViHRyMQauVgjE8fKJbEKieexWCSora31vZHzFUb+gcHq\nPHxRd/ji9bFdk9TSDknKe3uk3t29te+NRJNas+NchelilflchelipelchUlnvj7A1vjebTok\n+RqkrIOa5Si8Mr/wTewAblqFmf3yqOhxseH2vHcimAQMc28HwZ2p9oT2XUstosMXdYcv1NSY\nrp4WWZbLTFL53gJA+Pt665niChOfw/HJHMve0N/0yUEZvhO7xhrb5DGiWLk4Vi7RyMUKqZ9v\n5G5tYz9/pndzg6/jiUEZ5ypMZ7XG4kqT1XHDCAwVBluFwea71TCaXKo2T1qwr9bi8FGmuNLk\nO7FTSSjcWhGQ2EE0cLm5s+XGE6X6U2WGE6X68xVWlqN/F1Rq4i4+NiA91NFFP4ahdnExA3PS\nHunXjoguVpkPX9AdvlhzodKcnuBnWls3ywkF4XZihOhxvKS28FKt1em2OtxGm9PqcPP/PI+T\nNdL5E/v73si+c9UnShsYactD7zM5IKIYsfBPozsppaI4voFNfrXVLfiX+TynRI6jslrr+Qrj\n+QrT2XLj+QrzxSqTy81lJvsZRb/aZF93uKxDsjIzSZmikYXZ+BPNkKiSGqx1W0ljxMKMBEVG\noqJDkjIjUdkjAtNcJHYQqZxudlOh9mSp/mSZ/net0emq27MkQSG6t0dqSGK7zaUnKNITFOP7\ntGlK4U9+OXHkgq5nRlxuelxuRnyKxv+46nCbqLU4jl/WWx0us91ttrusTrfN4TbZnRa72+Jw\n2Rxuk931j2f6aHz2PNt5upLvBtoYQRN+V8TKr/ftVkpFfAMb/79GJtbIJdmp/gdefnZoe79l\ngolhKC1OlhYnG9r56tBILjd3sdrs92/wZKnh/275nX8sjxF1SFRmJiv57nodk1WxitBM5cJx\npNVbL1aZz5Xz11WNPdPj/nyXr8mGZBJh+0SFRCRon6Rsn8j/U7SOkwkiN1clIiR2ELmEAmbu\n+pMWewPjrsVJmRS5+/khqWr0BQ57hy/UXK62XKo2rzlYQkSpcTI+w8tNj0uLl/t9OYQnjiOD\n1WmwOo02Z7XBUlTN2N3MlX2lJKywOtwWh8tkcz3av12Pdg2PS8o7W25684dDvt/IZHP6Tuzk\nEl9fczKJMEbkv81s8j2dX72rk0Yu1sgkImFkf+v7IBIymT4vO/LOlhs9jy121/GS2uMl1zv2\nxSkkWcmquU/1kjShYm9Fud52ptxYXGG6UGkqrjTXv7IsaUJr6P97ZXDAAgyZ2zqx88xgGAR2\nu52IbDYbP9VjpHA6nURktVrDM+wOCbLjpUYi0shEHZMUnZLlHZMVHZMUJedPmUymWLEzPMNu\njNvtJiKTyRRZYbMsS0RGo/EmwrY5WQFxDHN9gLwynbVMZ113pIyIWikl3dKU99yRkJPW8h31\n+NkUDQZDGM5A2BjPDJB6vZ6v9iAz2VwmB2uyuWJEgrbxvtp1XG4u76tDXuMeioiILl7yLtMl\nKSZN7muWHYfF7GMtr6yiOoZteN5kXqdWwlfvTJeKBfw/ZYzo6mORQHmtT1uDH12bzcY/qKmp\nUcTEkIA4m63W5jeiEPPMh15dXR2gmXm7p4j/OLztxRrbhSrrpRqryX7DQdSZHefKDYba5n23\neuaUavpp5F9bL2464auwttYS6HOpwWAgIo7jgnbSViqVfqeLjaS5Yluc3W7ftWtX0N7L7XaL\nRKLImnE8yGFbXVRi5EqNXImRc7jphe5+vnFPVbMujmmjpFjpDb+hbTYby7ISiSSCZhyniA3b\narVyHBcTE3PTGZLZwRXruQsGKq5ltaa6p6RHOgt7pbT8T3+LxUJEtxJ2SPBhS6XSgM6auP8K\nW2rkrG6yOjmbiywusrrI6rx+ZHokMY918fMp/XCXy+7y9f1yX6ZwSBtfe2F00M4St0RAEiET\nIySpiCRCRiwkqZBiRCQRkFjIyAL2t8JxnNVqJSKZTBZu8xj54Ha7+XaEoIWtt3PlZk5r5irM\nXLmFKiyUrqYXuvs5MPmXWJbjkhVMioKJlzHstbDlcjnLUbWVi5cxvttGd5Ww685dzynlYkqW\nM4lyJlnBJCmYRBmpYwK++26vsAP9XrwuXbq0bu3nnuVI+v5ocTExMSNHjgzOex08ePDKlStp\naWndunULzju2iL1791ZWVqanp3cJzMwTVof79BXDyVL9iTL9yVJDSc31X94ChhkweJjvUdAa\nO3j8lGIdOnSIrCnF8vPzTSZTp06dMjIyQh1LM2zevNlut3ft2jUtLe3Wt2a0Oo9c0h26oDty\noea01siy3FP3DW4d2/LjeK9fv55l2e7duycnJ7f4xgOEZdn169cTUa9eveLj4xsrZrG7DDaX\n0eo02pwGq9NodV19YHMZrA6GmJmPdPf9Rv/94fC+KxU+Cig0CSNH9vK9kY3lh10sp5KJ5WKm\nquySREg52Z0SYpUyiVAmEcolotQ4md/OEuN8rw4ks9m8bds2Iho0aJAsckaSr62t3blzJxEN\nGzZM7HO6owBhWc5kd/k9sp/N3V5puNr+GSMWto2TKliXgyWHWHqpyux0s0v+OKhjiq+m+pRS\nfUx8aWaSMiNR2SFJGReKvn1arfbAgQMikShouURT3NaJHYTQ0Uu6OWtPFFeZ64wa4CEQ0IUq\ns+8RBCD6qGTioZ2T+N7cZrurqETvN6srOFt1rtyUmxHXubU6Wm+wtTvdRptLZ7a7WPLdc+k/\ney76npzA99wGPPWN7WBCAaOSidVSsUomUsvEapm4U4r/ewU+eeLq9MF2u33z5gtENKx7klrt\n/4UQ0QQCxm9WZ7Q6PVkdEdmd7rMVFro6GtzVDnzFlSbfiV3XNA2+IBqExA5CQyUVn6sweS8R\nMEy7BHmXVE3XNE2XNHWnFHWg+95CmFPEiPpltvJb7L9HyzYeu0JEMomwR7u43Iy43PT4rmma\niOvkXmt2rDpw2WBzGaxOI3/ngdWptzqNNpfdefWS0/NdmDSlr+ubficPsDvdDhfr+4/riUEZ\n9+emqaRilUysloowfQi0LKlEOH9i/3PlpnMVxuIK09lyk/dgcklqaUaiQulvVD9oDCoOWhjH\nEX9FtW0rX30OMhIUMokwVi7h07guqZrsVLUC3x/QfIcvXB063+pwF5ytKjhbRURSsbBb29ie\n6XG92sffkaYJ2o8Eu9NtsDobTM76Z7Yalp3k47U2p/ubX8/63r7NzRD5SuwSVTHZqWqVVKyW\nX21jU0nFaplYJROrpCK1TKyS+h87LSsZw0pDAImFgm5tY71HQj57Sbtx10ERQ0+Nvxsp3S1C\n9UELqDDYPIMDnyzVG22u+3PTPhif4+MlAgHzy5sjkMnBLeI4mv1oj0MXao5c1B29pPOMd2Bz\nuvefr95/vpq20SP92r15/y11ErXYXX5brSbO3/u71uCoN56ih0ws9J3YNdjYJpMINTKxSiZW\ny8TKGJFMUOY7jH6ZrfplDvRdBiDcxMpF6SqOiJDV3TrUINwMvcV5skx/olTP53NVRnudAid9\njtLOQ1YHt45hqHu72O7tYonIzXKnrxgOXag5ckF35JLOZLs6xmFuuq/B0ojo9BXDGa2Rb1rj\nh14zWJxGm0t/rdWta5rm35MG+N6Ii2V9ZHVEZLD5mQlULhFNf6gb34mNb1pTy8TeF5RZll2/\nvtT3RgDgNhcN36x79uxZvXp1cXExx3EdOnQYP378gAF+TsFwi77ddnbFvksNrpJJhJ1S1He0\n0XAcRc4QARANhAKG70/99OD2LMudKTcevqA7fKGmZ4afxG5T4ZX/t+uCjwL15x2qL1ktrTU7\nVJ6cTC5WS6+maGq5WCUVpcX5GRCBYQhzpQDALYr4xG716tULFy70PD1x4sSJEycmTpw4duzY\nEEZ1Exwu1ulm/TZiXawy1xlc22x3sV4jfyWppb5n52RZbs2hUjfLWhx1hwY12pz8lsZ0a93J\n9+1IqeoV1x6LhExWsqprmqZLqqZrmrp9orIpU/QABJRAwHRure7cWv34QP+TBaukDd9wwN/f\np5GJmzLeiucmUACAEIrsxE6r1f7v//4vET399NP33XcfEa1fv/77779fvHhx//79w214qvxS\n4aGjWuG6SiKyOlwud90e0B2SlD/4m95k5qrCohJfVznz+rSd8mBXHwVYjv62tsj3u2QmKX0n\ndt3bxd3fM7VLmqZrmqZjskqM21chkvVuH/+n0Z08TWuePm3oLQAAESeyT1tbtmxxuVwjRoyY\nMGECv2TChAklJSX5+flbtmx56qmnQhteHW6WLA6WqNFeOGwTZgHxOzmx3400pTWtkaHlrmvb\nSv5BXiSNtAzgQ50b9AAAIldkJ3bHjh0jojvvvNN74Z133pmfn19YWBiioBolEZJcIlDLY+qM\nriUVC/kWrxSN/8s9fTu0SlJfnSdOIRXVydIUMaI72vj5fhIImHcevMN7CcPUvREJoz4CAABE\noshO7MrKyoioffv23gv56ZhKSxu4d+zKlSveM2cLBAKNJkgZjNvtHprqfrxvSufOnX0U4yeC\n9OHpAf77VvvdyF1dG52M6BqO3wg/Lb3T6fS7zbDCH+UIDdvhcERW2Px80xEXNs9ut0dQ2J7T\nl81mi6CwHY6rY8/abLYImgeZnyiWrs2GHNpgms5muzqjg9VqdTr93/QTJvgZV6kJ319hhQ+b\n47ighd2UycSZCPq81peXl+d2u1etWuU9jbfb7c7LyxOJRCtXrqxTfsyYMTqdzvM0MTHxlVde\nCVKsAAAAAcZxHIPxCKJXjx492rZt67tM1PZ5xycbAAAAbjcR0yreIIVCYTAYjEZjbOz1jmUG\ng4GI5PIGhoz67rvvQnUpdu7cuXv37h09evSkSZOC844tYtasWYWFhWPHjn366adDHUszTJ06\n9ezZs48//vhDDz0U6liaYfLkyVeuXHnhhRfuueeeUMfSDC+99JJer3/llVeGDx8e6lia4emn\nn3Y4HG+99Vbfvn1DHUtTOZ1O/p6wGTNmdO3q6+b3sKLX61966SUimjNnDt9VJiKUlZW9/vrr\nRPTll18mJfmaMiSsnD17durUqUS0aNEihcLX0Fdh5dixY7Nnzyain376KYLaZQoKCubNmyeX\nyxcvXhycd5RIJH7LRHZil5qaajAYiouLc3OvjyB14cIFIkpLS6tfvnXr1kGLrQ6TyaTVaq1W\na4MZZ9gyGAxardZut0dW2DqdTqvVOhyOyAq7pqZGq9W6XK7ICruysrKmpoYa+TUVtvhPiEAg\niKCwHQ6HVqslIqFQGEFh22w2PmyxWBxBYUskEj7smJiYCApbJBLxYUul0ggKWyAQ8GHL5fII\nSuyISKvVKhSKsKrqyL4U2717dyLatm2b90L+abduGIwDAAAAbi+RndiNHj1aJBLl5+cvXbrU\nZDKZTKalS5fm5+eLRKJRo0aFOjoAAACAoIrsS7EpKSnPPffcwoULv//++++//96z/LnnnktJ\nSQlhYAAAAADBF9mJHRGNGzcuKSnp559/Li4uJqL27duPHz9+4MCBoY6rLplMplarpVJpqANp\nHrlcrlarY2JiQh1I8ygUikisbT7siKttpVLpcrnE4oanWw1bKpXK6XRG0LBqPLVaTUTeAzyF\nP4FAEIlhC4VCPmyBIJIubYlEIj7syOqp5gk7sojFYrVaHVYd7CjSx7EDAAAAAI9I+iECAAAA\nAD4gsQMAAACIEkjsAAAAAKIEEjsAAACAKBFhd4SFp7FjxxLRmjVrQh3Izbu5XQjJjr/99tun\nTp3q1KnT3//+92C+702rqKhYtmzZ0aNHq6qqBAJB69atu3fvPmLEiI4dO4Y6NP84jtu9e/fW\nrVvPnDljMpmUSmVWVtbIkSOHDBkShvfc8R/IlJSUr776yvsGzPD/C+Uj5PHTMyQnJ3fs2HH4\n8OHZ2dkhDKyJwr+G6/CucG9N3IXg768n4N69e0+fPt2zfMaMGYcOHeIfh3/9R8TZOwqqGokd\nRJLLly+fOnWKiH7//fdLly61a9cu1BH5cf78+alTp1osFs+SixcvXrx4ce3atWF+aiAim802\nZ86cAwcOeJbo9fqDBw8ePHjw119/nTJlShMHlAnyt6BWq/3111/HjBkTnLdrcU6nU6/X6/X6\n33//fd26dQMGDJg8eXIETfoJgSMUCo8cOWI0GlUqFREZjcajR48KhUK32x3q0PyLrLN3RFc1\nEjuIJJs3byYisVjsdDo3b9784osvhjoiP/79739bLJaMjIznn38+KytLJpOVl5cfPXp069at\noQ7Nv88///zAgQMKheLJJ58cOHBgXFycTqfbs2fPjz/+e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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot YoY Changes on Target Wikipedia\n", "\n", "talk_page_views_targetwiki_yoy_plot_June <- talk_page_views_all_targetwiki_June %>%\n", "group_by(project) %>%\n", " mutate(year = case_when(date >= '2018-06-01' & date < '2019-06-01' ~ '2018/2019',\n", " date >= '2019-06-01' & date < '2020-06-01' ~ '2019/2020'),\n", " MonthN =as.factor(format(as.Date(date),\"%m\")),\n", " Month = months(as.Date(date), abbreviate=TRUE))\n", "\n", "\n", "talk_page_views_targetwiki_yoy_plot_June$MonthN = factor(talk_page_views_targetwiki_yoy_plot_June$MonthN, levels=c(\"06\", \"07\", \"08\", \"09\", \"10\",\"11\", \"12\", \"01\", \"02\", \"03\", \n", " \"04\", \"05\" ))\n", "\n", "talk_page_views_targetwiki_yoy_plot_June$year = factor(talk_page_views_targetwiki_yoy_plot_June$year, levels = c('2018/2019', '2019/2020'))\n", "\n", "\n", "p <- ggplot(talk_page_views_targetwiki_yoy_plot_June, aes(x=MonthN, y = views, group = year, color = year, linetype = year)) + \n", " geom_line(size = 0.8) +\n", " facet_wrap(~ project, nrow = 7, scale = \"free_y\") +\n", " scale_y_continuous(\"Number of views per month\", labels = polloi::compress) +\n", " scale_x_discrete(breaks = talk_page_views_targetwiki_yoy_plot_June$MonthN, labels = talk_page_views_targetwiki_yoy_plot_June$Month )+\n", " labs(title = \"Mobile web talk page views \\n on target Wikipedia projects \\n Where AMC was deployed on June 17, 2019\") +\n", " xlab(\"Month\") +\n", " scale_color_brewer(palette = 'Set1', breaks=c('2018/2019', '2019/2020'), direction= -1) +\n", " scale_linetype_manual(breaks=c('2018/2019', '2019/2020'), values=c(2,1)) +\n", " ggthemes::theme_tufte(base_size = 14, base_family = \"Gill Sans\") +\n", " theme(plot.title = element_text(hjust = 0.5),\n", " legend.title = element_blank(),\n", " legend.position = \"bottom\",\n", " panel.grid = element_line(\"gray70\"),\n", " legend.key.width=unit(0.5,\"cm\"))\n", "p \n", "\n", "ggsave(\"Figures/mobile_web_talk_page_views_target_June.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There have also been year over year increases for most all of the target wikipedia projects except for Thai Wikipedia from June to October 2019 this year. These increases started prior to AMC deployment but there is a higher rate of increase following deployment and about 36.3% of all mobile web requests to article talk pages were done in AMC mode in October 2019." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Rate of edits to article talk pages from target wikipedias" ] }, { "cell_type": "code", "execution_count": 1943, "metadata": {}, "outputs": [], "source": [ "talk_page_edits_targetwiki_March <- talk_page_edits_clean %>%\n", " filter(edit_type == 'all_mobile_web_edits',\n", " wiki %in% c('arwiki', 'eswiki', 'idwiki')) %>%\n", " mutate(date = floor_date(date, \"week\")) %>%\n", " filter(date != '2018-05-27',\n", " date != '2019-10-27') %>% #remove incomplete data weeks\n", " group_by(date, wiki) %>%\n", " summarise(edit_count = sum(edit_count)) " ] }, { "cell_type": "code", "execution_count": 2044, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Warning message:\n", "“Ignoring unknown parameters: stat”`geom_smooth()` using method = 'loess' and formula 'y ~ x'\n", "`geom_smooth()` using method = 'loess' and formula 'y ~ x'\n" ] }, { "data": { "image/png": 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PStq6sbMGCA+KdOp6OOMya//vWvRXFBEP7whz+QP++6665oItIG+cYbb5DfY8aM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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# March deployment target wiki Mobile Web Edits by edit type\n", "\n", "talk_page_edits_bytype_targetwiki_March <- talk_page_edits_clean %>%\n", " filter(edit_type != 'all_mobile_web_edits',\n", " wiki %in% c('arwiki', 'eswiki', 'idwiki')) %>%\n", " mutate(date = floor_date(date, \"week\")) %>%\n", " filter(date != '2018-05-27',\n", " date != '2019-10-27') %>% #remove incomplete data weeks\n", " group_by(date, wiki, edit_type) %>%\n", " summarise(edit_count = sum(edit_count)) \n", "\n", "\n", "p <- ggplot() +\n", " geom_col(data =talk_page_edits_bytype_targetwiki_March, aes(x= date, y= edit_count, fill = edit_type), stat= 'identity', position = \"stack\") + \n", " geom_smooth(data = talk_page_edits_targetwiki_March, aes(x=date, y=edit_count), se = FALSE) +\n", " facet_wrap(~ wiki, nrow = 7, scale = \"free_y\") +\n", " scale_y_continuous(\"Number of edits per week\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %Y\"), date_breaks = \"1 month\") +\n", " labs(title = \"Mobile web edits to article talk pages on target Wikipedia \\n Where AMC was deployed on March 20, 2019\") +\n", " ggthemes::theme_tufte(base_size = 14, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_text(angle = 45, hjust = 1),\n", " panel.grid = element_line(\"gray70\"),\n", " legend.position=\"bottom\",\n", " legend.title=element_blank(),\n", " legend.text=element_text(size=14))\n", "p\n", "ggsave(\"Figures/mobile_web_talk_page_edits_target_March.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)\n", "\n" ] }, { "cell_type": "code", "execution_count": 1946, "metadata": {}, "outputs": [], "source": [ "talk_page_edits_targetwiki_July <- talk_page_edits_clean %>%\n", " filter(edit_type == 'all_mobile_web_edits',\n", " wiki %in% c('itwiki', 'jawiki', \n", " 'fawiki', 'thwiki')) %>%\n", " mutate(date = floor_date(date, \"week\")) %>%\n", " filter(date != '2018-05-27',\n", " date != '2019-10-27') %>% #remove incomplete data weeks\n", " group_by(date, wiki) %>%\n", " summarise(edit_count = sum(edit_count)) " ] }, { "cell_type": "code", "execution_count": 2045, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Warning message:\n", "“Ignoring unknown parameters: stat”`geom_smooth()` using method = 'loess' and formula 'y ~ x'\n", "`geom_smooth()` using method = 'loess' and formula 'y ~ x'\n" ] }, { "data": { "image/png": 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Z8qlYo5zqDceeedVFwQhL/+9a/kz9tvvz2QiLhCzp8/nzyPHz+eBrjiiiuI4xtv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MG9tstrNnz8a+fahPP/1UEIT8/Pzs7Gy9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\nYDVo5ubmN2/erKioCA8P/+GHH+Lj4w0NDXfu3Onr6+vm5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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# July deployment target wiki Mobile Web Edits by edit type\n", "\n", "talk_page_edits_bytype_targetwiki_July <- talk_page_edits_clean %>%\n", " filter(edit_type != 'all_mobile_web_edits',\n", " wiki %in% c( 'itwiki', 'jawiki', \n", " 'fawiki', 'thwiki')) %>%\n", " mutate(date = floor_date(date, \"week\")) %>%\n", " filter(date != '2018-05-27',\n", " date != '2019-10-27') %>% #remove incomplete data weeks\n", " group_by(date, wiki, edit_type) %>%\n", " summarise(edit_count = sum(edit_count)) \n", "\n", "\n", "p <- ggplot() +\n", " geom_col(data =talk_page_edits_bytype_targetwiki_July, aes(x= date, y= edit_count, fill = edit_type), stat= 'identity', position = \"stack\") + \n", " geom_smooth(data = talk_page_edits_targetwiki_July, aes(x=date, y=edit_count), se = FALSE) +\n", " facet_wrap(~ wiki, nrow = 7, scale = \"free_y\") +\n", " scale_y_continuous(\"Number of edits per week\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %Y\"), date_breaks = \"1 month\") +\n", " labs(title = \"Mobile web edits to article talk pages on target Wikipedias \\n Where AMC was deployed on June 17, 2019\") +\n", " ggthemes::theme_tufte(base_size = 14, base_family = \"Gill Sans\") +\n", " theme(axis.text.x=element_text(angle = 45, hjust = 1),\n", " panel.grid = element_line(\"gray70\"),\n", " legend.position=\"bottom\",\n", " legend.title=element_blank(),\n", " legend.text=element_text(size=14))\n", "p\n", "\n", "ggsave(\"Figures/mobile_web_talk_page_views_target_June.png\", p, width = 18, height = 9, units = \"in\", dpi = 150)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Summary of Mobile Web Talk Page Edits on Target Wikis - October 2019**\n", "\n", "| Wiki |Proportion of AMC Edits|Month over Month Change in AMC Proportion|Year over Year Change|\n", "|-----------------|-------------------|-------------------|-------------------|\n", "| Spanish Wiki | 28.27%|57.0% |41.8%\n", "| Arabic Wiki | 39.9%|75.26% |16.9%\n", "| Indonesian Wiki | 13.2%|-39.1% |58.5%\n", "| Italian Wiki | 33.0%|146.27% |31.5%\n", "| Japanese Wiki | 32.8%|-6.21% |71.2%\n", "| Persian Wiki | 12.4%|-47.23% |45.2%\n", "| Thai Wiki | 18.8%| 408.11% |72.5%" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On target wikis, the rate of talk page edits has increased but not as sharply as seen on English Wikipedia. In addition, these increase start to occur prior to AMC deployment and are likely due to other variables. \n", "\n", "There is also a much greater fluctuation in the proportion of talk page edits made in AMC mode. For some of the smaller sized wikis such as Thai Wikipedia, the proportion of AMC requests is highly influenced by only a few users and as a result there are greater fluctuations in the number of edits. In October 2019, the highest proportion of AMC edits are made by contributors on Arabic Wikipedia (39.9%) followed by Japanese, Italian, and Spanish Wikipedias. " ] } ], "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": "3.3.3" } }, "nbformat": 4, "nbformat_minor": 2 }