{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# AMC Metrics Status Report (FY2018-2019)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Task](https://phabricator.wikimedia.org/T226661)\n", "[Anlaysis Codebase](https://github.com/wikimedia-research/Readers-Web-AMC-metrics)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Summary #\n", "\n", "The Advance mobile contributions (AMC) mode is a feature set that adds more contributor capabilities to the mobile web experience ([project page](https://www.mediawiki.org/wiki/Reading/Web/Advanced_mobile_contributions#Background)). This report shows the status of the key performance indicators identified in the Annual Plan as of the end of June 2019. \n", "\n", "The feature was was first deployed as an opt-in setting on Arabic, Indonesian, and Spanish Wikipedias on March 20, 2019 due to their relatively large populations of existing mobile editors. On June 17, 2019, the team released a second set of features and included additional Wikipedias for testing and feedback (Italian, Japanese, Persian, and Thai). Please seel the full list of [target wikis](https://www.mediawiki.org/wiki/Reading/Web/Advanced_mobile_contributions#Per_project).\n", "\n", "This report reflects the status of the KPIs as of the end of FY18-19 (June 2019). AMC is still in the process of being deployed and has not yet been promoted. Metrics will be re-caculated following full rolllout and promotion in Q1." ] }, { "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 on target wikis**.\n", "- Target: 10% increase from last year (overall metric).\n", "- Mobile web edits are defined using the existing edit tag.\n", "- Also reviewed tag edits from 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.\n", "\n", "**Retention rate for opt-in advanced mobile mode amongst medium and high-volume editors (100+ edits previous month)** ( eswiki, arwiki, idwiki, thwiki, itwiki, jawiki, fawiki (overall, 100+ edits, 500+ edits).\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 on target wikis**\n", "- Target: 10% increase from last year - via the logs - not looking at AMC only but overall.\n", "- Moderation actions are defined in [T213461](https://phabricator.wikimedia.org/T213461)\n", "\n", "For more links to implementation tasks and technical details, see this overview task [T210660](https://phabricator.wikimedia.org/T210660)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mobile Web Edit Rate ##\n", "\n", "For this report, we reviewed the mobile edit rate on the following:\n", "- Rate on target wikis where deployed: eswiki, arwiki, idwiki, itwiki, jawiki, fawiki, thwiki\n", "- overall rate across target wikis where AMC has been deployed\n", "- overall rate among active editors, in particular medium and high-volume editors (100+ edits 500+ edits).\n", "- proportion of AMC tagged edits out of the total mobile web edits defined using existing tag.\n", "\n", "Notes: \n", "- The tag identifies which edits come from users that have AMC enabled.\n", "- Article editing should be performed in the mobile mode.\n", "- Articles should be tagged advanced mobile edit and mobile web edit when AMC interface enabled\n" ] }, { "cell_type": "code", "execution_count": 191, "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": 3, "metadata": {}, "outputs": [], "source": [ "shhh <- function(expr) suppressPackageStartupMessages(suppressWarnings(suppressMessages(expr)))\n", "shhh({\n", " library(magrittr); library(zeallot); library(glue); library(tidyverse); library(glue); library(lubridate)\n", " library(scales)\n", "})\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#Collect all mobile web edits along mobile web edits tagged as AMC from all target wikis where AMC was deployed \n", "#grouped by 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_db as wiki,\n", " user_edit_count,\n", " sum(cast(mobile_web_edit as int)) as mobile_web_edits,\n", " sum(cast(amc_edit as int)) as amc_edits\n", "from (\n", " select\n", " wiki_db,\n", " event_timestamp,\n", " array_contains(revision_tags, 'mobile web edit') as mobile_web_edit, \n", " array_contains(revision_tags, 'advanced mobile edit') as amc_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\n", " where\n", " event_entity = 'revision' and\n", " event_type = 'create' and\n", " event_timestamp IS NOT NULL and\n", " wiki_db in ('eswiki', 'arwiki', 'idwiki', 'itwiki', 'jawiki', 'fawiki', 'thwiki') and\n", " event_timestamp between '2018-06-01' and '2019-06-30' and \n", " snapshot = '2019-06'\n", ") edits\n", "group by wiki_db, date_format(event_timestamp, 'yyyy-MM-dd'), user_edit_count\"\n", "\n", "\n", "results <- collect(sql(query))\n", "save(results, file=\"R/Data/mobile_web_edit_counts.RData\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [], "source": [ "load(\"Data/mobile_web_edit_counts.RData\")\n", "mobile_web_edit_counts <- results" ] }, { "cell_type": "code", "execution_count": 631, "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, mobile_web_edits:amc_edits) %>%\n", " arrange(date)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Overall rate across all target wikis ###" ] }, { "cell_type": "code", "execution_count": 739, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 13 × 3
datetotal_mobile_editsyearOverYear
<date><dbl><dbl>
2018-06-01271192 NA
2018-07-01263999 NA
2018-08-01289015 NA
2018-09-01284295 NA
2018-10-01301943 NA
2018-11-01282857 NA
2018-12-01293722 NA
2019-01-01341384 NA
2019-02-01304855 NA
2019-03-01330972 NA
2019-04-01325321 NA
2019-05-01351466 NA
2019-06-013385000.2481932
\n" ], "text/latex": [ "A tibble: 13 × 3\n", "\\begin{tabular}{r|lll}\n", " date & total\\_mobile\\_edits & yearOverYear\\\\\n", " & & \\\\\n", "\\hline\n", "\t 2018-06-01 & 271192 & NA\\\\\n", "\t 2018-07-01 & 263999 & NA\\\\\n", "\t 2018-08-01 & 289015 & NA\\\\\n", "\t 2018-09-01 & 284295 & NA\\\\\n", "\t 2018-10-01 & 301943 & NA\\\\\n", "\t 2018-11-01 & 282857 & NA\\\\\n", "\t 2018-12-01 & 293722 & NA\\\\\n", "\t 2019-01-01 & 341384 & NA\\\\\n", "\t 2019-02-01 & 304855 & NA\\\\\n", "\t 2019-03-01 & 330972 & NA\\\\\n", "\t 2019-04-01 & 325321 & NA\\\\\n", "\t 2019-05-01 & 351466 & NA\\\\\n", "\t 2019-06-01 & 338500 & 0.2481932\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 13 × 3\n", "\n", "| date <date> | total_mobile_edits <dbl> | yearOverYear <dbl> |\n", "|---|---|---|\n", "| 2018-06-01 | 271192 | NA |\n", "| 2018-07-01 | 263999 | NA |\n", "| 2018-08-01 | 289015 | NA |\n", "| 2018-09-01 | 284295 | NA |\n", "| 2018-10-01 | 301943 | NA |\n", "| 2018-11-01 | 282857 | NA |\n", "| 2018-12-01 | 293722 | NA |\n", "| 2019-01-01 | 341384 | NA |\n", "| 2019-02-01 | 304855 | NA |\n", "| 2019-03-01 | 330972 | NA |\n", "| 2019-04-01 | 325321 | NA |\n", "| 2019-05-01 | 351466 | NA |\n", "| 2019-06-01 | 338500 | 0.2481932 |\n", "\n" ], "text/plain": [ " date total_mobile_edits yearOverYear\n", "1 2018-06-01 271192 NA \n", "2 2018-07-01 263999 NA \n", "3 2018-08-01 289015 NA \n", "4 2018-09-01 284295 NA \n", "5 2018-10-01 301943 NA \n", "6 2018-11-01 282857 NA \n", "7 2018-12-01 293722 NA \n", "8 2019-01-01 341384 NA \n", "9 2019-02-01 304855 NA \n", "10 2019-03-01 330972 NA \n", "11 2019-04-01 325321 NA \n", "12 2019-05-01 351466 NA \n", "13 2019-06-01 338500 0.2481932 " ] }, "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') %>% \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)\n", "\n", "mobile_web_edit_monthly_overall_yoy\n" ] }, { "cell_type": "code", "execution_count": 634, "metadata": {}, "outputs": [], "source": [ "vertical_lines <- as.numeric(as.Date(c(\"2019-03-20\", \"2019-06-17\")))" ] }, { "cell_type": "code", "execution_count": 811, "metadata": {}, "outputs": [ { "data": { "image/png": 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ZWUlHjZOCMjo7y8/Oeff3Z/adeuXceP\nH8/IyPD4RqvVOm3atP/93/9VKpXz5s3buXNnU1OT2Wyuq6tbv379n//8Z7PZfNddd4lzSABd\nCBI7AIgMbBrEUL0dBJ9//jkRzZ49e/bs2UT0xRdfeNn4nnvuEd7i4p///CcR3XvvvR7f+Nxz\nz23evDkvL+/AgQNvvvnm2LFj2ey0PXv2nDx58gcffHDu3Lk777wz4KMB6GrwKBZABHgU251j\n6IAIDZuIdDpdr169tFrt6dOniSgvLy8mJqauri4uLs5lS3aMR44cKSgoSEpKqq2tjY6OFl41\nmUwZGRktLS1lZWWDBw+mi89GTU1Nbm4ux3F79+5lrwYJHsV6FFnRggvU2EGEaWhoePrppwsK\nCuLi4mJjYwsKChYsWNDY2OiymdD4d8OGDdOnT09LS1MoFH379n3sscfcN27PgQMHFixYMGbM\nmKSkJLlcnp6ePm3atO+//16sY3Fuocw56UAAwhu3bNly55139unTR6FQOI/6W1lZ+ac//alv\n374KhSItLW3KlCmrV692iUFgMpk+/PDDq6++OjU1NSoqKisr6+67796/f7/vkXvUv39/juN2\n797tvHLu3LnsvY8//rjz+l27dnEcl5eX53GnXrS2tl555ZUcx8nl8q+//tr72w8fPjx79mx2\nWpRK5cCBA++///7t27dfci8BHovAx+vzkp+IyzF6vAx8LMS7VatWabXa8ePH9+vXr1+/fuPH\nj9fpdN9991172w8ePHjkyJGtra1FRUXO64uKilpaWkaNGnX55Ze7v+v//u//2JNWsbK62tra\nuXPn5ubmCte/SzzO/D3b33///eTJk9mHmJubO3fu3Lq6Ol+i8uVuNmrUKI7jvvrqK48lLF++\nnOO4MWPGdCB+f08LRAweIHLs3r07LS3N/TLu2bPn3r17nbdk61944QX3jfv379/S0uLL7tr7\nr3niiSc8bul9je/ldziA559/3nkzjuPYqz///HNSUpJ7OWyeVpc4q6qqhg4d6r6xTCb77LPP\nfIzco0ceeYSIFi9e7Lxy0KBB7L2XXXaZ8/pXX32ViObMmeP9lLqsbGxsHDZsGBEpFIr//ve/\nXrbkeX7z5s0KhaIDByLWsfh4ffryiTgX6/Ey8L0Q7yZOnEhE//jHP9ify5YtI6LrrrvOfUvh\nTL7//vtENHXqVOdXp02bRkQffPAB7+mjuf7664lozZo1vgfmxb59+3r06OF+7PPnz3fftb9n\ne968ee4b9+jRY9++fR7PhsDHu9ny5cuJ6KqrrvJ4aOxq//LLLzsQv1+nBSIIPjmIGC0tLZmZ\nmUQ0fPjwDRs2aLVarVa7fv36K664goj69OnT2toqbCzcpCZPnrx9+/bm5uaGhoavvvoqNTWV\niJ555hlf9jhmzJgPP/zw8OHDWq3WYDCcOHHixRdfZI+T1q9f77yl+33Q9zujly39DYCIrr/+\n+q1bt2o0GuGllpaW3r17E9GVV165efNmnU6n0+k2b97s/Ctf2NhsNo8YMYKIJkyYsHbt2urq\nar1eX1ZW9sQTT0gkEplMduDAgQ4cI8Pqda699lphTUVFBRElJiYmJCQQUWVlpfDSNddcQ0Sr\nVq3yvjvnlbW1tayCJzY2tri42MuWDDvSKVOm7Nq1S6VSmUymM2fOfP755xMmTOicY/Hl+uzA\nJ+J+GfhViBcVFRUSiUSpVAr/ayqVSqlUchx37tw5l42FE97U1BQVFSWVSmtqathLtbW1Uqk0\nKiqqqamJ9/TRsP/0qqoqX6LyTq1W5+TkENHIkSOLi4vZfWPjxo3Dhw8X5fpnJW/cuNGl5L59\n+6rVavezwfh+N9Pr9cnJyUS0f/9+l0NjVcvp6ekmk8nf+P06LRBZ8MlBxHjttdeI6PLLL9dq\ntc7rNRrNZZddRkRLliwRVrIb0z333ONSCGuvXVBQ0OEw/vGPfxDRbbfd5rwySImdvwFMnDjR\nZrO5bP/6668T0bBhw4xGo/N6g8Eg/LIXVrLqgalTp1osFpdyFi1aRESzZ8/ucOTNzc3s61z4\nBNnubr755pkzZxKRUKOg1WpZKuBcd+U9sauoqBgwYAARJSUllZaWuu/d/e2suq6+vt73QxD3\nWHy5PjvwibhfBn4V4gWrevz973/vvJJ1TX3llVdcNnY+4bfeeisRvfHGG+zPN954w/kadv9o\n2K8Xg8HgS1Tevf3220RUWFio1+ud12u1WuEpsLCyA2fbS8lvv/22y8bCn37dzf7yl78Q0UMP\nPeQSEus78vzzz3cgfr9OC0QWfHIQMcaOHUtE3377rftL33zzDRGNHz9eWMNuTEePHnXZsqam\nhohiYmI6HEZzczP7Se28sjMTOy8BbNmyxX37cePGEdF//vMf95eEplHCmhtuuIGIfvrpJ/eN\nKysriSg7O7vDkfM8P3r0aCL68ccf2Z/sm+mjjz768MMPnTOGH374gYjGjBnjfowuBbKVp0+f\nZtUP6enp7VU+ub+9f//+RLR48eKOJRCBH4sv12cHPhH3y8CvQrwYOHAgEa1bt8555YYNG4ho\nwIABLhs7n3DWoHPw4MHsT1axKjxpDWpiN378eCJauXKl+0v//ve/A7/+vZTsXPXrsiO/7mYn\nTpzgOC42NlalUgkra2pq5HK5TCZzrtf0PX6/TgtEFnxyEDHY8wiP9Su1tbVElJKSIqxhNyar\n1eq+se/3LLVavWTJkgkTJqSlpTl3RCAihULhvUxREjt/A3B+Aitg562xsdH9pfr6epe9s0Y/\nUgeJRCKRSJy7Hcjl8g4co4A1/3ryySd5nrfb7ayJT3l5ORvANi0tzW63844qihdeeMH9GF0K\nZCvZU60+ffqcOHGivV27v33p0qVsZWxs7JQpUxYtWrRx40aXes2gHosv12cHPhH3y8CvQtrD\nxqLLyMhwCdtms7Hz71JR6nwgFoslPT2diPbs2cN6nPTs2VOoVXL/aER8FJuSktLefUPo4iCs\n6cDZ9lKy+x1J+NOvuxnvaHT43nvvCWsWLlxIRLNmzXLezPf4/TotEFnwyUHEkEqlROT+iIHn\nebPZTEQymUxY4+XG5OM969y5c6wSqD3ey/T9ztjelgEGIGDnzWMOYbFYXN7okj56328H7v7b\ntm0josLCQp7n9+7dS0R9+/ZlL/Xt25eIWJPzgoICcqt48Lg7trJXr15ENHz48IaGhvZ27fHt\nn3zyiUtn1aSkpMWLF7s/0e6EY/H4kiifiF+FtGfOnDlENG/ePPeXnn76aSJ65JFHvBzIk08+\nSURz58597LHHiOivf/2rl7BF7DzBjt3LfSPAs92xO5JfdzOe51etWkVE+fn5wjbsmne5rnyP\n36/TApEFnxxEDC+/cS/5+9iZj/esWbNmEdEVV1zx3XffnTlzRqfTsS9792TIY5m+3xnb2zLA\nAAReauwaGhpc3sg6z1ZUVAQSuRdms5kNeFZbW8sa/z388MPspYceeoiIlixZwh5HxsXFmc3m\nS+6OrTxz5gzLzwYOHOjeiv+S0ZaXl3/99ddPPvkka7pOF7dw6rRj8fiSKJ+IX4V4ZDQa2YXk\nRVJSknN9p0swBw4cIKLU1FTWQeTgwYNewmaN+e67774OByxgYXvM+N2rpjpwtr2U3LEaO/f3\n8jxvsVhYLWZJSQnP82wcn6FDh7q81/f4/TotEFkwjh1EDNammFWTuNiyZQsR5efni7i74uJi\nIlq9evVtt92Wm5sbExPDJsQ8ceKEiHvphABYU2iPY7P99NNPLmtY4yf39WKRy+Wsi+imTZvY\nAbJWQcJCcXHxpk2biOjaa6+Vy+U+Fpubm7tjx45hw4adPHly7NixR44c8SuqvLy8u+666+9/\n//v+/fu//PJLIvr0009DdSwuRPlEAi9k9erVLS0t3rdpbW1lbek8Gjp06BVXXNHU1NTU1DRs\n2LAhQ4Z4KeqPf/yjXC7/17/+VVZW1sGIHdixe7xvuK/swInyUrKXQfj8vZvJZDL2a+Gjjz4i\nIjaCDKv77Fj8fp0WiDChziwBfMX6kRUUFLTXjcu9V6zHcny88lnzbZffvna7/bbbbnMvwZc1\n7VEqlUTkPDKCKAEIWGXSiBEjhDERGKPRKFRQCSvfeecdIsrJyXEeO8bfyL179913iej2229X\nKBQSiaS5uZmtb25ulkgk0dHRt99+O13cnMjLMTqvVKlU1157LRElJyfv2LHDl7e7Y7WYSqWy\n84/F40t+fSLtFetXIR5Nnz6diN5///32NmCnYvr06V6CYWEQ0dKlSy8Z9t/+9jciysvLO3Xq\nlMc9XrhwwaV/rkdvvfUWEQ0ZMsSlK4Zer2dPyQM8215KvmSvWB/vZkx1dbVMJpPJZGvWrCGi\nlJQUl/f6Fb9fpwUiCz45iBjNzc1svvBRo0a5D7yUmZnpPo6dx3J8vGexXmNjx47duXOnVqtt\naGgoLi6++uqrycF7mb7fGQsLC9l93CVDCjAAQUtLCztv48aN27JlCxvHbsuWLVdddZV7UTqd\njvV8HDx48IoVKxoaGqxWa2tr6+7du996660RI0b4Erl3R48eJcecRaNHj3Z+adSoUcJLx44d\nc3njJRM7nueNRiMbWUOpVLq00HJ/+5AhQ15++eVt27Y1NDRYLBaVSrVz584bb7yRnfbOPxaP\nL/n1ibRXrF+FuKurq5PJZHK53OMDfaaxsZF10qyrq7vkMXo/ZMZsNrM0PS4ubv78+aWlpS0t\nLWazub6+fsOGDY899lhsbKwv5atUquzsbCIaM2bM5s2b2X1j06ZNI0eODPD6F94+evToTZs2\nuZScnZ3tZRw7v+5mAvajLj4+nojmz5/vvoHv8ft1WiCy4JODSPLLL7+wBjou0tLSdu/e7byl\n71+c7dmxY4fHaQmeeeYZ9xJ8WdOexYsXu+xClACclZaWJiYmuhfFhph36RFZXl7Ovhs88iXy\nS8rKymLbOw/BxfP8c889x9ZnZWW5v8vjLtxXWq1W9tBKJpP985//9LJle8eYkpLiMm1A5xxL\ney/5/ol4Kdb3QtyxMc9mzpzpfbObbrqJiP7+979fMhgX7W1pNBofeugh1gLBXWpq6jfffONL\n+Xv27GGdQF14nGLB37PtceaJ1NTUPXv2eD9G3+9mgs2bN7NtJBLJ2bNnPW7je/x+nRaIIPjk\nIMLU1tbOmzcvPz9fqVQqlcr8/Pz58+e7t0H2cmPy/Z61b9++W265JTU1VSaTpaenT58+fe3a\ntR5L8GVNeywWy4svvjhw4MCoqCiXdwUSgIvz588/8sgj2dnZcrk8NTX1xhtvLCoqYkPi9ejR\nw2VjnU73zjvvjB8/Pjk5WSqVJiUljR49etGiRWVlZT5G7t0f//hHtv22bduc12/dupWt99hq\n3uMu2tsvy6s4jnvzzTfb2/LQoUMLFy6cMGFCamqqVCqNi4sbOnToU089JUyQ0MnH4uUlHz8R\n75+Cj4W4Y+3hnGfO8IgNiyi06Pf9kvC+5eHDh//6178OGzYsNTVVLpenpaVNnDhx6dKlHgf3\naU9VVdWjjz6ak5Mjl8tTUlImTZrEDkeUs71y5crrr78+JSVFLpfn5OQ8+uij1dXVvhyjj3cz\nZ2zauhkzZnjZxvcP2q/TApGC49v/2QoAXdvGjRsnT548bty4HTt2hDoWgAjDnrN35neo3W7P\nzs6urq4uLi6eNGlSp+0XIgt6xQJ0U3a7nbXgZtO6A0CY27p1a3V1dX5+PrI68AKJHUC3MGHC\nhC+//PL48eMGg0Gj0WzZsuWGG27YunVrbGwsa5EGAGHLYrGUlZU99dRTRMT6CwO0B49iAboF\nYU4hZ3K5/Ouvv2YjIQOAXzrtUazzP++oUaNKS0t9mWECui3U2AF0C9u3b589e/bll1+ekJAQ\nHR2dm5t7//3379+/H1kdQETo1avXfffdt3btWmR14B1q7AAAAAC6CNTYAQAAAHQRSOwAAAAA\nuggkdgAAAABdBBI7AAAAgC4CiR0AAABAF4HEDgAAAKCLQGIHAAAA0EUgsQMAAADoIpDY/cZi\nsVitVhEL5Hler9cbjUYRyyQio9Fot9tFLNBqter1eovFImKZRMTzvMFgELdMIjIajXq9XvSB\ntS0Wi+hnwG63B+kCEPfwg3cBiH7sFJwLQPRPn/3vB+n6F/ffn4gsFkswLgC73fuxo+kAACAA\nSURBVB6MC8BgMIh4AVitVrPZLEpRFMy7k7jfTeS4O5lMJnGLNRgMEXF3ioiLk+nA3QmJ3W9O\nnTpVWVkpYoF6vb6kpGTPnj0ilklEe/bs0Wq1IhZYU1NTUlJy6tQpEcskIpPJ9PPPP4tbJhHt\n2bOnpKREp9OJW+zZs2fPnz8vbpk6na6kpGTfvn3iFvvrr7+Ke/hVVVUlJSVnzpwRsUwiMhgM\nu3btErdMIvr1119LSkrEvSlXVFSIe/hWq7WkpCQY1//evXs1Go24ZVZUVJSUlJw7d07cYnU6\n3e7du8Utk4h27dpVUlIiVjZWX19/7NgxUYoix8UpekJ/+vTpiooKcctUq9UlJSUHDhwQt9hd\nu3aJ+795/vz5bntxMufOnfP38JHYAQAARJL333+f47ivv/461IFAOEJiBwAAANBFILEDAAAA\n6CKQ2AEAAAB0EUjsAAAAALoIJHYAAAAAXQQSOwAAAIAuAokdAABAJHn44Yebm5tnzZoV6kAg\nHMlCHQAAAAD4QaFQKBSKUEcBYQo1dgAAAABdBBI7AAAAgC4CiR0AAABAF4HEDgAAAKCLQGIH\nAAAA0EUgsQMAAIgk33777ciRI9etWxfqQCAcIbEDAACIJA0NDXv37m1ubg51IBCOkNgBAAAA\ndBFI7AAAAAC6CCR2AAAAAF0EEjsAAACALgKJHQAAAEAXIQt1AAAAAOCHqVOnrlixYsyYMaEO\nBMIREjsAAIBIkpeXl5eXF+ooIEzhUSwAAABAF4HEDgAAAKCLQGIHAAAA0EUgsQMAAADoIpDY\nAQAAQDj63Gx5Kq3nZxZrqAOJJEjsAAAAIklpaemCBQsOHDgQ6kCC66DB+IrRfCxK8brJsqKl\nNdThRAwkdgAAAJFk7969S5YsKSsrC3UgwfVd62/J3ONVNc02WwiDiSBI7AAAACDsfN+qFpbr\nrda/VdWEMJgIgsQOAAAAwss5s/mI0ei85p/NLRvUmlDFE0GQ2AEAAEB4+U+ryn3lI5XVWru9\n84OJLEjsAAAAILysVrU9h1Xa7dfLpGz5vNm8sLYudEFFBiR2AAAAEEaarLadOj1bHmkyvhwl\nT5a25XbvNlwodbwEHiGxAwAAiCQjRox4+umnBw8eHOpAgmWtWm3lebZ8pdGQJuHezMxgf9qJ\nHqioNDleBXeyUAcAAAAAfhg7duzYsWNDHUUQFTmew8qIhhsNRHR/asq3La3FGi0RHTealtQ3\nLOzVM5QhhjHU2AEAAEC4MNjtGx29X8fIpHF2OxFxRJ9mZ8VJ2pKWxXUNZRf3mQVB962xs9ls\n1dXVzmvUarXBYJA6HuQHzmQyEZHZbK6oqBCrTFZgXV1da6tow3A3NzcTkVqtFjdOi8VitVrF\nLZOIzGYzEdXW1ioUChGLValUHMeJG63RaCQik8kk+gUg7uG3tLQQkUqlEj1Oi8USpAugpqZG\nLpeLVWZra6vNZhMxVJvNRkTBuP5NJlNdXZ1K5aHDYIexm0lra6vo17/odz8islgsRFRdXS2T\nifD91dLSotPpxApSuDijoqJEKZBRq9VSqVTcM6nX64nIaDSKftsP/H9zk9mic3R9HWexkOPu\nJCH6i1Lxqs5ARGaev/fUmVXxsVKO68AuIuLiZFQqFc/zLqH26dOHa//Au29ix/O8TqdzXmOx\nWNxXBoJ9xjabTcQyWYEGg8Em3hjcLAG1WCzixmm1Wu12u7hlkuMrU6/XW61izh5oNps5jhM3\nWnaXF/0CsNvt4h4+izNSLgC73U5Eer1exFun2WwWN1QWpLj3E6Fkg8FgF3XEhyBdAKKfVYbn\neSLS6/Wi/Ag3mUwiHrhwcbKbv1gsFovotxF22xe9WJ7nA//f/NHy27fbGLORiMxmM4vz90Rr\nJdwBO09E+y3WZRrtPdKOPHiMiIuTYf+efoXafRM7mUyWn5/vvObYsWPR0dG5ubli7YL9EFQq\nlS47ClBTU1Nubm5CQoJYBVZUVDQ2Nqampoobp9FobGxsFLdMImpqajKZTP3794+LixOx2JMn\nT0okkry8PBHL1Gg0lZWVMTEx4p6ExsZGcQ//3LlzjY2NPXr0GDRokFhlEpFer29ubhb9Amhs\nbDSbzXl5eUqlUqwyT58+bbVaRTx8i8Vy9uxZuVwu+uE3Nzfn5uYmJiaKWObp06ebmprS0tIG\nDBggYrEajUatVot+Burr681m84ABA0SptK6urr5w4YJYQQoXZ0xMjCgFMsePH4+KiurXr5+I\nZba2tlZVVcXGxor7AdXX1wf4v2kn2nnkKNnsRDQ8Rjk0IfbYhQvOF+cXBuOIE+UWnieipTb+\ngQH9+yn8rh+NiIuTKS8vJyK//jfRxg4AAADCws86XZ2l7XHEzEQP9ReFyuineqaxZb3d/lBl\nFfrHukBiBwAAEElOnTq1cuVK0ZuIhYMip/lhZ7ZTM/1Cr56XR0ez5RKN9qvmls6ILHIgsQMA\nAIgk69atu+OOO7Zv3x7qQMQnTDiRExU1VBntcRsFxy3PzhLSlyera+pFbXId6ZDYAQAAQOgd\nM5pOmExs+WZPz2EFV8bG/CktlS03WW1/qaoJenCRA4kdAAAAhF6R0zg+M5Mu0UFwSe+MXMew\nMv9uaRXGNAYkdgAAABB6QnKWIpVOiI31vnGsRPJhn0zhz0crq1vFGwUsoiGxAwAAgBCrt1p/\n1enZ8vTEBJkPIw9PTYi/KzmJLddYLM/W1AUxvsiBxA4AAABCrKhVLYy77XGgE4/ey8pMd4yH\n/L8Xmko02iCEFmGQ2AEAAESS9PT0ESNGpKSkhDoQMQkN7BQcd2N8vI/vSpVJ/57Vmy3zRH+q\nrDaIOi9LJEJiBwAAEEnuvPPOPXv2TJ06NdSBiEZrt5do2yrbJsXHx/szUdjdyUkzHDV8J02m\nV+oaxI8voiCxAwAAgFBar9YY7W1TSFyyP6y797My4yVt+cybDY379AYxg4s0SOwAAAAglIT+\nsBKi3yX4+hxWkB0l/3+9M9iylefvr6hkk8l2T0jsAAAAIGRsPL9O3ZbYjYmNyZDLO1DIo2mp\n4+PaRkg5aDAubbwgWnyRBokdAAAAhMxPOl2TtW0Iuvbmh70kCdGy7KxoSdsgKYtq68sdk1h0\nN0jsAAAAIGSKWn+bNML3gU7cDVIonuvZky0b7PaHKqq65+NYJHYAAACRRK1WnzlzRqvtImO2\nrXY0sMtTRF0WrQikqAU904YplWx5m1a3rKk50OAiEBI7AACASPL555/379+/qKgo1IGI4KDB\neNZsZsu3JnXwOaxAxnGfZGdKHbNWzKuurbJYAiwz4iCxAwAAgNAQxiWmABrYORsVE/NEWg+2\nrLbZ/lRZHXiZkQWJHQAAAISGMNBJukw2JkYpSpmvZPTMU0Sx5bUq9XetKu/bdzFI7AAAACAE\nqi2W/Y7BhG9KTBAeoQYoRiL5R3aWUNbcqupmm02UkiMCEjsAAAAIgf+2qoWOq4H0h3V3bVzc\nfaltc+nWWazzqmtELDzMIbEDAACAEBAa2MVIJNfHx4lb+N8zMzIdYx3/X1PLRo1G3PLDFhI7\nAAAA6Gwqm+0nrY4tT06Ij5GInJAkSqXvZvUW/ny4olprt4u7i/CExA4AACCSzJ07l+f5u+++\nO9SBBOQHtcbsmNFV3OewgtuSEoUhVM6bzQtr64Kxl3CDxA4AAAA6m9AfVspx0xPig7SXD7My\nk6VStvxuw4VSnT5IOwofSOwAAACgU5l4fr26rdHb+NiYHjJZkHbUSy57IzODLduJ5lRWCdWE\nXRUSOwAAAOhUWzRatWMIElHGJfbigdSUGxw9Mw4bjEvqG4K6u5BDYgcAAACdSngOS0S/SwzW\nc1iGI/o0OyvW0Tnj1bqGY45JzLokJHYAAADQeXiitY7ErlAZPUChCPYe+0ZFvZjRky2bef7P\nDRe6cP9YJHYAAADQeXbr9VUWC1sOUn9Yd0+m9RjpmLJsj9H0X3lU5+y38yGxAwAAiCRffPFF\n//79i4qKQh1IBxW1/vYcNtgN7ARSjlue3UfumLXsk6joM6au+UAWiR0AAEAkUalUZ86c0Wq1\noQ6kg4QGdply+QhHLVonGKKMnp+expaNHPfnqupO23VnQmIHAAAAneS0yVxmNLLlmYkJXOfu\nfWFGz8ujo9nyerXmq+aWzt1/Z0BiBwAAAJ3ke8f8sEQ0M6mTGtgJFBy3LDtLSH3+Ul3TYLV2\ncgzBhsQOAAAAOonwHDZBKr02Lq7zA7gqNuYBR4+NJqvtL1U1nR9DUCGxAwAAgM7QZLX97JjU\na1pCfBTXyU9i27yUmpLOtw148k1Lq/Ogel0AEjsAAADoDGvUaqtjRq9OG+jEXZyEm2c0CH8+\nWlnd6pgGowtAYgcAABBJ7rzzzj179kydOjXUgfitqLWtgZ2c46YkBHfCCe+utFn/JzmJLddY\nLM/W1IUwGHEhsQMAAIgk6enpI0aMSElJCXUg/jHY7cWatiFaro2LTZJKQxvPe1m902UytvzJ\nhabtWl1o4xELEjsAAAAIumKNVmdva9nWaeMSe9FDJns7M4Mt24kerKgy2vnQhiQKJHYAAAAQ\ndEIfBY5oRuga2Dm7JyX5JkckJ02mV+rqQxuPKJDYAQAAQHDZiX5UtyV2w2OUfaLkoY1H8EFW\nZrykLRd6o6Fxn97gffvwh8QOAAAAgqtUq6uztA0FHML+sO6yo+T/r3fbA1krzz9QUWXhI/uB\nLBI7AAAACC7nseLCoYGds0fTUsfHxbLlAwbDu40XQhtPgJDYAQAARJL169ffcccdO3bsCHUg\nfljtSOz6RkUNUUaHNhgXEqJl2VnRkrbRkhfW1p8ymUMbUiCQ2AEAAESS8vLylStXnj9/PtSB\n+Oqo0XjSZGLLN3f6/LC+GKRQPNsznS0b7PYHKyoj93EsEjsAAAAIooufw4ZjYkdEz/RMH6ZU\nsuVtWt3ypubQxtNhSOwAAAAgiITELkUqHR8bG9pg2iPjuE+yM6WO6WvnVddWWyyhDaljkNgB\nAABAsNRbrbt1erb8u8QEmSNzCkOjYmIeT0tlyyqbbU5ldWjj6RgkdgAAABAs37eq7I7lsH0O\nK3g1o1d/RRRbXqtSr3JMbhtBkNgBAABAsAjPYRUcd0N8fGiDuaQYieQf2VlCpeJjVdUtNlso\nA/IfEjsAAIBIMnbs2Ndff33YsGGhDuTStHb7Fq2WLd+QEB8vjYCs47q4uD+mJrPlOot1XnVt\naOPxlyzUAQAAAIAfRowYMWLEiFBH4ZN1ao3R3jZySPg/hxW8k9l7o1rLOk981tR8Z3LijWFf\n1yiIgNwZAAAAIlGRo42ahOh3CRGT2CVKpUuzegt/PlJRrbXbvWwfVpDYAQAAgPisPP+jWsOW\nr4yN6SWPpIeEtycl3pLUNvXZObN5UW19aOPxHRI7AIBu7QLP71TGNNojd6R9CFPbdTqh58GM\nMJsf1hcfZPVOkkrZ8ruNF3br9aGNx0dI7AAAui+t3T5DZ3w9pccMg6k10nr/QZgrao2ACSe8\n6C2Xv5GZwZZtPP9ARZWFj4DfP0jsAAC6rxKNtsFuJ6Imnv/B8dQMQBTCQCeDFIrLohWhDaZj\nHkxNuS4uji0fNhhfr28IbTy+QGIHANB9HTIYheWdWl0IIwHf7d27d8mSJUePHg11IN4cMBjO\nmc1s+eakyKuuYzii5TlZsZK2ZGlxXcNRo9H7W0IOiR0AQPd12OlbqlSHxC4ylJaWLliwYP/+\n/aEOxBuhuo6IZkZgAztBblTUooyebNnE8w9UVNnC+4EsEjsAgO7rsMHgtGxUoZkdiERoYJcu\nk42JjQltMAH6a1qPkTFKtvyLTv/xhebQxuNdp/Y9PnHixMaNGw8ePNjU1JSQkJCdnT116tSx\nY8e6b9nS0vL000/X1dWtXr1aWNnY2Lhs2bKDBw/yPH/FFVc89NBDPXr0YC/NmDHDeUsiOn/+\n/IsvvnjLLbfMmDEjqAcFABChTDxfbjILf9qJdun1ETQQK4StCrPlgOM3w4zEhEivQ5Jy3PLs\nPiNPlLPOEwtqaqcnxudGRYU6Ls869Wx/+umn/fr1e+mll1auXPnBBx/ceuut33777b/+9S+X\nzXieX7p06T333OO80mg0Pvfcc/3791+2bNny5cv79+///PPPm0wmjzs6duzYwoULH3zwQWR1\nAADtOWY0Wi9+qFSqjYwBHSDMFalUwoUVif1h3Q1RRs9LT2PLOrv9z5XVoY3Hi05N7N5+++3p\n06dnZmbKZLL4+Phhw4Y988wza9ascdmsqKgoKSnp6quvdl65YcOGyy677I477oiLi4uLi7vj\njjsGDhy4ceNG973s2bPnzTffXLBgwbhx44J4MAAAEe6wwbUZ+E40swMxCA3sYiWSSV2lDnhR\nRs98R9/edWrN1y2toY2nPSGuH5VKpRLJRTGcOXOmuLh4zpw5Llv++uuv1113nfOa6667bteu\nXS6bbd26dfny5a+88kp+fn4wAgYA6DLcE7tfdHpreDcMh/DXarNtd/SwnpwQHy3hQhuPWBQc\ntzy7j5CyPFFV3WC1hjKgdoQssdPr9WVlZW+88ca0adOElWaz+Z133nn88ceVSqXL9hUVFbm5\nuc5r+vbtW1lZ6bxm9erVa9asee211zIzM4MXOQBA13DEbeAGrd3uvhLCzYABA2bNmpWTkxPq\nQDz7Qa0xO34edI3nsIKrYmMe6ZHKlpustierakIbj0cc3+k/zpzbvQ0dOvSll14SKu0+/vjj\nlJSUO++8U9hS6BJxyy23fPfdd1LH5B5EZLPZZs2a9Z///IdtuWDBglWrVi1evDg6OtrjftVq\n9cSJE4U/k5OTn3jiCVGPDAAgktzXq/cFqYyIEux2teM+PKe1ZboOIxVDxy1J6bFDGUNEEqKv\naqvj7V2qq7We4/7cs/cFRzaysKlhVKf/Fpo6dapzOuQiBDPyslxNpVIdPHjws88+W7Fixe9/\n/3si2rVrV0VFxSOPPNKxYgsLC//zn//s3bvXS9O6hITffjrExcXJ5XLnV202G8dxLo+GA8Hz\nvNVq5ThOJhPzPFutVqlUynGiVW7b7XabzSaRSLxcKB3A87zNZhP32InIarXyPC+TyUQ8AxSE\nT5+xWCy4AEQskxwXgMs/b4DsdjvP8+IefjA+ehL109dyXJO0Lbxr9LoNcXFm4ojoRHT0zWYR\nvqgi4g4g7kcfQXcn9vUk+n+91Wq1y2T7otueuRWYzSlSCUk7HrnNZrPb7e6ttgIUyMWZSPSE\nVv1CYjL788PkHp80NcTxPAXnArDb7UTk1+GHILFjEhMTr7766uTk5HfeeYcldsuXL3/11Vfb\niz4uLk6j0SQlJQlr1Gp1vFOTzPj4+EWLFi1atMhisVx77bXuJSQkJJSUlHgJ6dixY9HR0S4P\nfAOh0+m2bNmSmJg4fvx4scokoh07dgwZMsQ5SQ1QRUXFoUOHcnNzxW2YaDQaS0tLnWtJRbFj\nx47W1tbx48fHOaZ5EcXJkyclEkleXp6IZWo0mm3btiUnJ3sc06fDfvrpp+HDh4t4+OfOnTty\n5Ej//v0HDRokVplEpNfrd+/efc0114hYJhH99NNParX66quvdm+w0WGnT5+2Wq0iHr7FYtmw\nYYNSqRT9+t+5c2dBQUGiGMO9btfq+PLTbHmAxVwtle6z2YnoTELi5KvGBF6+RqM5cODAhAkT\nAi/K2datW7Va7XXXXadQiDBFVXV19YULF4YOHRp4UeR0ccbEiDls2/Hjx6Oiovr16ydima2t\nrTt27EhNTR0zRoTPWrB161ZVQaHe0WP0vty+k9NHBlLg6dOnjx07lpeXN2DAABHicwjw4pxM\nVHau4t8trUTUJJGU5A/+sE8miX1xMuXl5UTk1+GHLLFj8vLyVCoVW66rq3vwwQddNmDPbVev\nXp2dnX327Nlhw4YJL507d65Pnz7OG8fHx7/00ksvvPCC1WqdNGlSkGMHAIhgznNO5FgtwyQS\nltidN5urLJYsUetEoftYo9EKyzO6VgM7Z+9n9d6s0TZarUT0vxeafp+cNCEuNtRBtQlxYnfs\n2LGsrCy27DLCMF3cxm7UqFFbtmxxTuy2bNni/lMjPj7+lVdeef75581ms3O3DAAAcCZ0iZVy\nXJbFIpNKllvaXirV6u5ITmr3nQDt4InWO/rDDlFG91OE6RC+geshk72dmTH7fCUR2YkerKg6\neNnAUAfVplN7xS5atGjXrl0qlcpmszU1NW3atOn999+fPXu2L++dPHnysWPHVqxYodVqtVrt\nihUrjh8/fsMNN7hvyXK79evXf//992IfAQBAFyEkdn0lXBTPD3dqCFWqwzDF0BHHpbJqxwgg\nET0/rC/uTUm+yVEledJkerW+PrTxCDq1xu72229fu3bte++9p9frExIS8vPzn3nmmYEDfUpy\nlUrl4sWLly1b9sADDxDR0KFDX3311fY6wCYkJLz66qvPPfec2Wy+4447xDwGAIDIxxOVOR7F\nDuQ4IkrluDxF1CmTmZDYhb2GhobKysrc3NyUlJRQx3KRnfLfqui62EAnHn2QlblVo9XY7US0\npL4xRyrNCHVI1MmJXWFhYWFhoe/buzycTU9Pf/bZZ33ZkogSEhLef/99fyMEAOgOKs2WVlvb\nIBSDHHV142JjWWK332DQ2u1xYncSB7F8++23jz/++FdffXX33XeHOpaL7JC1Nc3MlMuHx4jW\nvSlsZUfJF/fu9XhVDRFZef4NZdxbjm4DIYT/WwCAbuew0SAsD3IMeDE2tq31t5Xn9+hRaQf+\nOW0yn3dcSzcnJXSR6SYu5c9pPcY7uk2ckkpXx4e+nhKJHQBAt+M8mdggR83cuLjfBunYqUVi\nB/75r1NlVZdvYCeQEC3LzhKmTfsqPvG02eL9LZ0QEgAAdC9HHIldrESS5fhOyo+OTnbUuJTq\ndKGJDCLWapWaLSRKpdeEzdgfnWCQQvFMz3S2HMXzp83m0MaDxA4AoNs55Og5MTg6WvgakBBd\nGdtWaVeq09tDERhEqCarTehzMy0hPkrUuTfC37M9069QKq+yWj5oqL0x1EktEjsAgO7FwvMn\njCa2XKi8aGyBcY5mdq0227FOnwETItcatdrmmHr+pm7QH9aFjOO2Duj3/3SaVFvoJ8ZFYgcA\n0L2cMJnMju9gl8RurFMzOwx6Eraio6OTk5OjosJo+N/vW9sa2Mk5bmpCvPeNu6REUWfdDQQS\nOwCA7uWIU8+JwotHAx0dEyN3PEQr1aKZXZh66KGHmpubZ82aFepA2hjs9mLHTGLXxMQkhU2K\n0z0hsQMA6F6cu8QWXFxjFyuRDHWs2YkaO/DNRo1Wb29rk/m7+G7UbSI8IbEDAOheDjsaz/WU\nydJlrsPUC6PZlZtMdRZrp0YGkanIMdAJRzQ91F0HAIkdAED3ItTYuVTXMeNif2tm9wuGKYZL\nsfH8WpWGLQ+0WTPdfipAJ0NiBwDQjWhs9vOOcbYKPSV2451qXNDMDi6pVKdvtLbV7I6zhHhs\nXiAkdgAA3coRo5F3LLv0nGB6y+XZUW0zfqJjLFxSkWNcYiIaZwnx2LxASOwAALoV554THmvs\nyGk0uz16vdHOe9wGgFnjSOz6RkX1s4d+FDdAYgcA0I0cNhrYgoTock81duTUf8LE8/sMhk6K\nrNuQyWScY0wZqVTKObz88ss+lvD+++9zHPf1118HLUZflRmNJ01tg13fktTtxiUOT0jsAAC6\nEaHGrp8iKlbi+StgnNMwxTsxaazYbDZbXFwcEc2ePdtu/23mtkWLFoUuqA5yfg47MzExhJGA\nAIkdAEA3csQx1kmhUtneNkOio+MdOR/6TwTDf//7XyL66quv2J9LlizhInNy1aLWtsQuVSZ1\n7k8NIYTEDgCgu6ixWJqsba2gPPacYKQcN9rxJb1Dp0cjO9F98cUXRMTzPBElJCQ89dRTf/vb\n30IdlN9qLJbdjgFxfpeQIIvM3LTrQWIHANBd+NJzghH6T1ywWk85GlGBWL788stoR2KtUqmI\nKCsrK6QRdcRqlVpI+mcmooFduEBiBwDQXQhzTtClEruxTo/VMOhJMJguTpfnzZsXqkg6TGhg\np+C4SfHxoQ0GBEjsAAC6iyOOGrtoCZcXFeVly6tiY6SOJ2ul6D8hqpdeeklYvu2229iC1WqV\ny+UhiqgjtHb7Vq2WLd+YEB8vRToRLvBJAAB0F0KN3eXR0VKvLaISpNLB0Qq2vFOLGjsxLVy4\nkHf47rvv2Eqe581mX0f3/cMf/nD69OmZM2cGLcZL+1GlFsY4xHPYsII53QAAugUbzx8ztj3+\n89JzQjA2NvaQwUhER43GZpstRSoNbnzgs4SEhISEEOdSwnNYCdH0UAcDzlBjBwDQLZwymw2O\nUdMKvDawY4TRK3iiX9DMTjw1NTUSiYTzJNSh+crC8+vUGrZ8VWxsLzkqicIIEjsAgG7hoi6x\nvtXYCctoZieirKwsNtBJ5PpJq2uxtY2bMxMTToQZJHYAAN2C72OdMP0UURmO5vxoZiciltXN\nmTOHiIqLiwcPHszq6pYsWRLiyHzmPOHEDDSwCzNI7AAAugWh50SKVNrbtw6YwqAnu/R6S4RX\nMoWVoUOHfvzxx0QUExNz5MgRu92uUCiefvrpUMflqzWOxO6yaMUghSK0wYALJHYAAN3CYYOB\nLfhSXccIiZ3Bbj/oVOEHAXr22WfZwn333ccWXn755dCF45/9BsM5RwfemzE/bPhBYgcA0PXp\n7fYzprYvY98Tu3FOzex2opmdeO655x62cPLkyZtvvvmJJ57wq7ru+++/v+GGG0pKSoIT3SUI\n88MSBjoJS0jsAAC6vjKj0e5YLoxW+viu4THKGEnb1wTmnxBLYWGhxWIhIta0rqio6L333vOr\nhMrKyk2bNtXW1gYlvksRGtj1lMlGO81QAmECiR0AQNfnb88JRs5xI2LassAdWtTYiePQoUND\nhw4lomPHjjmvZ90pwtx5s/mg45n+jMQE5BBhCGPPAAB0fULPCY5ImFLCaxUNcwAAIABJREFU\nF+NiY7drdURUY7GcN5tzvE5EBj46cOAAEQ0aNCjixj0pUqmFiDHQSXhCtg0A0PUJNXY5UVEJ\n/swhMdbpWRuexoLwHDZOIrk+Lj60wYBHSOwAALq+I47EzvfnsMzY2FhhPgT0n+gw54klPM45\nEREzT7TabNsdT+QnJ8RHS8I94O4JiR0AQBd3wWqtt1rZsi9zTjhLlUkHOR7dlmKY4u5trUot\nDGeI/rBhC4kdAEAXd6hDPScEwtxih4xGtWMiKfALz/NCczq+fT6WNnXq1BUrVkyYMCFo8Xom\nPIeVctzUBDyHDVPoPAEA0MUJPSeoQ4nduNiYz5qaicjG87/qDZPi48QMDvyXl5eXl5fXyTs1\n8fwGtYYtXx0b20OG/CFMocYOAKCLE3pOyDlugP8TQI11Gqa4FM3suqvNGq3G3jYYIvrDhjNk\n3AAAXZyQ2F0WrYjyv4X+oGhFmkzWaLUS0U40s+sQHztGhPPoJ0UqlbA8Aw3swhhq7AAAujI7\n0VHHo1h/e04wHNGVjkFPftHrbWGcfECQ8EQ/qNqeww5VRudiOMMwhsQOAKArO2syax1P0DrQ\nwI4RRrNT22xlRpM4kXUnzj0kZs6cSUQcx02fPr24uPjGG29k9Xm33XZbqMNs1y6dvtpiYcsz\nExNDGwx4h0exAABdWYA9J5hxTs3sdup0QzpaDhBRUVFRTk7OuXPn2J+TJk0iopycnFWrVoUy\nLK+E/rCEgU7CHmrsAAC6ssOOmT2JqDBa2bFCRsYohcZ5mH8iGPwanbi0tHTBggVsXrLOITSw\ny5TLh8V08CqCzoHEDgCgKxN6TiRKpX2i5B0rRCmRCF/nO7XoGBuo8+fPSySSm2++ubS09He/\n+51EIjl//rzvb9+7d++SJUvKysqCF6GzUybzMcfz91uSEjDdRJjDo1gAgK5MeBRbEB0dyFfy\nuNjYXTo9EZ01m6stlkx5B3NE4DiONbYrKioqKipyXh/CqLz4r1N/WDSwC3+osQMA6LJMPH/K\nZGbLHW5gxwj9J4joFzyNDYDdbk90S4+SkpLsjj4u4aaota2BXaJUenVcrPeNIeSQ2AEAdFlH\njUarY3SSABO78XEX9Z8IKKxur7W11WUysZaWllAH5VmD1fqLvi2Pn54Q34FxEKGTIbEDAOiy\nDjvPEtuhQewEPWWyfoq20cvQfyJAOTk5nANbw3GcezVeOFirUgsjF6I/bERAYgcA0GUdcUrs\nBgc8Rokwt9g+vUEfrs8Nw1/v3r0rKipcVnIcp1arPW4fWsJAJ3KOuzEhPrTBgC+Q2AEAdFlC\nz4ksuTxFKg2wtHGOZnYWnt+jN3jfGNpTW1tLRBKJZM6cOcLKiRMn+l5CQUHBww8/PGDAAPGD\nu5jebt+k0bLlifFxSQFfQtAJkNgBAHRZwqPYABvYMWOdhikuRTO7AMTFxdlsto8//lhYs2DB\nAt/fft11133yySejR48OQmgX2ajRClWzeA4bKfxL7NatWzdlypQePXpIpVLOTZBCBACADmix\n2YRpoAoCa2DXVogyOtFRZ7MTzewC8Pjjj7usmTt3bkgi8a6otW2gE47oJiR2EcKPxO6bb76Z\nNm3ahg0bmpqawrZXNgAAMBf1nBCjxk5CdKXjaexOrY4PvMTu6rXXXnNZc+LEiZBE4oWN539Q\na9jyyJiYLIxcGCH8SOxeeeUVIpo4ceKhQ4dMJhPvJmhBAgCA30RP7MhpNLsWm+2EYzYC8BfP\n8xKJJDc3l4iGDx8ukUh4ng+3B187dfpGq5Ut4zlsBPEjsTt9+jQRLVu2rLCwMCoqKmghAQCA\nCI44ek7IOO4yhTiJ3bhYjGbnmZnnv4iK/igppdzx+Ls9rM8Ez/Pnzp0jov3797OaEedZKMLB\natVvvXRnILGLHH4kdhkZGUSUkpIStGAAAEA0Qo3dAEVUtESc2qAxsTEyR8USRrNz9nZD43JF\n9LrYuKvOVb7TcMFLc6WPP/743nvvdVk5b968m266KagR+qvIMZNYP0WUWDW+0An8SOweeOAB\nIiouLg5aMAAAIA7eqcauUKkUq9g4iUQY6HinFjV2v/nO0c/AYLf/tbrm2vLTpx2Tubn74osv\nXNoyvfnmm77v69SpUytXrnQfDE9EZUajMBkdnsNGFj8Su2efffb+++9/9NFHv/nmm+bm5uDF\nBAAAAaowm1U2G1suiFaIWPK4uLZmdidNpguONljdXK3Fsv/igf22a3VDj5/86EKTx+bnSUlJ\nLsNKpKam+r67devW3XHHHdu3bw8sam+KnJ7DzgzLKTGgPTLvL3tsy3nXXXd53Bj9JwAAwsTF\nPSdEq7EjorGxsR80NhERT/SzTo9RMIhonVrj/v2ns9v/XFn9n1bV8uysHKeG6ayrhMvGzc3N\nUqnU5sjFQ66otS2xS5VJxzt6zEBEwADFAABdkDDnBBENEWMQOwH6T7j70TEsiIznN2dnDXPK\npDdrtEOOl396oVlI5VhWx3Hc9OnTi4uLp0+fzupQwmccsRqLZbe+rQHlTQkJ0jDrrgveXSKx\ncx/TxIvOiRgAAC5JmCU2ViLpqxBzHIPsKHmfqLYhzdB/gogsPC/MuzXYbLpSGb1rUN7rvTPk\njnxIbbM9Ulk19fTZKkeH2ZycHLvdvnbt2kmTJq1du9Zut+fk5IQmek+KVGrhG31mEp7DRhjU\n2AEAdEFCjV2BMlr0G70wt9huvd7c7X/V79DphOaMI4wGIpJz3NM903YM7J/v1Lpxg1pTcOzk\npxcioIW60MBOKZHcEB8X2mDAX5doY+eM1RV7rJnz8lLYslqtBw8edF6jVqulUqmI/UKsVisR\n6XS6vXv3ilUmK/Do0aNy8QYB1+v1RFRfX6/Xi/nj22azmUwmcY+diHQ6HRGVlZXJZH5cvZek\n0Wg4jlM5uveLgl0AWq1W3JNgMBjEPXz2udfW1mq1WrHKJCKbzWYwGES/AAwGAxEdPnxYKt58\n5Fqtlud5EQ+fPVML0vV/7NixS/77W4mOS9q2ybjUFcgOvKamRq1We9nMWR9OQpyUiIx2/l/7\n9heSh5u/1WrV6/WinwGj0UhEhw4dkkhEyFcNBoPZbA4wyH9yUuLaghlpNB4+fJj9e0qJlhP3\nCcd9yUnZQ1aVzfZIZVXSlVed/+VniURy9dVX/+EPf/jss8927tzJ8/w111zjMRKNRiORSFpa\nWoQ1lZWVRHT27NkOR26xWIhIrVa7l6An2uK4eEbZrMf37/e9WKPRKPr/Jvl5cfoiIi5Ohp0B\nl8MfNmyYl12I+dUYWSQSiUvVd0VFRVRUVK9evcTahdFobGxsVCgU4taxazSa3r17x8SI1pq1\noaFBpVIlJCRkZ2eLVSYRmc1mlUol+vMFjUZjsVh69+6tFLU9eFVVFcdxmZmZIpZpMBiCcQGo\nVCpxD7++vl6lUiUmJvbp00esMonIZDJptVrRLwCVSmWxWDIzMxUK0Xp61tTU2Gw2EQ/farXW\n19fLZDLRD1+r1WZkZMQ6tXLz6JjFYqlrZMujU5Jz4rxtX1NTo9FokpKSfL/+J5stb9W3lV+Z\nkvI7T5U6er1er9eLfgZaW1utVmtWVpYoP24vXLgQ+G3q17pGsliIqJfN1sdqycrKcr443yK6\n02R+vLn1lKMHcesvPxMRz/Pbtm3btm2bsOW2bdtGjhwp/NnY6DjDlZUymYwNJcsMHDhw6NCh\nAwYM6HDkWq32woULSqXSvYTv9QZzU1sSeVtqSo4/PSdaW1tF/9/09+L0RURcnEx1dTURuRy+\n90lKREjs2M99ET/IziGRSHr06OG8prGxMTo62mVlIFjdkkwmE7FMVmBSUlJCgmg90dgnqFQq\nxY3TaDRKpVJxyyQi9lM4OTk5Lk7MBwTNzc3ul0SANBoNEcnlctEvAHEPn/0ijImJETdOvV4f\nvAsgJSVFxNRWpVJZrVYRQ2XVIUE6/KSkpMRLDT9R1dIqLI9JTe3h9Wkaq6j26wK4lufjGpu0\ndjsRHSDO4xs1Go3odz8iYrVBKSkponzpmEwmk8kUSJCVZsvxyhq2PNZuJaLk5GSXH95TiQ5l\n9Hqprv7N+kbf+0cIUV24cCEqKso5yAcffPDBBx/scMzk+D/yeHcqOdc2PJ6E6I7evXvI/cgT\npFKp6P+bFIS7U0RcnAyrqfUr1EATO6PR+PXXX5NbOgkAAKHiPNZJQRDmDJBx3KiYmC1aLXX7\nYYrXOj0jG9P+qH5KieT13hk3JSb88XzlqX2/tQJKl8n+t0/mLWHTQcHC8+sdPXzHxsX28ier\ngzBx6cfAwvCJLn8ySqXy4YcfJqKbb745uJECAIBvhJ4TPWWydFFbowqEYYrrrdYz7U+x0OWt\nc6RBSonkCuslZokdFxt78LKBj6f1EB6kNVitt549f8fZ803WsBjBbptW1+LoCIIJJyJUoO37\nZDJZnz59Hn/88VdeeUWUgAAAIEBCjV3wpvgci9HsiEw8v8Ux0Ml1cbG+nOsYieTdrN7r83KF\nIWOIaGWrquD4idUqMfsHdEyRUweyGUjsItOlf8kJfV0jsesrAEB3o7HZK8xtVWjBS+yuio2R\nELEWY6U6/b0pyUHaUTjbqtFqHaMKT01IoOp2t3T+AvXY8r2OaCbRrDPnPsnOShavV6m/1qra\nKiDzoxUDI63pPDB+1NhhFGIAgPB32GgU7tSFos454SxJKs13FN5ta+yE57BENDUhPvACV7aq\nhh0v36wRc+Ah3+3TG845fhLcjPlhIxYGKAYA6FIOG36bjV7cWWJdCM3sygxGVdhMctqZhJnE\nLotW9Pc6vYdzzYjLpE0tVuvDFZW07yDtO0hE583mG06deaSyStv+DGMmk6mlpcVsFrlpY5HT\ns2A0sItcSOwAALoUoeeEhMh55gPRCc3s7ES/dL+5xc6YzOUmE1ueFsD4U0lS6Sd9slbm5nCj\nhrM1PNGnF5qHHDu5tZ1Bsz/99NOUlJSVK1d2eKceCQ3sespko/wZvg7Cin+J3bp166ZMmdKj\nRw+pVMq5CVKIAADgO6HnRH+FIla8EfDdjbuo/0S3S+zWOA104tdzWI/DEP5PWg/eZrvVadyT\ns2bzxPIzj1RWGdy3DoLzZvNBx5UzMykBtT6Ry4/P7ptvvpk2bdqGDRuamprs7VcRAwBACJUZ\ng94llslTRAnjnJV2v2Z2Pzr6GcRKJBO8zu3hQq1Wu+R2crmczUC4KjdnRW5Oqqyt8wSrurvZ\nZNkd/MFQvr/oOSwa2EUwPxI7NqDJxIkTDx06ZDKZeDdBCxIAAHxSbbEII6IFr+eE4CpHpd0v\nOr21O30L6Oz2n3Rtz0lviI9T+PnMyjm3E7I6NhvErKTEsvxBzk3cKuz83XrjgppaUzDPcFFr\nW2IXJ5FMFHVeH+hkfiR2p0+fJqJly5YVFhZGRXlrJQoAACFxxGnOiWDX2BHRWEdLLJ3dfshp\n113eZo3WaG9Ls6b62cCOzQeoVqvj4+Odszo2Ex0R9ZTJvu/Xd0VujjDuiY3nl9Q3jjhevkcf\nlAezzTbbdked65SE+GgJ2lZFMD8SOzYDcUpKStCCAQCAgAg9J6iTErtuOkyx80AnU/wc6ESj\n0bBJOLVarXtWJ5iVlFiWP3C6U9ZYZjRedfLUgppam9hVdz+o1EKFK/rDRjo/ErsHHniAiIqL\ni4MWDAAABEToOaGUSPoH/9HKiBilULtT2p36TwiJ3RBldPb/Z+/eA6Kq04eBP+fMfRgGREBF\nRRHvSHjtAuZmgpe8URaWhWX+ytzdcn1381Zqkhpau2bt+9Ki9atMU6yULFNh00opS0tEJRG5\niGjKdS7Mfea8f5w5xxEQ5jBn7s/nr+PMcOYZPMw88/1+n+frsIeEk65evTpq1Cj6WCQStc3q\naL1EogPx/deJhGyFqoWiNt2oe/NmXRdi7gDb6ERIEFwHIJGv4bCH4KpVq6qqqv785z+bzeYp\nU6bg0B1CCPkaNrEbLpUI3N+sQEIQY2RyeqwueOonzhkM1UwPOScbnXTQOMJsNrP3tl2tTgBk\nCMkHpPLXKPIo0/3k2szZoslTz/Trm0FRIpf/l40UdYTJUycoQtjSDeSnOCR2QmYn6Xnz5rX7\nAKyfQAghL7JS1O9MZ7UR7q+coKUo7IndFZO5xmTuy334yu+w9bDA04YTnepDkv8dMGBbfeP/\nqb3WYrOBWGwWi99qbP7eYPqoX9+hrnUrLNRoNEynC5yHDQDYqgYhhALEJaNJz3xCe2CBHc1x\nmV2QDNqx87BhAsF9zjXybdtHol0dnIEAeD4y4uzQwRMcWqv8rNONuli26UadK6vu2HpYAJiJ\niZ3/47xXbNeuSIQQQu7m4coJWkqInJ0LDIZldmqrlS0TmaIMdX0mlJMBEvHRQfFv94lhG6wY\nbNSKa9fvv3S5jBms5cQG8BWTp46UyeKw5YX/wxE7hBAKECWOvU48NRUbKRQOktinAoOhMPaI\nRmtmBjIe8sg8bCskwJKoyF+HDhorv7UR8I8tupG/X9p0o47r5gEnW3TXmdINnIcNDJjYIYRQ\ngCjR25ucRQgEvUSeW+vGdrMr1hs62Lo+MLDzsCSXRieOG2+23ZCzCztzDpdKfxw8MDuml5j5\nKb3NtuLa9T9dulxuNDl/HnZ/WACYHY6JXSDgnNjt2bNn8uTJkZGRIpEoKipq8uTJeXl57ogM\nIYQQJ+xU7F0yWceP5Fcys+rLQlG/6AJ5NpYCOMQkdmPk8h5CDgWIvBMSxPIeUaeGDBrl8N99\nXNsy5uKl3PpGJ1dHsY1OYsWikZ69bJCbcEjsbDbbk08++fjjjxcUFDQ0NFgslvr6+oKCgrlz\n586fPx/X2CGEkBe12GyVzFCNxxbY0VIcCghOaAM5sftNp7/GTFxymod1XInu+lL1jz/+OD4+\nPj8/HwASZdKTQwZmx/RiV/uprdZFNVenXa68eof2eKyrBPm7wb4yb3ZYGG43ERg4JHb/+c9/\ndu3aJRaLV69efenSJZ1OV15evmbNGrFYvGPHjtzcXPdFiRBCqGPnDQZ2EtTDid0wqTSC2fwq\nsAtjD6o93eikXSqVqqKiQsu0tRMRxPIeUccHxw9z6HtyWK0ZUVqWW9/YwXmOErdyAFxgFzA4\nJHbvv/8+AGRnZ2dlZQ0cOFAmk8XHx69bty47O5u9FyGEkFd4pXKCRgDcxzQ9+bFFF8CL7L5R\n2ycuI4XCcc41OvGYu+XyX4cMXt4jim1MrbJaF9VcnX658todhu6+J+05QJhAcL9DFxXk1zgk\ndhcuXACAJ554otXt9C3nz5/nMSyEEEKcnGMW2BEAw13rWNsFyQp7ltNstV5w6LoSSBqt1pM6\ne3nKNGUo1yXqdHkESZJtP0b5IiWJ7JhePwyKHyK5dQEcVGsS2hu6UwkE50n7OOsMZajYs31b\nkPvwVhXLqZwHIYQQv9gRu/5isVLg6V2hkm9bZheYs7GH1Bq2D3CX52Epitq9ezed5IlEovfe\ne4+/AO3uC5H/NnTQ8h5R7Ad8s9W6qOZqRmV1vcXCPuxnqYwdW50dHsZ7GMhbOCR2w4YNA4A9\ne/a0un337t3svQghhLyCTew8vMCOdo9czg75BGqbYrbRiYAgJodyTuyUSmWrERCLxbJ48WJ6\nGE8ul1+8eJGfQAFkJJkd0+v7wfEDJbcaDu9tViWUln3RbO9v8pPUXgMrIYgpoQq+nhp5HYfE\n7tlnnwWA5cuXZ2VlVVRUGAyGioqKrKysFStWAMDChQvdFSNCCKEO1VksN5nBGK8kdjKSTGKa\nZQRk/YQN4AiT2N0rl3cXch4TValUNpuNrn7t16+fY5JHUZRerx86dChv4QIAQEpISPHQwS9F\nRbLPdNNimVNZnVFZXWuxFkvs18nEUIXnh3iR+3BI7BYvXpyRkWE0GteuXRsfH08XT6xdu9Zo\nNM6bN+/55593X5QIIYQ6cNahciLBs5UTrBRmmV250XTDYcovMPzcomNTZ9frYauqqtgkr3fv\n3lx/PD09vaCgYNKkSZ0+Uk6SW/vEHIyP6+PQsHpvs+ruq9eMTGY5C+thAwuHxI4kyT179uzc\nuXPSpEkRERECgSAiIiI1NXXXrl07d+4kSdzEAiGEvOO2klhvjNgBQHLIrbLKooBbZufY6OSh\nMFcTu6KiIqlUSq+0q62t5frjffv2TU1N7dmzp5OPn6oMLRk2eH5EN/YWHbNYkMDELuBw7po9\nb968efPmuSMUhBBCXcOWxIoJwrEi0pMc6yeKWnSpyoBatsU2OokRdX2HhpiYmD/++KNtI2KS\nJBcsWLB9+3aXQuxQuEDwUb++c8LDFtVc/cN8azx1rFze24O7zyEPwGE2hBDye+yI3VCpROSl\nHgW9RaL+YvtS/ROBtczuD7PlNNPoZKoytGu/X4Igrl+/zmZ1QqFw06ZN9Gys1Wp1a1bHmhWm\nPDd0yNxu4ewtj2I9bMDBxA4hhPybDeA8M2Ln4dbErbCDdr/q9AZb4OwzeUijYV8Mp53EOkBR\nlEql4uVUnHQXCnb3j/0oOjLBZJxltfw1qrvnY0BuxS2x+/HHHx9++OG4uDixWEy04aYQEUII\ndaDCaGqx2VuSJXp1H3d2mZ2Ron4zGr0YCb8OquzzsCKCSO1qZxCKouLj49nPSqvVunHjRvrT\nUyAQLFmyhJ9YnTMrRJ5dd2OV1SzH9fEBh8P/6J49e1JSUvbv319VVWXubGthhBBCnlGi17PH\n3qqcoLGFsQBw0hAgiZ2Fogo09l1Zx4eEhLnQGaS8vJwuhj1z5ozMIQW32WzvvPMOjo8gXnBI\n7F577TWKoqZMmXLu3DmTyUS14b4oEUII3UmJwWu7xLaSKJWyec/JQNlY7ESLrtlqpY9dr4el\nJSUl6XQ6+qOzb9++XH/86NGjixYt+vnnn3kJBgUYDoldRUUFAOTm5iYkJIiwiAYhhHwDWzkR\nJhD0EXvzzVlAEHfL7QNRPxmMgfF1n62HBf4W2MXFxZEkSc/D1tTUcP3xc+fO5ebmXrp0iZdg\nUIDhkNjRTRTDwrCCBiGEfIjjZmJen8xjl9k1WK1XA2L9FtvBLlYsGu7CgGhYWBibzFVVVTlO\ncxEEIZPJzpw542qsCHFK7DIzMwHg8OHDbgsGIYQQN0aKumwy0cfenYelpShutSkuIf1+o6qr\nZvM5Jm+eoXSpka9arW61ZkkgELz99tsURdlsNp1Ol5SU5Mr5EaJxaFD86quvnj179i9/+YvF\nYpkyZUr37lgjjRBCXnbBYLAw6YJ3Kydo98rlAoKwUhQAnBNw7oHva75WqdlczPWdxACAIIhH\nHnnks88+c/1UCLWLw1+dSCR6+eWXf/zxxyeffLLdB2D9BEIIedhtm4n5wIhdqIAcIZUU6w0Q\nEIndN8w8rIQgHuhqoxMafkQiz+AwFXvgwIE//elPN27ccF80CCGEOHFM7Ib7wIgdAKQwy+yq\nSbKRqSf1RyaK+pZpdDIxVKEIiCWDKOBxuExfffVVehIW250ghJCPYHud9BGJIlxoscajZGaZ\nHQXwoz/vLfadtkXDdH7mZR6WL8nJydnZ2aNGjfJ2IMgXcRgnLysrA4Dc3NzY2Fi3xYMQQogD\nx5JY70bCSgm51aa4SKub7lrNgRfd3ujEh17FmDFjxowZ4+0okI/iMGLXs2dPwHYnCCHkMxqt\n1mvMPkC+k9j1F4t7M71OT/jziN1BlX2B3WCJZKBE7N1gEHISh8RuwYIFgO1OEELIZ/ha5QTr\nPmbQ7med3uSfC3UqjKaLzHa3fG04gZAHcJiKXbVqVWVlJbY7QQghH3FbYuew96jXJYeEfNas\nAgC9zXZGr79bLu/0R3zNVw7zsD61wA6hjnFrd0IfYLsThBDyBSUGPX0gJIihUol3g3GUorht\nmZ0/JnZso5MQkpwQ4lKjk1aKi4tHjRrV7icmfowi12HxNkII+St2xG6wRCIhvL6d2C2jZDIZ\nE0+RHy6z09ts32ntYU8KVUhJPn+3I0eOxAQOuQ+HxK5tfxNsd4IQQt5CAZw32BeB+U7lBE1E\nEGOYEcQTLTrvBtMF/9Vo9W5udBIWFkbvJ9aFj9Hz58/n5uaWl5e7IzDk73DEDiGE/FK1yaRm\n2v/6VOUE7R4mpGtmcxWzm62/YOdhwT2JXWZmZnNz85IlS7r2499+++2iRYtOnjzJb1QoMGBi\nhxBCfun2ygmfS+zuld1a8+d3g3aHNPbEboRU2k/Mf6OTffv28X5OhGiY2CGEkF86Z/DpxO4e\nqZT9gCnS+tMyuwsGQ4XRPsTojkYnOTk5Wq2WJMn09HSNRtP5DyDEhd/v0IwQQsGJHbFTkGR/\nN4wquSicJPvarNWkAPytTfFBh3lYvjacINqUtlAUlZ+fr7z9/LhaHbkOR+wQQsgvsYndCJnU\nhwpiHSQySwBL9AYVc+z72AV2SoEgOcT/GrWgIIeJHUII+R8zRZUx+yL4YOUEbYTVQh/YAH7W\n6b0bjJM0VttxZuJ4SqhCxFMTmU7bSmBzCcQXTOwQQsj//G4wslt1jfC9BXa0RNutUboTfrLM\nrkCjYX+xPrvhRN++fVNTU3v16uXtQJAv4pDYEQTRdpUAQgghzyvx7coJWh+bLUpoX8ntL22K\n2XlYAmCKexI7oVDIfpgKBAKCkZWV5eQZ0tPTCwoKHnzwQXeEh/wdh8QuKioKALCEByGEvM6x\n18kIX52KJQDuY9ao/dSis/r8VCPlkNiNlstimI00+WW1WhUKBQDMnz/fxrRBBoC1a9e64+lQ\nsOGQ2D366KMAcOTIEbcFgxBCyClsYtdTJGRHxXxQSkgIfaCx2RxHGX1TsV5fazbTx3zVw7aL\n7mP3ySef0P/ctGkTToghvnBI7N566605c+YsWrRo+/bttbW1jt8zEEIIeVKJwV6L4LOVEzTH\nqtIin29TfNDNG06wPv74Y2CamyiVymXLlv39739339OhoMLhe14I88Xrueeea/cBWNGDEEIe\noLJaa0z2gaVEmcy7wXRsXIhcQhBGigKAIm3LnyO7ezuijrDzsBE1vMi9AAAgAElEQVQCwd1y\nN/5id+zYkZeXRx+rVCoA6NOnj/ueDgUVjw7gX7x48ciRI8XFxQ0NDUqlMjY2dtq0acnJyfS9\n58+f//rrr8+ePWuxWPr06fPoo4/ee++9jj9eV1e3ffv24uJiiqJGjhz53HPPRUZG0nfNmjXr\nyy+/dHxwdXX1a6+99vDDD8+aNcszrw4hhDzjnMHAfo322coJmoQgRstlP7bowOc3FmuyWn9i\nIpymDBW4eW7UyHSrof3jH/9w69Oh4MEhsXN9QC43N/fBBx985JFHevToodfry8vLP/zww6qq\nqnnz5gHAypUrExMTX3nllQEDBly5cuXf//63Wq2ePHky/bMGg+GVV15JTU198cUXAeDgwYOv\nvvrq1q1bJRJJ2ycqLS3Nzs5+/vnnU1JSXIwZIYR8zW27xPr2VCwAJIeE0Ildlcl01Wzu456K\nBNcdVmssbKOTMDcusFu3bh1bJzFnzhz6wGKxiJz+zdy8ebOmpiYuLi4iIsItISJ/5tE+dv/8\n5z+nT5/eu3dvoVAYGho6atSolStXHjhwgL734YcfXr9+/bBhwyQSyaBBg5YuXfrZZ5+xP3v4\n8OGhQ4dmZGQoFAqFQpGRkTF48OB2KzlOnTr15ptvrlixArM6hFBAYhM7AUEMk7bz5danpDgs\ns/vRhwft2AV2JEBaqMJ9T7RmzRq2IzH7MUdRlMlkcvIMe/bsGTt27DfffOO2GJEf83KDYoFA\nQJL2GBYsWOBYFtSrV6/6+nr2nz///PPEiRMdf3bixIknT55sdcJjx469//77r7/++rBhw9wW\nNUIIedM5prw0XiyWk77eZz5FEcIe+2w3OxvAYSaxuydEHu3DhcYIdYzbtatWqzdu3Pj5559X\nV1ebzWZ6cjY5OfnHH388e/ZsYmKi86fS6XSVlZUffvjhQw891O4DTp8+3bt3b/afV65ciYuL\nc3xA//79a2pqHG/58ssvv/vuuzfeeCM8PLztCS0Wy6+//sr+kyTJ/v37Oz5Ar9dbrVbHbNJF\nBoOBfl4ez0mfsLm52fnvdp3SarUAoNfr+Y3TZDLZbDZ+zwkAFosFAJqamgy8tk7Q6XQkSfIb\nrV6vBwCz2czvaa1WK78vv6WlBQB0Oh2/cRqNRn7/oGj0BdDY2NjuMoyuaWlp4TdUOkg3vfz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M7aKc08EZHnzwwf/85z/33HOPx2JGfoRD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\n+cjGrc3VFssn1t0axMLAsmnFV+us9ei8iLCnw0KFjQSiYz/FsPnUQ8xBBB6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72B5irftTVKTtbW09r+uesITMLrlebB1aN1KlehVD6wDA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\n1nbMh0xFIpGXl9e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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "##Plot overall mobile edits rate.\n", "\n", "mobile_web_edit_monthly_overall <- mobile_web_edit_counts_clean %>%\n", "filter(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", " ggplot(aes(x=date, y = total_mobile_edits)) + \n", " geom_line(color = 'darkturquoise', size = 1 ) +\n", " geom_vline(xintercept = as.numeric(as.Date(\"2019-03-20\")),\n", " linetype = \"dashed\", color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-03-20'), y=3E5, label=\"AMC deployed on Arabic, Indonesian, and Spanish Wikipedias\"), size=3.5, vjust = -1.2, angle = 90, color = \"black\") +\n", " scale_y_continuous(\"total 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 = \"Monthly mobile web edits \\n on all target wikis where AMC was deployed\") +\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", "mobile_web_edit_monthly_overall\n", " \n", "ggsave(\"Figures/mobile_web_edits_overall_monthly.png\", mobile_web_edit_monthly_overall, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "code", "execution_count": 813, "metadata": {}, "outputs": [ { "data": { "image/png": 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zePHWDc/qhOC9KlwS8SMTVffPEFSdBRUVpaum3bNnqk8QenFps3b+YuS/DQQw+x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m05jYJRG1vWdi8hNDh/W/d/VtuGpw+H8S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\nBza0YJKXl/fSS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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "##Plot weekl overall mobile edits rate.\n", "\n", "mobile_web_edit_daily_overall <- mobile_web_edit_counts_clean %>%\n", "filter(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", " ggplot(aes(x=date, y = total_mobile_edits)) + \n", " geom_line(color = 'darkturquoise', size = 1 ) +\n", " geom_vline(xintercept = vertical_lines,\n", " linetype = \"dashed\", color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-03-20'), y=8E3, 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=8E3, label=\"AMC deployed on Italian, Japanese, Persian, and Thai Wikipedias\"), size=3.5, vjust = -1.2, angle = 90, color = \"black\") +\n", " scale_y_continuous(\"total mobile web edits per day\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %Y\"), date_breaks = \"2 months\") +\n", " labs(title = \"Daily mobile web edits \\n on all target wikis where AMC was deployed\") +\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", "mobile_web_edit_daily_overall\n", " \n", "ggsave(\"Figures/mobile_web_edits_overall_daily.png\", mobile_web_edit_daily_overall, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There was a steady increase in total mobile web edits the past year, 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. \n", "\n", "AMC was deployed to sets of target wikis on March 20, 2019 and June 17, 2019 but was not yet promoted. We will continue to monitor trends following full deployement and promotion of AMC. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Mobile web edit rate by edit count ##" ] }, { "cell_type": "code", "execution_count": 800, "metadata": {}, "outputs": [ { "data": { "image/png": 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9eZJUI6kffI4uLidL3GpflWrNZ2WB7q5PFttf99lUrlsGHDNFtgM0UXV1dXAFDt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N1Z8IxgsjfsEIYTAwNQkA7N+/nzwWCQYIidgRNFnB5HoAACAASURBVAxN43IMjocr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\n17FPT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d0fQ5yvt35ccPqy4Wpp9lV2/b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\np07ds2cPqXmpxEcffbRlyxb11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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", "mobile_web_edit_monthly_byuser <- mobile_web_edit_counts_clean %>%\n", " filter(edit_type == 'mobile_web_edits',\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))%>%\n", " ggplot(aes(x=date, y = total_mobile_edits, color = user_edit_count)) + \n", " geom_line(size = 1)+\n", " scale_y_continuous(\"total mobile web 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 by user edit count \\n on all target wikis where AMC was deployed\") +\n", "geom_vline(xintercept = vertical_lines,\n", " linetype = \"dashed\", color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-03-20'), y=4.5E4, 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=4.5E4, label=\"AMC deployed on Italian, Japanese, Persian, and Thai Wikipedias\"), size=3.5, 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_byeditcount.png\", mobile_web_edit_monthly_byuser, width = 18, height = 9, units = \"in\", dpi = 150)\n", "\n", "mobile_web_edit_monthly_byuser" ] }, { "cell_type": "code", "execution_count": 820, "metadata": {}, "outputs": [], "source": [ "##Calculate overall YOY increase for 100+ and 500+ editors across all target 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)) %>%\n", " arrange(date) %>%\n", "mutate(yearOverYear= total_mobile_edits/lag(total_mobile_edits,12) -1)\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)) %>%\n", " arrange(date) %>%\n", "mutate(yearOverYear= total_mobile_edits/lag(total_mobile_edits,12) -1)\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)) %>%\n", " arrange(date) %>%\n", "mutate(yearOverYear= total_mobile_edits/lag(total_mobile_edits,12) -1)\n" ] }, { "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", "\n", "
A tibble: 3 × 4
datetotal_mobile_editsyearOverYearedit_count
<date><dbl><dbl><chr>
2019-06-01605580.2205583under 100
2019-06-01262270.3994451100+
2019-06-01700640.3700162500+
\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 2019-06-01 & 60558 & 0.2205583 & under 100\\\\\n", "\t 2019-06-01 & 26227 & 0.3994451 & 100+ \\\\\n", "\t 2019-06-01 & 70064 & 0.3700162 & 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", "| 2019-06-01 | 60558 | 0.2205583 | under 100 |\n", "| 2019-06-01 | 26227 | 0.3994451 | 100+ |\n", "| 2019-06-01 | 70064 | 0.3700162 | 500+ |\n", "\n" ], "text/plain": [ " date total_mobile_edits yearOverYear edit_count\n", "1 2019-06-01 60558 0.2205583 under 100 \n", "2 2019-06-01 26227 0.3994451 100+ \n", "3 2019-06-01 70064 0.3700162 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[13,], mobile_web_edit_100[13,], mobile_web_edit_500[13,])\n", "\n", "mobile_web_editcount_yoy$edit_count= edit_count\n", "\n", "mobile_web_editcount_yoy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There was an increase in the total mobile web edits made by active editors the past year. The largest YoY increae was for the 100-500 editor group." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Mobile web edit rate by target wiki ##" ] }, { "cell_type": "code", "execution_count": 774, "metadata": {}, "outputs": [ { "data": { "image/png": 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QhwrEmTJs2fP5/ZGKBgBwAArkick0XpVDgdPXQdQXJsXlXsiK1egYNwWlr/R03e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WVH+2p2exDNRVQF0FwCGQqyA1C1KHQWI6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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", "mobile_web_edit_monthly_bywiki <- 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) +\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=3.5, 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=3.5, vjust = -1.2, angle = 90, color = \"black\") +\n", " scale_y_continuous(\"mobile web 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 wikis where AMC was deployed\") +\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", "mobile_web_edit_monthly_bywiki\n", "\n", "ggsave(\"Figures/mobile_web_edits_bywiki.png\", mobile_web_edit_monthly_bywiki, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "code", "execution_count": 777, "metadata": {}, "outputs": [], "source": [ "\n", "##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)\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)\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)\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)\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)\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)\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)\n" ] }, { "cell_type": "code", "execution_count": 778, "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
datetotal_mobile_editsyearOverYearwiki
<date><dbl><dbl><chr>
2019-06-01 20978-0.07406427arwiki
2019-06-01110830 0.16655790eswiki
2019-06-01 16457 0.22084570idwiki
2019-06-01 70841 0.27139755itwiki
2019-06-01 69357 0.37859273jawiki
2019-06-01 36918 0.57883933fawiki
2019-06-01 13119 0.23322053thwiki
\n" ], "text/latex": [ "A tibble: 7 × 4\n", "\\begin{tabular}{r|llll}\n", " date & total\\_mobile\\_edits & yearOverYear & wiki\\\\\n", " & & & \\\\\n", "\\hline\n", "\t 2019-06-01 & 20978 & -0.07406427 & arwiki\\\\\n", "\t 2019-06-01 & 110830 & 0.16655790 & eswiki\\\\\n", "\t 2019-06-01 & 16457 & 0.22084570 & idwiki\\\\\n", "\t 2019-06-01 & 70841 & 0.27139755 & itwiki\\\\\n", "\t 2019-06-01 & 69357 & 0.37859273 & jawiki\\\\\n", "\t 2019-06-01 & 36918 & 0.57883933 & fawiki\\\\\n", "\t 2019-06-01 & 13119 & 0.23322053 & thwiki\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 7 × 4\n", "\n", "| date <date> | total_mobile_edits <dbl> | yearOverYear <dbl> | wiki <chr> |\n", "|---|---|---|---|\n", "| 2019-06-01 | 20978 | -0.07406427 | arwiki |\n", "| 2019-06-01 | 110830 | 0.16655790 | eswiki |\n", "| 2019-06-01 | 16457 | 0.22084570 | idwiki |\n", "| 2019-06-01 | 70841 | 0.27139755 | itwiki |\n", "| 2019-06-01 | 69357 | 0.37859273 | jawiki |\n", "| 2019-06-01 | 36918 | 0.57883933 | fawiki |\n", "| 2019-06-01 | 13119 | 0.23322053 | thwiki |\n", "\n" ], "text/plain": [ " date total_mobile_edits yearOverYear wiki \n", "1 2019-06-01 20978 -0.07406427 arwiki\n", "2 2019-06-01 110830 0.16655790 eswiki\n", "3 2019-06-01 16457 0.22084570 idwiki\n", "4 2019-06-01 70841 0.27139755 itwiki\n", "5 2019-06-01 69357 0.37859273 jawiki\n", "6 2019-06-01 36918 0.57883933 fawiki\n", "7 2019-06-01 13119 0.23322053 thwiki" ] }, "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[13,], mobile_web_edit_eswiki[13,],\n", " mobile_web_edit_idwiki[13,], mobile_web_edit_itwiki[13,],\n", " mobile_web_edit_jawiki[13,], mobile_web_edit_fawiki[13,], mobile_web_edit_thwiki[13,])\n", "\n", "mobile_web_edit_yoy$wiki= wiki_list\n", "\n", "mobile_web_edit_yoy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There was a YoY increase in the mobile web edit rate for each target wiki ranging; except for Arabic Wikipedia which had a slight drop (-7.4%). The highest YoY increase was on Persian Wikipeida (57.8%).\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Proportion of mobile web edits made with AMC edit interface ###" ] }, { "cell_type": "code", "execution_count": 779, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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M+hgwcP3n///dbX5IaHh9scHy3tT58+3bpw2rRpInLvvfc6a/zKlSsiUrduXfum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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Overall Proportion of mobile web edits tagged with AMC. \n", "#Reviewed only Spanish, Arabic and Indonesian since AMC has been deployed the longest on those wikis.\n", "# Note: Analysis assumes that only mobile web edits are tagged with AMC (not desktop or app).\n", "\n", "amc_edits_prop <- mobile_web_edit_counts %>%\n", " filter(date >= \"2019-03-20\", #deployment date\n", " wiki %in% c('eswiki', 'arwiki', 'idwiki')) %>% \n", " group_by(wiki) %>%\n", " summarise(mobile_web_edits = sum(mobile_web_edits),\n", " amc_edits = sum(amc_edits)) %>%\n", " cbind(\n", " as.data.frame(binom:::binom.bayes(x = .$amc_edits, n = .$mobile_web_edits, conf.level = 0.95, tol = 1e-9))\n", " ) %>%\n", " ggplot(aes(x = wiki, y = mean, color = wiki, ymin = lower, ymax = upper)) +\n", " geom_linerange() +\n", " geom_label(aes(label = sprintf(\"%.2f%%\", 100 * mean)), show.legend = FALSE) +\n", " ggplot2::scale_y_continuous(labels = scales::percent_format()) +\n", " ggplot2::scale_color_brewer(\"Wiki\", palette = \"Set1\") +\n", " ggplot2::labs(x = NULL, y = \"Proportion of amc tags\", title = \"Proportion of mobile web edits made with AMC edit interface\", subtitle = \"On Spanish, Arabic, and Indonesian Wikis; With 95% credible intervals\") +\n", " wmf::theme_min(plot.title = element_text(size=14))\n", "\n", "amc_prop\n", "\n", "ggsave(\"Figures/amc_edit_prop_bywiki.png\", amc_edits_prop, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "ename": "ERROR", "evalue": "Error in eval(expr, envir, enclos): could not find function \"%>%\"\n", "output_type": "error", "traceback": [ "Error in eval(expr, envir, enclos): could not find function \"%>%\"\nTraceback:\n" ] } ], "source": [ "## Plot change daily change in proportion of amc edits. (e.g. daily serp offset)\n", "# Note: Analysis assumes that only mobile web edits are tagged with AMC (not desktop or app).\n", "\n", "amc_prop_weekly <- mobile_web_edit_counts %>%\n", " filter(date >= \"2019-03-20\") %>% \n", " mutate(date = floor_date(date, \"week\")) %>%\n", " group_by(date, wiki) %>%\n", " summarise(mobile_web_edits = sum(mobile_web_edits),\n", " amc_edits = sum(amc_edits)) %>%\n", " mutate(prop_amc = amc_edits/mobile_web_edits) %>%\n", " ggplot(aes(x = date, y= prop_amc, color = wiki)) +\n", " geom_line(size = 1) +\n", " scale_x_date(\"Date\", labels = date_format(\"%Y-%m-%d\"), date_breaks = \"1 month\") +\n", " scale_y_continuous(\"Proportion of amc tags\", labels = scales::percent_format()) +\n", " labs(title = \"Weekly proportion of mobile web edits tagged with AMC edit\") +\n", " wmf::theme_min(plot.title = element_text(size=14))\n", "\n", "amc_prop_weekly\n", "\n", "ggsave(\"Figures/amc_edit_prop_bywiki_weekly.png\", amc_prop_weekly, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Following deployment of the feature on March 20, 2019, only a small proportion of total mobile web edits were made while in AMC mode on Arabic, Spanish and Indonesian Wikipedias. There was a weekly increase in the proportion of edits made with AMC on Spanish and Indonesian Wikipedias, while there was a decrease on Arabic Wikipedia" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Retention Rate ##\n", "\n", "We reviewed the retention rate for opt-in advanced mobile mode amongst:\n", "- overall across all target wikis where deployed \n", "- eswiki, arwiki, idwiki, thwiki, itwiki, jawiki, fawiki \n", "- Users with 100+ edits, 500+ edits (cumulative).\n", "\n", "Target: At least 60% retention. This is measured using the opt-in/opt-out button (done in T211197 using the PrepUpdate mf_amc_optin). This is set to true when a user opts out and set to false when they opt in. \n", "Schema: https://meta.wikimedia.org/wiki/Schema:PrefUpdate\n", "\n", "Notes:\n", "- Some general concerns about the data quality of the PrefUpdate schema, regarding duplicate events. [T218835](https://phabricator.wikimedia.org/T218835)\n", "- Toggle is on the mobile settings page for logged in users server and client side\n", "- The feature is available as a separate setting (not a part of beta)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "##Query 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 wiki IN ('eswiki', 'arwiki', 'idwiki', 'itwiki', 'jawiki', 'fawiki', 'thwiki') \n", "AND year = 2019 AND ((month >= 3 and day >=20) OR (month >= 4))\n", "),\n", "edits as (\n", "SELECT\n", "event_user_id as userid,\n", "wiki_db,\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) < 500 THEN '100-499'\n", " ELSE '500+'\n", " END AS user_edit_count\n", "FROM wmf.mediawiki_history\n", "WHERE snapshot = '2019-06' \n", "Group by event_user_id, wiki_db\n", ")\n", "SELECT date, wiki, amc_selection, user_edit_count, 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\"\n", "\n", "\n", "results <- collect(sql(query))\n", "save(results, file=\"R/Data/amc_retention_rates.RData\")\n" ] }, { "cell_type": "code", "execution_count": 671, "metadata": {}, "outputs": [], "source": [ "load(\"Data/amc_retention_rates.RData\")\n", "amc_retention_rates <- results" ] }, { "cell_type": "code", "execution_count": 672, "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": 814, "metadata": {}, "outputs": [ { "data": { "image/png": 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Xq3xK5Y/AYCAACnc7lcoVCI3YhGo7FYTBRF6xVPNm7c+Nhjj+3cuTOXbYT0lH5g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KaT5il7aqkIbrmWPHM0zYitilRLFU6TZX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/oConY+oX9QCCFHjcNxPQnsaMXuyiuvvOOO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7xs9DCKnasvQjdpE4drplf6HIzZsO6eqkkUWN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\nwqQXzemc8IGrqq133CUdPew/AwdnZlGtO7PQSTUanB8Fi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xiwjzFgHwPAOMaAfQxIROPEp0cDIIRs2rTpuuuu+/rXv97e3h50446Ojptv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\nH3zwwQUXXHDuuefS82xOTs7SpUvPP//866+/PtXqlIuLi7du3XrHHXd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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "##Look at Overall Retention Rate\n", "amc_retention_overall_daily <- amc_retention_rates %>%\n", "filter(date <= '2019-06-30') %>% #filter out July due to incomplete history in mediawikihistory table\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(\"Daily count\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %Y\"), date_breaks = \"2 weeks\") +\n", " labs(title = \"Daily retention rate of opt-in AMC on all target wikis where deployed\") +\n", "geom_vline(xintercept = vertical_lines,\n", " linetype = \"dashed\", color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-03-20'), y=30, 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= 30, label=\"AMC deployed on Italian, Japanese, Persian, and Thai Wikipedias\"), size=3.5, 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_daily.png\", amc_retention_overall_daily, width = 18, height = 9, units = \"in\", dpi = 150)\n", "amc_retention_overall_daily" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There was an 81% overall retention rate of the opt-in AMC mode across all target wikis where AMC was deployed (time period: March 20, 2019-June 30, 2019), surpassing the target of 60%." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Retention Rate of opt-in AMC by Target Wiki ###" ] }, { "cell_type": "code", "execution_count": 784, "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 × 4
wikiamc_opt_outamc_opt_inprop_opt_in_percent
<chr><dbl><dbl><dbl>
arwiki233119283.64912
eswiki206 72377.82562
fawiki 12 11990.83969
idwiki 92 42082.03125
itwiki 5 3988.63636
jawiki 17 4572.58065
\n" ], "text/latex": [ "A grouped_df: 6 × 4\n", "\\begin{tabular}{r|llll}\n", " wiki & amc\\_opt\\_out & amc\\_opt\\_in & prop\\_opt\\_in\\_percent\\\\\n", " & & & \\\\\n", "\\hline\n", "\t arwiki & 233 & 1192 & 83.64912\\\\\n", "\t eswiki & 206 & 723 & 77.82562\\\\\n", "\t fawiki & 12 & 119 & 90.83969\\\\\n", "\t idwiki & 92 & 420 & 82.03125\\\\\n", "\t itwiki & 5 & 39 & 88.63636\\\\\n", "\t jawiki & 17 & 45 & 72.58065\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A grouped_df: 6 × 4\n", "\n", "| wiki <chr> | amc_opt_out <dbl> | amc_opt_in <dbl> | prop_opt_in_percent <dbl> |\n", "|---|---|---|---|\n", "| arwiki | 233 | 1192 | 83.64912 |\n", "| eswiki | 206 | 723 | 77.82562 |\n", "| fawiki | 12 | 119 | 90.83969 |\n", "| idwiki | 92 | 420 | 82.03125 |\n", "| itwiki | 5 | 39 | 88.63636 |\n", "| jawiki | 17 | 45 | 72.58065 |\n", "\n" ], "text/plain": [ " wiki amc_opt_out amc_opt_in prop_opt_in_percent\n", "1 arwiki 233 1192 83.64912 \n", "2 eswiki 206 723 77.82562 \n", "3 fawiki 12 119 90.83969 \n", "4 idwiki 92 420 82.03125 \n", "5 itwiki 5 39 88.63636 \n", "6 jawiki 17 45 72.58065 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Overall retention rate\n", "\n", "amc_retention_overall_percent <- amc_retention_rates %>%\n", "filter(date <= '2019-06-30') %>% #filter out July due to incomplete history in mediawikihistory table\n", "group_by(wiki, amc_selection) %>%\n", "summarise(n_opt = sum(n_opt)) %>%\n", "spread(amc_selection, n_opt)%>%\n", "group_by(wiki) %>%\n", "mutate(prop_opt_in_percent = amc_opt_in/(amc_opt_out+amc_opt_in)*100)\n", "\n", "head(amc_retention_overall_percent)" ] }, { "cell_type": "code", "execution_count": 815, "metadata": {}, "outputs": [ { "data": { "image/png": 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AAgECjsAAAAAAQChR0YTi6X19bWWjoKAOtVV1cnl8sbGxstHQiAlWpsbJTL5U+e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\nxYsnTpyQarRZNvZSDQUT+rq+Rqqh/Pz8evfuLdVoAAA0Q2FnR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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "##Overall proportion of AMC retention rates on each target wiki\n", "\n", "amc_retention_props <- amc_retention_rates %>%\n", " filter(date <= '2019-06-30') %>% #filter out July due to incomplete date\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 wikis where deployed\",\n", " fill = \"AMC Selection\",\n", " x= NULL,\n", " y = \"Retention rate of opt-in AMC by user edit count\") +\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", "ggsave(\"Figures/amc_retention_prop_bywiki.png\", amc_retention_props, width = 18, height = 9, units = \"in\", dpi = 150)\n", "amc_retention_props " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On target wikis, opt-in retention rates were high and ranged from 72.6% (Japanese Wikipedia) to 90.8% (Persian Wikipedia)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Retention Rate of opt-in AMC by user edit count ###" ] }, { "cell_type": "code", "execution_count": 825, "metadata": {}, "outputs": [ { "data": { "image/png": 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3Fz+bTCb2QRAEsatsZFpR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1EIodfjetxXkBMYHcOMGd/ajP428H1RSaXe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\n8+ypx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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "### Overall AMC Retention Rate Broken down by 100+ and 500+ editor groups\n", "## TO Maybe change this to change in proportion over time. \n", "\n", "amc_retention_overall_byeditcount <- amc_retention_rates %>%\n", " filter(date <= '2019-06-30') %>% #filter out July due to incomplete history in mediawikihistory table\n", " filter(user_edit_count == '100-499'| user_edit_count == '500+') %>%\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(\"Weekly count\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %Y\"), date_breaks = \"1 month\") +\n", " labs(title = \"Weekly retention rate of opt-in AMC on all target wikis where deployed\",\n", " subtitle = \"Limited to medium to high-volume editors (100+ and 500+ user edit counts)\") +\n", "geom_vline(xintercept = vertical_lines,\n", " linetype = \"dashed\", color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-03-20'), y=20, 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=20, label=\"AMC deployed on Italian, Japanese, Persian, and Thai Wikipedias\"), size=3.5, 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", " panel.grid = element_line(\"gray70\"),\n", " legend.position=\"bottom\")\n", "\n", "amc_retention_overall_byeditcount\n", "ggsave(\"Figures/amc_retention_weekly_byeditcount_.png\", amc_retention_overall_byeditcount, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "code", "execution_count": 681, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\n", "
A grouped_df: 2 × 4
user_edit_countamc_opt_outamc_opt_inprop_opt_in_perct
<chr><dbl><dbl><dbl>
100-49921 5170.83333
500+ 7111361.41304
\n" ], "text/latex": [ "A grouped_df: 2 × 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 & 21 & 51 & 70.83333\\\\\n", "\t 500+ & 71 & 113 & 61.41304\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A grouped_df: 2 × 4\n", "\n", "| user_edit_count <chr> | amc_opt_out <dbl> | amc_opt_in <dbl> | prop_opt_in_perct <dbl> |\n", "|---|---|---|---|\n", "| 100-499 | 21 | 51 | 70.83333 |\n", "| 500+ | 71 | 113 | 61.41304 |\n", "\n" ], "text/plain": [ " user_edit_count amc_opt_out amc_opt_in prop_opt_in_perct\n", "1 100-499 21 51 70.83333 \n", "2 500+ 71 113 61.41304 " ] }, "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(date <= '2019-06-30',\n", " user_edit_count == '100-499' | user_edit_count == '500+') %>% #Filter to key user groups and remove incomplete July data\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", "amc_retention_prop_overall_byeditor\n" ] }, { "cell_type": "code", "execution_count": 827, "metadata": {}, "outputs": [ { "data": { "image/png": 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KRERER07NjRbiEDDkWOAOaRI7iXOecYOzMuXLgQHBxs3NK6devffvvNmt7w8PDN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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "##Overall retention rate proportion among 100+ and 500+ editors\n", "\n", "amc_retention_props_byeditor <- amc_retention_rates %>%\n", " filter(date <= '2019-06-30',\n", " user_edit_count == 'under 100' | user_edit_count == '100-499' | user_edit_count == '500+') %>% #Filter to remove undefined and incomplete July data\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 opt-ins\") +\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_byeditcount.png\", amc_retention_props_byeditor, width = 18, height = 9, units = \"in\", dpi = 150)\n", "amc_retention_props_byeditor" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The retention rate of AMC was lower for medium to high volume editors compared to low volume editors. There was a 70.8% overall retention rate limited to users with 100+ and 61.4% rate limited to users with 500+ edits (time period: March 20, 2019-June 30, 2019). " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Moderation Actions on Mobile Web ##\n", "\n", "We reviewed the rate of moderation actions performed on mobile web on all the target wikis were deployed. The target was a 10% increase from last year on all mobile web (not just AMC tagged edits). 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 to June 2019. \n", "\n", "Moderation actions are defined in [T213461](https://phabricator.wikimedia.org/T213461)\n", "\n", "Final moderation action list:\n", "\n", "Using the ct_tag table\n", "- undo (under ct tags tag_name = 'mw-undo'; should show up in user contributions)\n", "- rollback (under ct tags tag_name = 'mw-rollback'; should show up in user contributions)\n", "\n", "Using the[logs](https://www.mediawiki.org/wiki/Manual:Logging_table) table\n", "- blocking users (log_action = 'block', from log table)\n", "- unblocking (log_action = 'unblock', from log table)\n", "- deleting (log_action = 'delete', from log table)\n", "- protecting pages (log_action = 'protect', from log table)\n", "- moving pages (log_action = 'move', from log table)\n", "- thanks (log_action = 'thank')\n", "- approving pending changes. Note that (per the [documentation](https://meta.wikimedia.org/wiki/Flagged_Revisions), this feature is only available on three of the wikis from the initial AMC deployment, namely arwiki, fawiki idwiki.\n", "\n", "\n", "Notes: \n", "- When the following actions are executed from an AMC opted-in account, they should be tagged with both advanced mobile edit and mobile web edit in the corresponding public log. \n", "- This analysis currently just includes the increase in moderation actions across all target wiki on mobile web and is not limited to actions tagged as AMC.\n", "\n", "TODOs:\n", "- (enwiki-specific:) reviewing new pages (cf. Special:NewPagesFeed)\n", "- other reverts (that are not done via either undo or rollback)\n", "- Investigate mobile web edit tagging to see why delete, unblock and protect are not being tagged correctly. Previous subtask to create and vet query [T220148](https://phabricator.wikimedia.org/T220148)\n", "- Look at proportions of mobile web edits tagged with amc tag\n" ] }, { "cell_type": "code", "execution_count": 841, "metadata": {}, "outputs": [], "source": [ "target_wikis <- c(\n", " \"eswiki\" = \"Spanish\", \"jawiki\" = \"Japanese\", \n", " \"itwiki\" = \"Italian\", \"fawiki\" = \"Persian\", \"arwiki\" = \"Arabic\", \n", " \"idwiki\" = \"Indonesian\", \"thwiki\" = \"Thai\"\n", ")" ] }, { "cell_type": "code", "execution_count": 842, "metadata": {}, "outputs": [], "source": [ "## Overall rate for logging table actions on mobile web (not limited to AMC tags) since log items tagged \n", "## March 2019-June 2019\n", "query <- \"SELECT \n", " DATE(LEFT(logging.log_timestamp, 8)) as date,\n", " SUM(If(logging.log_type = 'block' and logging.log_action = 'block', 1, 0)) as num_block,\n", " SUM(If(logging.log_type = 'block' and logging.log_action = 'unblock', 1, 0)) as num_unblock,\n", " SUM(If(logging.log_type = 'delete' and logging.log_action = 'delete', 1, 0)) as num_delete,\n", " SUM(If(logging.log_type = 'protect' and logging.log_action = 'protect', 1, 0)) as num_protect,\n", " SUM(If(logging.log_type = 'move' and logging.log_action = 'move', 1, 0)) as num_move,\n", " SUM(If(logging.log_type = 'thanks' and logging.log_action = 'thank', 1, 0)) as num_thank,\n", " SUM(If(logging.log_type = 'review' and logging.log_action = 'approve', 1, 0)) as num_approve\n", "FROM logging as logging\n", "INNER JOIN (\n", " SELECT 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 change_tag\n", " INNER JOIN change_tag_def ON (\n", " change_tag.ct_tag_id = change_tag_def.ctd_id\n", " )\n", ") as ct\n", "ON logging.log_id = ct.log_id\n", "WHERE logging.log_timestamp >= '20190301' and \n", "logging.log_timestamp < '20190701' and \n", "ct.tag_name like '%mobile edit%' and \n", " (ct.tag_name like '%mobile web edit%' or ct.tag_name not like '%mobile app edit%') \n", "GROUP By DATE(LEFT(log_timestamp, 8))\"" ] }, { "cell_type": "code", "execution_count": 843, "metadata": {}, "outputs": [], "source": [ "moderation_counts_log <- map_df(\n", " set_names(names(target_wikis), names(target_wikis)),\n", " ~ shhh(wmf::mysql_read(glue(query), .x)),\n", " .id = \"wiki\"\n", " ) \n", " save(moderation_counts_log, file=\"Data/moderation_counts_log.RData\")" ] }, { "cell_type": "code", "execution_count": 844, "metadata": {}, "outputs": [], "source": [ "load(\"Data/moderation_counts_log.RData\")\n", "moderation_counts_log$date <- as.Date(moderation_counts_log$date, format = \"%Y-%m-%d\")" ] }, { "cell_type": "code", "execution_count": 307, "metadata": {}, "outputs": [ { "ename": "ERROR", "evalue": "Error in UseMethod(\"collect\"): no applicable method for 'collect' applied to an object of class \"c('sql', 'character')\"\n", "output_type": "error", "traceback": [ "Error in UseMethod(\"collect\"): no applicable method for 'collect' applied to an object of class \"c('sql', 'character')\"\nTraceback:\n", "1. collect(sql(query))" ] } ], "source": [ "# Query to collect unblock and rollback from the user table. Done using change tags now available in mediawiki_history\n", "\n", "# In terminal\n", "# spark2R --master yarn --executor-memory 2G --executor-cores 1 --driver-memory 4G\n", "\n", "query <- \"select\n", " date_format(event_timestamp, 'yyyy-MM-dd') as date,\n", " wiki_db as wiki,\n", " sum(cast(mw_rollback as int)) as num_rollback,\n", " sum(cast(mw_undo as int)) as num_undo\n", "from (\n", " select\n", " wiki_db,\n", " event_timestamp,\n", " array_contains(revision_tags, 'mw-rollback') as mw_rollback, \n", " array_contains(revision_tags, 'mw-undo') as mw_undo\n", " from wmf.mediawiki_history\n", " where\n", " event_timestamp IS NOT NULL and\n", " array_contains(revision_tags, 'mobile web edit') and\n", " wiki_db in ('eswiki', 'arwiki', 'idwiki', 'itwiki', 'jawiki', 'fawiki', 'thwiki') and\n", " event_timestamp >= '2019-03-01' and event_timestamp < '2019-07-01' and \n", " snapshot = '2019-06'\n", ") edits\n", "group by wiki_db, date_format(event_timestamp, 'yyyy-MM-dd')\"\n", "\n", "\n", "results <- collect(sql(query))\n", "save(results, file=\"R/Data/moderation_counts_ct.RData\")" ] }, { "cell_type": "code", "execution_count": 845, "metadata": {}, "outputs": [], "source": [ "load(\"Data/moderation_counts_ct.RData\")\n", "moderation_counts_ct <- results\n", "moderation_counts_ct$date <- as.Date(moderation_counts_ct$date, format = \"%Y-%m-%d\")" ] }, { "cell_type": "code", "execution_count": 846, "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\"))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Moderation action rate by action type ###" ] }, { "cell_type": "code", "execution_count": 853, "metadata": {}, "outputs": [ { "data": { "image/png": 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nZ2eXl5cnJyUlJSo2cSGxsrIt27d290B6DpCHYAgGD373//W9zeh22o//f//p+I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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "moderation_counts_bytype_total <- moderation_counts_all %>%\n", " gather(action_type, action_count, num_block:num_undo) %>%\n", " filter(date >= '2019-03-18') %>% #date where log actions were tagged\n", " group_by(action_type) %>% \n", " summarise(action_count = sum(action_count)) %>%\n", " ggplot(aes(x=action_type, y= action_count, fill = action_type)) +\n", " geom_bar(stat='identity') +\n", " geom_text(aes(label=action_count), vjust=0) +\n", " labs(title = \"Moderation actions rate on target wikis by action type \\n March 2019-June 2019\") +\n", " ylab(\"total counts\")+\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", "moderation_counts_bytype_total \n", "ggsave(\"Figures/moderation_counts_bytype_total.png\", moderation_counts_bytype_total, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "code", "execution_count": 874, "metadata": {}, "outputs": [ { "data": { "image/png": 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9999zEur6nLZDKz2ew2TVFR0bPPPjtp0qQJEyYENzqICihKDAAArRrDOqt1hZkv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\nWaVSvfvuuyUlJWazee/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46X0FVd/edb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/vz9C6H//+9+kSZMmT56MECooKHjrrbck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\nyqn5wbwhLjiqnNerHT5tdjCVHcY4LPQh/SbY7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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plot overall moderation actions by action type\n", "\n", "moderation_counts_bytype_monthly <- moderation_counts_all %>%\n", " gather(action_type, action_count, num_block:num_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(\"Monthly action count\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %Y\"), date_breaks = \"1 month\") +\n", " labs(title = \"Monthly moderation actions rate on target wikis by action type\") +\n", "geom_vline(xintercept = as.Date('2019-03-20'),\n", " linetype = \"dashed\", color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-03-20'), y=900, label=\"AMC deployed on Arabic, Indonesian, and Spanish 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.png\", moderation_counts_bytype_monthly , width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are no significant changes in the rate of each moderation action type use from March 2019 to June 2019. \n", "Both the thank and the block actions are the most commonly used moderation actions on mobile web in the target countries. There were no tags of delete, protect or unblock as mobile web edit in the past year. We will investigate futher to determine if this is due to a an error in how these events were recorded. \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Moderation actions by wiki ###" ] }, { "cell_type": "code", "execution_count": 872, "metadata": {}, "outputs": [ { "data": { "image/png": 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7d/5513Sn052fv+++/vu+8+o9EYGBgYHR29dOnSUtdPudbkxo0bu3fvHhgY6O/v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\n169fQkKCt7e3t7d3QkJCdHT05s2b1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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Total Counts of moderation action by wiki\n", "\n", "moderation_counts_bywiki_total <- moderation_counts_all %>%\n", " gather(action_type, action_count, num_block:num_undo) %>%\n", " group_by(wiki) %>% \n", " summarise(action_count = sum(action_count)) %>%\n", " ggplot(aes(x=wiki, y= action_count, fill = wiki)) +\n", " geom_bar(stat='identity') +\n", " geom_text(aes(label=action_count), vjust=0) +\n", " labs(title = \"Moderation actions counts by target wiki \\n Between June 2018 and June 2019\") +\n", " ylab(\"total counts\")+\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", "moderation_counts_bywiki_total\n", "ggsave(\"Figures/moderation_counts_bywiki_total.png\", moderation_counts_bywiki_total, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "code", "execution_count": 879, "metadata": {}, "outputs": [ { "data": { "image/png": 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cmqWXShoQZHZwHaHYIdAHREepZsKNX23i+fd6b+uq1It7pPQCcR9pB30F3M4/ol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\nDx48mL3Xy8uLELJ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"text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plot overall moderation actions monthly\n", "\n", "moderation_counts_bywiki_monthly <- moderation_counts_all %>%\n", " gather(action_type, action_count, num_block:num_undo) %>%\n", " arrange(desc(date)) %>%\n", "mutate(date = floor_date(date, \"month\")) %>%\n", "group_by(date, wiki) %>% \n", " summarise(action_count = sum(action_count)) %>% \n", " ggplot(aes(x=date, y = action_count, color = wiki)) + \n", " geom_line(size = 1)+\n", " scale_y_continuous(\"Weekly action count\", labels = polloi::compress) +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %Y\"), date_breaks = \"1 month\") +\n", " labs(title = \"Monthly moderation actions count on target wikis\") +\n", "geom_vline(xintercept = as.Date('2019-03-20'),\n", " linetype = \"dashed\", color = \"black\") +\n", " geom_text(aes(x=as.Date('2019-03-20'), y=800, label=\"AMC deployed on Arabic, Indonesian, and Spanish Wikipedias\"), size=3.5, 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=\"right\")\n", "\n", "moderation_counts_bywiki_monthly\n", "ggsave(\"Figures/moderation_counts_bywiki_monthly.png\", moderation_counts_bywiki_monthly, width = 18, height = 9, units = \"in\", dpi = 150)" ] }, { "cell_type": "code", "execution_count": 883, "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 × 3
datetotal_action_countmonthOvermoth
<date><dbl><dbl>
2019-03-012536 NA
2019-04-013805 0.50039432
2019-05-014085 0.07358739
2019-06-013907-0.04357405
\n" ], "text/latex": [ "A tibble: 4 × 3\n", "\\begin{tabular}{r|lll}\n", " date & total\\_action\\_count & monthOvermoth\\\\\n", " & & \\\\\n", "\\hline\n", "\t 2019-03-01 & 2536 & NA\\\\\n", "\t 2019-04-01 & 3805 & 0.50039432\\\\\n", "\t 2019-05-01 & 4085 & 0.07358739\\\\\n", "\t 2019-06-01 & 3907 & -0.04357405\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 4 × 3\n", "\n", "| date <date> | total_action_count <dbl> | monthOvermoth <dbl> |\n", "|---|---|---|\n", "| 2019-03-01 | 2536 | NA |\n", "| 2019-04-01 | 3805 | 0.50039432 |\n", "| 2019-05-01 | 4085 | 0.07358739 |\n", "| 2019-06-01 | 3907 | -0.04357405 |\n", "\n" ], "text/plain": [ " date total_action_count monthOvermoth\n", "1 2019-03-01 2536 NA \n", "2 2019-04-01 3805 0.50039432 \n", "3 2019-05-01 4085 0.07358739 \n", "4 2019-06-01 3907 -0.04357405 " ] }, "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 %>%\n", " gather(action_type, action_count, num_block:num_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))\n", "\n", "moderation_action_monthly_overall_mom" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Italian Wikipedia had the highest number of moderation actions on mobile web the past year (5,662) while Thai Wikipedia had the lowest (180). There were no significant changes in the rates of moderation actions immediately following the AMC deployements with month over month increases and decreases under 1%. We will reinvestiate following promotion of the feature. " ] } ], "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 }