{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "shhh <- function(expr) suppressPackageStartupMessages(suppressWarnings(suppressMessages(expr)))\n",
    "shhh({\n",
    "    library(tidyverse); library(glue); library(lubridate); library(scales)\n",
    "})\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Double Logged of Dialog Close Events"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Task](https://phabricator.wikimedia.org/T264690)\n",
    "\n",
    "Dialog close events (dialog-insert, dialog-done, dialog-abort, etc) were all getting logged twice for node events (a node is any component that is not editable withing the page. Said another way: any component that requires a dialog to edit (e.g. reference, image, template). \n",
    "\n",
    "The  fix was deployed on 8 October 2020. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Checks:\n",
    "- Verify that dialog events are only logging once in the database\n",
    "- There should be more open events then close events following the deployment date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Collect vefu events\n",
    "\n",
    "query <-\n",
    "\"SELECT\n",
    " date_format(dt, 'yyyy-MM-dd') AS date,\n",
    " event.editingSessionID AS sessionID,\n",
    " event.feature AS feature,\n",
    " If(event.action LIKE 'dialog-%', 'dialog_close_event', 'window_open_event') AS event_type,\n",
    " COUNT(*) as events\n",
    "FROM\n",
    "event.visualeditorfeatureuse\n",
    "WHERE\n",
    "-- fix deployed on 6 October 2020\n",
    "    year = 2020 \n",
    "    AND month = 10\n",
    "-- review all dialog and window open actions\n",
    "    AND (event.action IN ('dialog-done', 'dialog-insert', 'dialog-abort', 'dialog-remove') OR \n",
    "    event.action LIKE 'window-open-from-%')\n",
    "-- remove bots\n",
    "    AND useragent.is_bot = false \n",
    "GROUP BY\n",
    "  date_format(dt, 'yyyy-MM-dd'),\n",
    "  event.editingSessionID,\n",
    " event.feature,\n",
    "  If(event.action LIKE 'dialog-%', 'dialog_close_event', 'window_open_event') \n",
    "\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Don't forget to authenticate with Kerberos using kinit\n",
      "\n"
     ]
    }
   ],
   "source": [
    "collect_vefu_events <-  wmfdata::query_hive(query)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [],
   "source": [
    "collect_vefu_events$date <- as.Date(collect_vefu_events$date, format = \"%Y-%m-%d\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A data.frame: 50 × 6</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>date</th><th scope=col>sessionid</th><th scope=col>feature</th><th scope=col>dialog_close_event</th><th scope=col>window_open_event</th><th scope=col>is_duplicate</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;date&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;int&gt;</th><th scope=col>&lt;chr&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>1</th><td>2020-10-01</td><td>0001a213d8b2c397591e</td><td>citoid      </td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>2</th><td>2020-10-01</td><td>001db27a38fc96a5a4ad</td><td>citoid      </td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>3</th><td>2020-10-01</td><td>003b70fd55795a20d6ab</td><td>transclusion</td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>4</th><td>2020-10-01</td><td>00611273291617e0f1e2</td><td>transclusion</td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>5</th><td>2020-10-01</td><td>00717b7ab5e1fcd56ac3</td><td>transclusion</td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>6</th><td>2020-10-01</td><td>007263d77c643caec47b</td><td>transclusion</td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>7</th><td>2020-10-01</td><td>0082a616346bef8d958c</td><td>citoid      </td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>8</th><td>2020-10-01</td><td>008344302959c32d8afc</td><td>citoid      </td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>9</th><td>2020-10-01</td><td>008879198041930f8cef</td><td>citoid      </td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>10</th><td>2020-10-01</td><td>00a97972c83cba8fa9a7</td><td>transclusion</td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>11</th><td>2020-10-01</td><td>00af6c0be4a5b46f8590</td><td>transclusion</td><td> 4</td><td>3</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>12</th><td>2020-10-01</td><td>00b226620a0ab6c88663</td><td>citoid      </td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>13</th><td>2020-10-01</td><td>00b26477187d073dc0ea</td><td>transclusion</td><td> 2</td><td>2</td><td>false</td></tr>\n",
       "\t<tr><th scope=row>14</th><td>2020-10-01</td><td>00c78b79be440da89f66</td><td>transclusion</td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>15</th><td>2020-10-01</td><td>00c84f144789eaa4671c</td><td>transclusion</td><td> 4</td><td>2</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>16</th><td>2020-10-01</td><td>00d8539350c95a15fcc9</td><td>transclusion</td><td> 4</td><td>2</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>17</th><td>2020-10-01</td><td>00e75f40bf8976a9093f</td><td>transclusion</td><td>10</td><td>5</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>18</th><td>2020-10-01</td><td>0111834093cdea5b1a69</td><td>transclusion</td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>19</th><td>2020-10-01</td><td>0111f9b0884b1ef77673</td><td>transclusion</td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>20</th><td>2020-10-01</td><td>0114802093feacf36b2c</td><td>citoid      </td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>21</th><td>2020-10-01</td><td>0115f0e0efa30e31072b</td><td>citoid      </td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>22</th><td>2020-10-01</td><td>012abb5076c543fa6474</td><td>transclusion</td><td> 6</td><td>3</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>23</th><td>2020-10-01</td><td>0135dfd71d231e4da210</td><td>transclusion</td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>24</th><td>2020-10-01</td><td>0141f400de49e9608cf7</td><td>citoid      </td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>25</th><td>2020-10-01</td><td>01486f68ca71bb676d5f</td><td>citoid      </td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>26</th><td>2020-10-01</td><td>014b2d0dbefc4ca6ca40</td><td>transclusion</td><td> 2</td><td>3</td><td>false</td></tr>\n",
       "\t<tr><th scope=row>27</th><td>2020-10-01</td><td>0152f6e144390ccecb83</td><td>transclusion</td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>28</th><td>2020-10-01</td><td>0153bba7d535780c0880</td><td>media       </td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>29</th><td>2020-10-01</td><td>015754417a186e0de223</td><td>transclusion</td><td> 1</td><td>1</td><td>false</td></tr>\n",
       "\t<tr><th scope=row>30</th><td>2020-10-01</td><td>01589699a9a3ccb12b61</td><td>transclusion</td><td> 4</td><td>2</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>31</th><td>2020-10-01</td><td>015f10017d919561dc98</td><td>transclusion</td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>32</th><td>2020-10-01</td><td>015f6380c19b3b40165c</td><td>transclusion</td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>33</th><td>2020-10-01</td><td>0168f07f56a34cdec016</td><td>media       </td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>34</th><td>2020-10-01</td><td>0175d2d0cd509d3a1bc3</td><td>citoid      </td><td>10</td><td>5</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>35</th><td>2020-10-01</td><td>0175d2d0cd509d3a1bc3</td><td>transclusion</td><td> 6</td><td>3</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>36</th><td>2020-10-01</td><td>017f07d321c092735915</td><td>transclusion</td><td> 2</td><td>2</td><td>false</td></tr>\n",
       "\t<tr><th scope=row>37</th><td>2020-10-01</td><td>01883dc6f39479039a89</td><td>transclusion</td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>38</th><td>2020-10-01</td><td>01c45ce282a8a4dbc329</td><td>citoid      </td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>39</th><td>2020-10-01</td><td>01ca2d932be004a17b36</td><td>citoid      </td><td> 2</td><td>2</td><td>false</td></tr>\n",
       "\t<tr><th scope=row>40</th><td>2020-10-01</td><td>01d295e794156fc2eb0b</td><td>transclusion</td><td> 2</td><td>4</td><td>false</td></tr>\n",
       "\t<tr><th scope=row>41</th><td>2020-10-01</td><td>01dbe65f27c9aa4397af</td><td>citoid      </td><td> 4</td><td>2</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>42</th><td>2020-10-01</td><td>01e0b31553cd89772ebf</td><td>reference   </td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>43</th><td>2020-10-01</td><td>01e2962b8a6b2a9b58d8</td><td>transclusion</td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>44</th><td>2020-10-01</td><td>020948a1d0b41146a0c7</td><td>citoid      </td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>45</th><td>2020-10-01</td><td>021231b0c863367074b3</td><td>citoid      </td><td> 6</td><td>3</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>46</th><td>2020-10-01</td><td>0221ece048c519cde207</td><td>citoid      </td><td> 4</td><td>2</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>47</th><td>2020-10-01</td><td>0221ece048c519cde207</td><td>transclusion</td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>48</th><td>2020-10-01</td><td>0223733a8ae318d8ef96</td><td>media       </td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>49</th><td>2020-10-01</td><td>024981033d11a010c9f0</td><td>transclusion</td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "\t<tr><th scope=row>50</th><td>2020-10-01</td><td>0257378ee716c70954a0</td><td>citoid      </td><td> 2</td><td>1</td><td>true </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 50 × 6\n",
       "\\begin{tabular}{r|llllll}\n",
       "  & date & sessionid & feature & dialog\\_close\\_event & window\\_open\\_event & is\\_duplicate\\\\\n",
       "  & <date> & <chr> & <chr> & <int> & <int> & <chr>\\\\\n",
       "\\hline\n",
       "\t1 & 2020-10-01 & 0001a213d8b2c397591e & citoid       &  2 & 1 & true \\\\\n",
       "\t2 & 2020-10-01 & 001db27a38fc96a5a4ad & citoid       &  2 & 1 & true \\\\\n",
       "\t3 & 2020-10-01 & 003b70fd55795a20d6ab & transclusion &  2 & 1 & true \\\\\n",
       "\t4 & 2020-10-01 & 00611273291617e0f1e2 & transclusion &  2 & 1 & true \\\\\n",
       "\t5 & 2020-10-01 & 00717b7ab5e1fcd56ac3 & transclusion &  2 & 1 & true \\\\\n",
       "\t6 & 2020-10-01 & 007263d77c643caec47b & transclusion &  2 & 1 & true \\\\\n",
       "\t7 & 2020-10-01 & 0082a616346bef8d958c & citoid       &  2 & 1 & true \\\\\n",
       "\t8 & 2020-10-01 & 008344302959c32d8afc & citoid       &  2 & 1 & true \\\\\n",
       "\t9 & 2020-10-01 & 008879198041930f8cef & citoid       &  2 & 1 & true \\\\\n",
       "\t10 & 2020-10-01 & 00a97972c83cba8fa9a7 & transclusion &  2 & 1 & true \\\\\n",
       "\t11 & 2020-10-01 & 00af6c0be4a5b46f8590 & transclusion &  4 & 3 & true \\\\\n",
       "\t12 & 2020-10-01 & 00b226620a0ab6c88663 & citoid       &  2 & 1 & true \\\\\n",
       "\t13 & 2020-10-01 & 00b26477187d073dc0ea & transclusion &  2 & 2 & false\\\\\n",
       "\t14 & 2020-10-01 & 00c78b79be440da89f66 & transclusion &  2 & 1 & true \\\\\n",
       "\t15 & 2020-10-01 & 00c84f144789eaa4671c & transclusion &  4 & 2 & true \\\\\n",
       "\t16 & 2020-10-01 & 00d8539350c95a15fcc9 & transclusion &  4 & 2 & true \\\\\n",
       "\t17 & 2020-10-01 & 00e75f40bf8976a9093f & transclusion & 10 & 5 & true \\\\\n",
       "\t18 & 2020-10-01 & 0111834093cdea5b1a69 & transclusion &  2 & 1 & true \\\\\n",
       "\t19 & 2020-10-01 & 0111f9b0884b1ef77673 & transclusion &  2 & 1 & true \\\\\n",
       "\t20 & 2020-10-01 & 0114802093feacf36b2c & citoid       &  2 & 1 & true \\\\\n",
       "\t21 & 2020-10-01 & 0115f0e0efa30e31072b & citoid       &  2 & 1 & true \\\\\n",
       "\t22 & 2020-10-01 & 012abb5076c543fa6474 & transclusion &  6 & 3 & true \\\\\n",
       "\t23 & 2020-10-01 & 0135dfd71d231e4da210 & transclusion &  2 & 1 & true \\\\\n",
       "\t24 & 2020-10-01 & 0141f400de49e9608cf7 & citoid       &  2 & 1 & true \\\\\n",
       "\t25 & 2020-10-01 & 01486f68ca71bb676d5f & citoid       &  2 & 1 & true \\\\\n",
       "\t26 & 2020-10-01 & 014b2d0dbefc4ca6ca40 & transclusion &  2 & 3 & false\\\\\n",
       "\t27 & 2020-10-01 & 0152f6e144390ccecb83 & transclusion &  2 & 1 & true \\\\\n",
       "\t28 & 2020-10-01 & 0153bba7d535780c0880 & media        &  2 & 1 & true \\\\\n",
       "\t29 & 2020-10-01 & 015754417a186e0de223 & transclusion &  1 & 1 & false\\\\\n",
       "\t30 & 2020-10-01 & 01589699a9a3ccb12b61 & transclusion &  4 & 2 & true \\\\\n",
       "\t31 & 2020-10-01 & 015f10017d919561dc98 & transclusion &  2 & 1 & true \\\\\n",
       "\t32 & 2020-10-01 & 015f6380c19b3b40165c & transclusion &  2 & 1 & true \\\\\n",
       "\t33 & 2020-10-01 & 0168f07f56a34cdec016 & media        &  2 & 1 & true \\\\\n",
       "\t34 & 2020-10-01 & 0175d2d0cd509d3a1bc3 & citoid       & 10 & 5 & true \\\\\n",
       "\t35 & 2020-10-01 & 0175d2d0cd509d3a1bc3 & transclusion &  6 & 3 & true \\\\\n",
       "\t36 & 2020-10-01 & 017f07d321c092735915 & transclusion &  2 & 2 & false\\\\\n",
       "\t37 & 2020-10-01 & 01883dc6f39479039a89 & transclusion &  2 & 1 & true \\\\\n",
       "\t38 & 2020-10-01 & 01c45ce282a8a4dbc329 & citoid       &  2 & 1 & true \\\\\n",
       "\t39 & 2020-10-01 & 01ca2d932be004a17b36 & citoid       &  2 & 2 & false\\\\\n",
       "\t40 & 2020-10-01 & 01d295e794156fc2eb0b & transclusion &  2 & 4 & false\\\\\n",
       "\t41 & 2020-10-01 & 01dbe65f27c9aa4397af & citoid       &  4 & 2 & true \\\\\n",
       "\t42 & 2020-10-01 & 01e0b31553cd89772ebf & reference    &  2 & 1 & true \\\\\n",
       "\t43 & 2020-10-01 & 01e2962b8a6b2a9b58d8 & transclusion &  2 & 1 & true \\\\\n",
       "\t44 & 2020-10-01 & 020948a1d0b41146a0c7 & citoid       &  2 & 1 & true \\\\\n",
       "\t45 & 2020-10-01 & 021231b0c863367074b3 & citoid       &  6 & 3 & true \\\\\n",
       "\t46 & 2020-10-01 & 0221ece048c519cde207 & citoid       &  4 & 2 & true \\\\\n",
       "\t47 & 2020-10-01 & 0221ece048c519cde207 & transclusion &  2 & 1 & true \\\\\n",
       "\t48 & 2020-10-01 & 0223733a8ae318d8ef96 & media        &  2 & 1 & true \\\\\n",
       "\t49 & 2020-10-01 & 024981033d11a010c9f0 & transclusion &  2 & 1 & true \\\\\n",
       "\t50 & 2020-10-01 & 0257378ee716c70954a0 & citoid       &  2 & 1 & true \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 50 × 6\n",
       "\n",
       "| <!--/--> | date &lt;date&gt; | sessionid &lt;chr&gt; | feature &lt;chr&gt; | dialog_close_event &lt;int&gt; | window_open_event &lt;int&gt; | is_duplicate &lt;chr&gt; |\n",
       "|---|---|---|---|---|---|---|\n",
       "| 1 | 2020-10-01 | 0001a213d8b2c397591e | citoid       |  2 | 1 | true  |\n",
       "| 2 | 2020-10-01 | 001db27a38fc96a5a4ad | citoid       |  2 | 1 | true  |\n",
       "| 3 | 2020-10-01 | 003b70fd55795a20d6ab | transclusion |  2 | 1 | true  |\n",
       "| 4 | 2020-10-01 | 00611273291617e0f1e2 | transclusion |  2 | 1 | true  |\n",
       "| 5 | 2020-10-01 | 00717b7ab5e1fcd56ac3 | transclusion |  2 | 1 | true  |\n",
       "| 6 | 2020-10-01 | 007263d77c643caec47b | transclusion |  2 | 1 | true  |\n",
       "| 7 | 2020-10-01 | 0082a616346bef8d958c | citoid       |  2 | 1 | true  |\n",
       "| 8 | 2020-10-01 | 008344302959c32d8afc | citoid       |  2 | 1 | true  |\n",
       "| 9 | 2020-10-01 | 008879198041930f8cef | citoid       |  2 | 1 | true  |\n",
       "| 10 | 2020-10-01 | 00a97972c83cba8fa9a7 | transclusion |  2 | 1 | true  |\n",
       "| 11 | 2020-10-01 | 00af6c0be4a5b46f8590 | transclusion |  4 | 3 | true  |\n",
       "| 12 | 2020-10-01 | 00b226620a0ab6c88663 | citoid       |  2 | 1 | true  |\n",
       "| 13 | 2020-10-01 | 00b26477187d073dc0ea | transclusion |  2 | 2 | false |\n",
       "| 14 | 2020-10-01 | 00c78b79be440da89f66 | transclusion |  2 | 1 | true  |\n",
       "| 15 | 2020-10-01 | 00c84f144789eaa4671c | transclusion |  4 | 2 | true  |\n",
       "| 16 | 2020-10-01 | 00d8539350c95a15fcc9 | transclusion |  4 | 2 | true  |\n",
       "| 17 | 2020-10-01 | 00e75f40bf8976a9093f | transclusion | 10 | 5 | true  |\n",
       "| 18 | 2020-10-01 | 0111834093cdea5b1a69 | transclusion |  2 | 1 | true  |\n",
       "| 19 | 2020-10-01 | 0111f9b0884b1ef77673 | transclusion |  2 | 1 | true  |\n",
       "| 20 | 2020-10-01 | 0114802093feacf36b2c | citoid       |  2 | 1 | true  |\n",
       "| 21 | 2020-10-01 | 0115f0e0efa30e31072b | citoid       |  2 | 1 | true  |\n",
       "| 22 | 2020-10-01 | 012abb5076c543fa6474 | transclusion |  6 | 3 | true  |\n",
       "| 23 | 2020-10-01 | 0135dfd71d231e4da210 | transclusion |  2 | 1 | true  |\n",
       "| 24 | 2020-10-01 | 0141f400de49e9608cf7 | citoid       |  2 | 1 | true  |\n",
       "| 25 | 2020-10-01 | 01486f68ca71bb676d5f | citoid       |  2 | 1 | true  |\n",
       "| 26 | 2020-10-01 | 014b2d0dbefc4ca6ca40 | transclusion |  2 | 3 | false |\n",
       "| 27 | 2020-10-01 | 0152f6e144390ccecb83 | transclusion |  2 | 1 | true  |\n",
       "| 28 | 2020-10-01 | 0153bba7d535780c0880 | media        |  2 | 1 | true  |\n",
       "| 29 | 2020-10-01 | 015754417a186e0de223 | transclusion |  1 | 1 | false |\n",
       "| 30 | 2020-10-01 | 01589699a9a3ccb12b61 | transclusion |  4 | 2 | true  |\n",
       "| 31 | 2020-10-01 | 015f10017d919561dc98 | transclusion |  2 | 1 | true  |\n",
       "| 32 | 2020-10-01 | 015f6380c19b3b40165c | transclusion |  2 | 1 | true  |\n",
       "| 33 | 2020-10-01 | 0168f07f56a34cdec016 | media        |  2 | 1 | true  |\n",
       "| 34 | 2020-10-01 | 0175d2d0cd509d3a1bc3 | citoid       | 10 | 5 | true  |\n",
       "| 35 | 2020-10-01 | 0175d2d0cd509d3a1bc3 | transclusion |  6 | 3 | true  |\n",
       "| 36 | 2020-10-01 | 017f07d321c092735915 | transclusion |  2 | 2 | false |\n",
       "| 37 | 2020-10-01 | 01883dc6f39479039a89 | transclusion |  2 | 1 | true  |\n",
       "| 38 | 2020-10-01 | 01c45ce282a8a4dbc329 | citoid       |  2 | 1 | true  |\n",
       "| 39 | 2020-10-01 | 01ca2d932be004a17b36 | citoid       |  2 | 2 | false |\n",
       "| 40 | 2020-10-01 | 01d295e794156fc2eb0b | transclusion |  2 | 4 | false |\n",
       "| 41 | 2020-10-01 | 01dbe65f27c9aa4397af | citoid       |  4 | 2 | true  |\n",
       "| 42 | 2020-10-01 | 01e0b31553cd89772ebf | reference    |  2 | 1 | true  |\n",
       "| 43 | 2020-10-01 | 01e2962b8a6b2a9b58d8 | transclusion |  2 | 1 | true  |\n",
       "| 44 | 2020-10-01 | 020948a1d0b41146a0c7 | citoid       |  2 | 1 | true  |\n",
       "| 45 | 2020-10-01 | 021231b0c863367074b3 | citoid       |  6 | 3 | true  |\n",
       "| 46 | 2020-10-01 | 0221ece048c519cde207 | citoid       |  4 | 2 | true  |\n",
       "| 47 | 2020-10-01 | 0221ece048c519cde207 | transclusion |  2 | 1 | true  |\n",
       "| 48 | 2020-10-01 | 0223733a8ae318d8ef96 | media        |  2 | 1 | true  |\n",
       "| 49 | 2020-10-01 | 024981033d11a010c9f0 | transclusion |  2 | 1 | true  |\n",
       "| 50 | 2020-10-01 | 0257378ee716c70954a0 | citoid       |  2 | 1 | true  |\n",
       "\n"
      ],
      "text/plain": [
       "   date       sessionid            feature      dialog_close_event\n",
       "1  2020-10-01 0001a213d8b2c397591e citoid        2                \n",
       "2  2020-10-01 001db27a38fc96a5a4ad citoid        2                \n",
       "3  2020-10-01 003b70fd55795a20d6ab transclusion  2                \n",
       "4  2020-10-01 00611273291617e0f1e2 transclusion  2                \n",
       "5  2020-10-01 00717b7ab5e1fcd56ac3 transclusion  2                \n",
       "6  2020-10-01 007263d77c643caec47b transclusion  2                \n",
       "7  2020-10-01 0082a616346bef8d958c citoid        2                \n",
       "8  2020-10-01 008344302959c32d8afc citoid        2                \n",
       "9  2020-10-01 008879198041930f8cef citoid        2                \n",
       "10 2020-10-01 00a97972c83cba8fa9a7 transclusion  2                \n",
       "11 2020-10-01 00af6c0be4a5b46f8590 transclusion  4                \n",
       "12 2020-10-01 00b226620a0ab6c88663 citoid        2                \n",
       "13 2020-10-01 00b26477187d073dc0ea transclusion  2                \n",
       "14 2020-10-01 00c78b79be440da89f66 transclusion  2                \n",
       "15 2020-10-01 00c84f144789eaa4671c transclusion  4                \n",
       "16 2020-10-01 00d8539350c95a15fcc9 transclusion  4                \n",
       "17 2020-10-01 00e75f40bf8976a9093f transclusion 10                \n",
       "18 2020-10-01 0111834093cdea5b1a69 transclusion  2                \n",
       "19 2020-10-01 0111f9b0884b1ef77673 transclusion  2                \n",
       "20 2020-10-01 0114802093feacf36b2c citoid        2                \n",
       "21 2020-10-01 0115f0e0efa30e31072b citoid        2                \n",
       "22 2020-10-01 012abb5076c543fa6474 transclusion  6                \n",
       "23 2020-10-01 0135dfd71d231e4da210 transclusion  2                \n",
       "24 2020-10-01 0141f400de49e9608cf7 citoid        2                \n",
       "25 2020-10-01 01486f68ca71bb676d5f citoid        2                \n",
       "26 2020-10-01 014b2d0dbefc4ca6ca40 transclusion  2                \n",
       "27 2020-10-01 0152f6e144390ccecb83 transclusion  2                \n",
       "28 2020-10-01 0153bba7d535780c0880 media         2                \n",
       "29 2020-10-01 015754417a186e0de223 transclusion  1                \n",
       "30 2020-10-01 01589699a9a3ccb12b61 transclusion  4                \n",
       "31 2020-10-01 015f10017d919561dc98 transclusion  2                \n",
       "32 2020-10-01 015f6380c19b3b40165c transclusion  2                \n",
       "33 2020-10-01 0168f07f56a34cdec016 media         2                \n",
       "34 2020-10-01 0175d2d0cd509d3a1bc3 citoid       10                \n",
       "35 2020-10-01 0175d2d0cd509d3a1bc3 transclusion  6                \n",
       "36 2020-10-01 017f07d321c092735915 transclusion  2                \n",
       "37 2020-10-01 01883dc6f39479039a89 transclusion  2                \n",
       "38 2020-10-01 01c45ce282a8a4dbc329 citoid        2                \n",
       "39 2020-10-01 01ca2d932be004a17b36 citoid        2                \n",
       "40 2020-10-01 01d295e794156fc2eb0b transclusion  2                \n",
       "41 2020-10-01 01dbe65f27c9aa4397af citoid        4                \n",
       "42 2020-10-01 01e0b31553cd89772ebf reference     2                \n",
       "43 2020-10-01 01e2962b8a6b2a9b58d8 transclusion  2                \n",
       "44 2020-10-01 020948a1d0b41146a0c7 citoid        2                \n",
       "45 2020-10-01 021231b0c863367074b3 citoid        6                \n",
       "46 2020-10-01 0221ece048c519cde207 citoid        4                \n",
       "47 2020-10-01 0221ece048c519cde207 transclusion  2                \n",
       "48 2020-10-01 0223733a8ae318d8ef96 media         2                \n",
       "49 2020-10-01 024981033d11a010c9f0 transclusion  2                \n",
       "50 2020-10-01 0257378ee716c70954a0 citoid        2                \n",
       "   window_open_event is_duplicate\n",
       "1  1                 true        \n",
       "2  1                 true        \n",
       "3  1                 true        \n",
       "4  1                 true        \n",
       "5  1                 true        \n",
       "6  1                 true        \n",
       "7  1                 true        \n",
       "8  1                 true        \n",
       "9  1                 true        \n",
       "10 1                 true        \n",
       "11 3                 true        \n",
       "12 1                 true        \n",
       "13 2                 false       \n",
       "14 1                 true        \n",
       "15 2                 true        \n",
       "16 2                 true        \n",
       "17 5                 true        \n",
       "18 1                 true        \n",
       "19 1                 true        \n",
       "20 1                 true        \n",
       "21 1                 true        \n",
       "22 3                 true        \n",
       "23 1                 true        \n",
       "24 1                 true        \n",
       "25 1                 true        \n",
       "26 3                 false       \n",
       "27 1                 true        \n",
       "28 1                 true        \n",
       "29 1                 false       \n",
       "30 2                 true        \n",
       "31 1                 true        \n",
       "32 1                 true        \n",
       "33 1                 true        \n",
       "34 5                 true        \n",
       "35 3                 true        \n",
       "36 2                 false       \n",
       "37 1                 true        \n",
       "38 1                 true        \n",
       "39 2                 false       \n",
       "40 4                 false       \n",
       "41 2                 true        \n",
       "42 1                 true        \n",
       "43 1                 true        \n",
       "44 1                 true        \n",
       "45 3                 true        \n",
       "46 2                 true        \n",
       "47 1                 true        \n",
       "48 1                 true        \n",
       "49 1                 true        \n",
       "50 1                 true        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "duplicate_events_daily <- collect_vefu_events %>%\n",
    "    spread(event_type, events) %>%\n",
    "#review events with both dialog close and window-open-event\n",
    "        filter(!is.na(dialog_close_event),\n",
    "               !is.na(window_open_event),\n",
    "               #review only node features\n",
    "              feature %in% c('citoid', 'transclusion', 'media', 'reference', 'cite-book', 'cite-web', 'mwcite')) %>%\n",
    "        mutate(is_duplicate = ifelse(dialog_close_event <= window_open_event, 'false', 'true')) %>% \n",
    "        arrange(date)\n",
    "           \n",
    "\n",
    "head(duplicate_events_daily,50)\n",
    "\n",
    "#Need to investigate mWsave and cite events more - we don't start recording until the 13th or 14th with dialog-close-event and window-open events"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`summarise()` regrouping output by 'date' (override with `.groups` argument)\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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4oQblBP8amCcp52giilPyl9APDv7jtEn+Yv1TKPlHEh9gYxyHx7sZ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mm/FrDwAAAEBCWKzKKIyoMH8JAAB0KzEE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\nXQmlwqRpdMBgZdenLDfHZJLX1MiffUgvnROXria+fg4J0LF4WSlLT2GZaez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//GPGjBnkp5v8nPNjx469+uqrly9f/vOf/7xw4UKThvUI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\n8pf33nuvqqoqIiJ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fbHA+OJNsinKkZ+SlTtez3Z4X1fXFi/AEz3iC\nZ17v/HKhaWNT+cNN5Qcr7XvyJUCMiv63ur/27qV/VfuxXEsnFNxW/4WbN/5VHnWuXCfMurJH\nW3+2u/o/Pd/+ad9kb7bLSRtGWJf7+S738xtL339H/RO1xbdnuyIAAACAXIel9Eu2TpbSx8Rg\nNOFNyBFZiattOmUlkZAn1Q5ZMxsNqSvR1DZYCSmkMEldVibKUUmOyUo8IUcURUxI4Qz37swk\nLW/iOS2Z3pBqqk0qIQKvV18Mq1tUETLVOJXntFrBpCiiZ+Kcy39q5d1arYaqCnvrVItSW4tJ\nV7Li7ylD0rhvkk6wlNtbqwtvrrTvqSzcYxCK/X6/Xq83m3NoR6+1wR/pH/KdGPafGA60eYLt\n6lPBCs0svXdYdzptzQ7rzjxaep/XS+llRbw8/qaahwajgymepXYLbXQ+2OB8YJHJv7KS6B97\no8P9bKfruXB8JMWLW/TORudDTeUHa4vvyNm4XFYSx/u++/vury70rMVzmtbaj9/Z8KU0PiFj\nKf1qEOXoW91fO3LxmzmyIj69aor23l7/xDK6phIspYdMwVJ6yBgspYfMwFL6HHTdpfQIRpds\nnQSjqySeiIciYyaTKSYGCGMxaYIxWd29Xd0ESZJjkhJVm3kpTIpLIcJYVAwQQmJigJAFTkla\ntqkRpmJKdeMmjvI6TQEhROCmYkqtYOGoQGlSTMmbCCHa6RP1MyfOzje1goWnArnmxBXyT/YN\nB9pc/lPDgTZXoO26E6yuy2asmdrs3tZSbm/NqR3Vp/ZN8h0b9B8f8h33hnuWvW8SpVyppanS\nvqeq8KbKwj0llqbkPqGyLCMYzQx/pN8daPcE2z3BM+5geyByZeXXpITaTBvU/e4dtmZnwc5c\n7n6Qj8FoXApdHHmp032ox/Ob1J9zdELB5rJ7G8sf2lJ2n/o0mCJ17Xyn69kO17P+SH+KZxk0\n9nrngabyg5tK78mdGZeMsAvDT7164Yu+yUsLHdNUfvD9W/+h2LwlzXeNYHTVjIU6n2//5CIt\nYtNFXb4g8HqBNxBC9BorJZz6dimZfhuVo4JWsJDpP0vo9LuqAm/Q8Hoy/VeKwOk0vDEUc7/T\n+0+e4JlF7rTC3np7/RMNzgcpoamXimAUMgPBKGQMglHIDASjOQjBaPohGF2JRCKRSCSQVS3C\nN3lp2H9K7c/oCrStfDqezVhbMb3ZfbmtxaDN9B8Eadw3yaQrrbLvqSzcU1V4U4X9hkUmFSIY\nzZao6PcE2t3BM55guzvYPhbqkBVx5Zc1aAunctKpXe8bc2cuYR4Fo6GYq8t9uNP9XP/YGwut\n/r6WRV/e4Hyg0fnghpI7BU63whrcgdMd7mc7Xc+OTJxP8RQNb9xSdl9j+cF6xweXFMim3YD3\nnZfPf27Q9+5CB1Ta99y7/R9n2lCkF4LRVcUIOzv4szODP5PkGMcJHBV0goUQouFNPKedeTNV\nwxsEbiqdpJTynE7DGwkheqGAUp7nNFrBTAjRCmaeaijldBorIUTDG1f+b2eRyrs9L7zV/bVF\nHpmEkLKCbbdt+ZttlY+nuNkgglHIDASjkDEIRiEzEIzmIASj6YdgdCUQjC5VKOYaDrS5/G2u\nQNug71gk4V3hBS1659Sie3tLlf2m1Vh3LyviyMTZK963XYE2l79tNNSx7EtxVCg2b6ku2ltT\ndGu5raWkoCnFCS8IRnOEwqTxULcr0DYa6hiduDDkP76MFqXX4jlNkWlzub2l1LK1pKCpuvBm\nozZrf3zkfjDqn+zr8hw+P/zUoO8YY0qKZ6mbKW2teLS68JbVaPrpj/R3uZ9fUlUc5SsLb9pW\n8ei2ikct+vK0l7QIb/jiax1PXBh+esEdlozVdzf+z53Vf7ikSXlLgmAUFnfF+/aRnm90e15Y\n5Bi7ccPNmz5zQ+0nBF6/+NUQjEJmIBiFjEEwCpmBYDQHIRhNPwSjK4FgdIVyNicNxVxXvO8M\neN9W2wKkPhltoZJqivZWF91abmtZ3hJaBKM5S30Mj010jIYuuPxtY6HOZbdTSKY+bEoLtpZa\nmpaUoa9cbgajjCnu4Oku9+Hzw78aC3WmeBalnNO6q96xf3vl4yWWxlWtcMZkfOziyEvnh5/q\nHX0lxfnFM3XuqPpI2leszxFN+I5c/Oax3v93oac1g8b+vi3//eaNn7lu0rRCCEYhFQO+o291\nf73H8+IiT61WY/Wtmz7bWvvxRX7DIhiFzEAwChmDYBQyA8FoDkIwmn4IRlcCwWh6JeekA76j\nK9m8SJWcky4+Cy8uTXiCZwe871zxvj3oezeSGF/2nWoFs8O6s8LWUl20t7b4NrOubNmXmoFg\nNF+oD6SxUMfoxIXhQJs78J6Y1DJ42fQaa2nBtgpbS2nB1hJLU4WtdfVCq5wKRiU5dsX7drfn\n8Pnhp0Ixd4pnCWuRPOMAACAASURBVLy+pmhvvWP/torHLHrnqla4iKjo73Yf7va80DPyUkIK\np3hWqaVpa8WjDc4D5baW9NYjK4kT/d9/vfPLC7Vh5TnNruo/ubvpq6u95V1EVq7E4wPRWI/f\nr1BaYjZrOGrmeQ2lJp7XTn808pyO44wcp+PSP8MX8osnePad3n88O/ikwuSFjjHpSm7c8Olb\nNv21XjPP0xeCUcgMBKOQMQhGITMQjOYgBKPph2B0JRCMrh7GlPFwjyvQ5gqcGva3uYOnU08W\n5kUJLTRvmtrHyd5aVrA9ELky5Ht3tfdNSgsEo3lKVsTR0AWP2qI00O4JnomK/pVflue0pQVb\nndbmQtMms77MqC026UqM2mKzrnTlPStzIRiNJLw9nhc73Yd6R15JyJMpnmXUFtU79jc4H9xc\ndo/aJzFHJKRwz8hLna5nuz0vxqWJFM8qMm9uKn+4qfxghf3GFc4XZkw5M/iz1zr/NhgZmPcA\nSui2ysffv/VrduOGldxRMpGxsYToTiT6YjFXPOFOiH3RmPq5J5FYxrOtnuMMHKfnOAPPXf08\n+SPP6Tlq4Hg9R68Zn/949ZN0fcuw2kYnLrzV8/VzQ79YJB41aotu3viZmzb+lzlPhghGITMQ\njELGIBiFzEAwmoMQjKYfgtGVQDCq6o/FOiejdo2wUa8v1a7KHjKMKePh7pl9nNyB06nHJash\n9X2T0gLB6JoRiFx2J+Wkqe9pniKe00znpCVmXalRV6x+adaVGbXFRl2xSVti1BUvErRlMRj1\nR/o7XYe63IeueI8sEnzMYTfVNTofbHQ+WF20N+3vSaSXpMT7xl7vdD3b6T40GR9N8awCQ0Wj\n86Gm8oO1xbdzVFjqnfaNvf7K+c+7Au8tdEBt8W33bPtWpf3GpV5Z5UkkBuOJwVh8MB4fiMcH\nY4mhePxKPO6JJ1Lt/5pVlBCbIFBKbIJACLEnfbQJPCXUJvCUUivPc5RaBd7AcYWCUKTRFGqE\nQkFQP/I0Q50ugBDim7z0Vs8/tA/8h6wkFjpGJxTsqfuLWzb99cz0ZwSjkBkIRiFjEIxCZiAY\nzUEIRtMPwehKrNtg9HIs3hYKt4XCp0LhtnDYJ0ozNxUI/Ea9fpPBsNGg32TQbzToNxkMFTpt\n2l81+if71A2RhgNtnkD7aueky943KS0QjK5Vq7T0/roEXm/Rl1v0ToPGbtDaZz7Xa+063srL\n1orSRp7TZqASQsjoxIVuzwtdnsOD3qOpT9wutTTVOw/UO/ZXF92ayX+MacGYMuA72u15ocP1\na2/4YopnGTT2euf+eseBLWX3qXuFL24s1PV65/84P/zUQgcUm7fc1fTVrRWPXPcHGJTkoXj8\nSiw+GI8PxRMD8fjA9OdxJS/yz9VlFfhCQVOkEabTUs1MZqp+LJoeERChpkk4PnK099vvXvpX\nUY4sdIzA6Zqr//jOhr8rMFQiGIXMQDAKGYNgFDIDwWgOQjCafghGV2L9BKOueKItHG4LhdtC\nkydCodFESjuKzNBytFKnq9Pr6wz6Or2uzqBvMhrrjYZ0vURUmDwW6lQnk7r8be5g+yKvlFJn\nN25QV8dX2vc4bbsETrfyay4PgtF1QlbEsVCHO9juCZ5xB9s9gfa0LL1fHoO2UJ1eatIWG6fn\nnJp0xUZtsVlXpi7eX3arU1kRL4+/2ek+1OU+FIwOpngWz2lqi+9odD7Y4HzAaqha3l3nGleg\nrcP1bKfr2dFQR4qnaHnTFsf9jeUHt5TdP287xVDM/Xrnl9678n8Wmnhr0pXua/hSS+2f89zV\nOf4JhY2LU4vf+6IxVyLhjovq535Jmvc6sFR6jrMLgl0j2IXp/zT8zOflOq1Tq7ULQpFGQGfV\nVITjI+9c/KeT/T+IS6GFjhE43a6aP9lR9olaZ3Mma4P1CcEoZAyCUcgMBKM5CMFo+iEYXYk1\nHIwOxuOnQlNJaFsoPCYuLQlNhYbSWr0+aWKpfpPBsEGvW/mrQYXJ46EuNScdDrS5A6dTzElX\nY9+ktEAwum7N3fU+3MVYDk3QE3i9QWM3aOwWw/ScU429wFBuVueiTk9HnTlelCOXxn53Yfip\nLvfhhbYAupaGN9aV7NtW8WiD84GVN1HNWf5If5f7+fPDT6U+c5ajfGXhTdsqHp3ZZkqUI+9e\n+tc3u7+2UDNTgTdtqf1ceeUnRiTNnLmfnsSCC5NXiZZSI8eFFUXCH2/XsPD8zJzTollTUOdO\nR0WEGpcmTvR9/8jFby6yZyOl3NbyD+1r/EqJpTGTtcF6g2AUMgbBKGQGgtEchGA0/RCMrsRa\nCkaH4omppfGhcFs4vNQ5oenCEVKl16kL8Dfqr2amJn75rQMVJo1OdEzlpP5TnokzkhxTb5q9\nb9JNJZbGnOpRGJRkryh6JWk8nnBPBKkgiMKCLVyjihJbeE1rUJIXuk1mbEJesJ9jVF7sshOy\nJC/6pKvuc2LmOQ3HWXmep9Qm8BrKmfmpzU9MHK/lqFUQeEJsgiBQahF49azFrrtexcTg1GTS\nYPtYqGsiOhRJjGdm9f2yaXiDUVts0pVqeMOw/6SkxFM80aIvb3A+0Oh8cEPJnVmZry0xFleU\nlTz5LE8wOtjpeq7D/eyV8bdS7LXKUb666NbqwltOD/w4FHMTQqLUOsGVTHBlQa5sgiub4EqC\nnCOmrQsws5jZP5Q4Qhw6bbVOV6XTVeq0NXpdlU5XpddVajWaUEij0agNbcOyLDIWlmVRYZOK\nklCUSVlJMCUiK3H1o6Koz3JRRYkpTP0krlw9IMGUSVlJKMqkoogKm7lgRr/bbDDx/HR+OpWc\nFs1KTq+u8V/bEWpcmjje972jvd9epIEvpdzW8kdur/+iw7ozk7XB+oFgFDIGwShkBoLRHIRg\nNP3WSTAaVZR/HnJV63Q1el2tXu/Uarl0rOHO62B0OJ5QM1A1DB3JUhKaIodWu3m6Y+nMJFN1\nf4ylUpg0OnFhPNxj0haX21t1giXt1S4uLMs+UfJJklcUvaLklSSfKPkk0StKM+M+SfKJ0jqf\nRWXieS2lBQLPU2pXM1Oe13HUyPFGntNxXAGv3sTzlBbwvI7jjDxn5HgdRy08L1BqFwSe0gKB\n11Ka+XgrYxLyZCQ+Fo6PTMbHI4nxSHw8HB+ZjI9FEuORxHg4PjoZH01I4WyXmapSS1OD88HG\n8ocq7DdkuHloXFHaw5PqW0SnQuGOSFRe9N/g4nuaWwR+kW4hizx9qQ91QoisiJHEWDg+Gk34\nZmYK8yShYQuGy3FqnuBKgrxDJMvscrBshRqhUqer1umq9boqnbZSp1Mz0AqdVjPfz4Ex5vV6\nZ4LR1SMxFpJlibGQJMuETUiyzMiELCmMBNWPksQICUx9lAkhausAvyiRq+MSIyQoSSFZ9omS\nmJ9PzubpWahFGqFoOj+dmY5aJGhmbs3f7aREOXLq8o/evviPE9GhhY6hhNY79t/e8ESlfU8m\na4P1AMEoZAyCUcgMBKM56LrB6HJSElgPLsfif9N3ZeZLDaXqa7Zqva5Wr1MDU/Xl3CKvcvNd\ncp/QU6HwyldNlmk1LRZzi9ncajE3m00RRemNRnujsUvRmPrxciyWrlePnkTCk0gcCc5aHFqk\nEZLnlqqZaZl2wTmVKo4KDuvOtM8WiSmKV5R8kuQTRW9S7umTJO/s3BN7laRoUpYnpxOKtFBj\nLDWusgkCT4hVELQcNXG8gef0HFel0241GXeYTBv0+rS8d5IZWt6kNZpsxtpFjpHkWCQxPpkY\nD8c8kcS4GqGG4yOR+NhkYjwSH59MjC2yCnW1cZSvKry5wflgU/lDhaZNGbtfkbHzk5FTofDJ\nidCpUPj8ZGRJT1lRRYku/M85TQ9dIyG1RKhNx6XSwMBx1frZcz+nP8/Z9x7U90gIISWa6/x2\nSF1o+v2tmSf8mS/Vz2fe8UooORShhmU5LMsD5Pqztq0CPyc5LdIIhYImaV7qVJCagbKXRMMb\nb974mRs2fLJ94Mdv9XzDP9l37TGMsC7P4S7P4Y2ld99e/8SG4jsyXiYAAADAasm5v88gR1yJ\nxZK/FBnrj8X6Zw+qnFpt9UxUmhSb2pY1OTG7PInEqekmoW3hsCu+0iS0VKtpMZtbLOYWi6nV\nYqnUzd20usFoSP5SYmwgFu+Nxi7FYr3R6ExgusjS7CXxipJXDJ+YmDUVzsLz01NKDTMr8St1\nuuXFXCJjPvHqFE5v0svgcVFMnuAZWXCpOuQKNcZKJa4y8/xWk3GHybjdbNpuMu4wmXLw9f+S\nCLy+wFBZYKgkC0/OkxUxkhgPx0a9gUEmhNU5p5OJ8cn46GR8bCpCTYynscmphjdsLLm7ofzB\nBscBk640XZddhMxYRyR6ampOaOhMOII3Kq4lUDrzq7BKr63U6WrUxe86bRqzxbxm4XkLz9eQ\n63d4CF+NUGctCJj+KM58nq7fjGkRlOSgJM+TKc5GCSnSaAo1QtE1y/Zn4tQijaZII1gym5sL\nnK619uO7a/707ODP3+r5+lioc97DLo2+dmn0teqiW2+vf2JL2X2ZrBAAAABgleT3C1dYPVdi\nqXa1cycS7kTiOJm7vWmBwFfrdLV6/czc0hq9rpzjcmoBw0hCnOoTGg63hcLDK05CizWaFoup\n1WJWZ4ZW65fW5k+gtM6grzPMWtHJCBmOJ5Jz0t5o9FIsNiGlpxNcSJbbw5Pt4cnkQT3H1alp\n6VTfUsMGvY4RMhV3zs49fZI0Lk4FoKF10J8OrhWW5eMToeMTV58HKnTa7SbTDrNxu8m03WRs\nNBrT048jl/CcxqJ3GjWlRlq7yOpmUY6GY+6JmCsq+mMJf1T0h2LuUMwVnf58IjokK4s9+Ri0\nhRtL7qp37G8sP7javSwURnqiM0lo+HQ4jPcwZpRqNclzPyt1uiqdtkavd2o1+buSOteYed7M\n89UpRKiTsjw7M5W8ouibbzrqIvOUM4wRMi6K4ylsz6ihdPay/aldpIo0QrFGk5ylGvm0Ldzh\nqNBc/Yc7qz7aPfLia+e/NBI6Pe9hA953fnL0fod1x62b/tuOqo/mVKtxAAAAgKVCMArzG4in\nGowuZEKSz0uR85NzNzfXclTNSefEptU6XQZyk9GEqGagap/QoRUnoUUaYWZ1fIvFXLPEJDQV\nlJBKnbZSp73DNit5GU2I6sTS5MX4qbzcSkVMUTomIx3X/O/LOwUCzy/QdZGjxLrwvObFtzNS\nO3LOexMlZJHp0jqOGhedB6Tu3aQ2+AtIksxYUJbVbVUW3y0q1wzHE8PxxMs+v/qlhtJ6oyE5\nKl3q2wb5S8Mb7KY6u6lukWNiYiAcH40kxtVpp+HYiNrw1KJzbnHcX120d1Wjh95oTH1KPBUK\nvxcOp+tNlzxl5vmpuZ9JfT8rddq13TomH5l43sTzVbrrP5NEFeXa5NQrzZOi5s7bACJjIwkx\nlW7mTq32sdLiT5U76mevQVk2SrkGx4FS3a1j8aNvdn9t0Hds3sM8wbPPtP3xkYvfvH3LF7dV\nPo54FAAAAPIUglGYH0+oU6t1r7ir5rUSCuuNxnqjc1flU0KcOm3N9JL8mX2fqnW6AmH5f22P\niWLb9Or4U6Hw4IoD30KNML063txqMddmL9wp1WpKtZqbC2ZNHwtI0pyJpb3R2Mp7AuSUa1u5\nzdkEo1AjWCnHhUN6vT5Pd/pahLpzdFCSJcaCkqTuIq3uNx2WFVFRgrIsMxaQZJEpYVmJKUpU\nViYVOaGwoCTJhAQkSd1WJbZow8f0UntTnp+M/Hx692ObIGw3GbebTTtMxu0m0zaTcSX/0vOd\nXmPTa2yEbMnM3V2JxWd2TDoVCq+wuadAaaPR0Goxt1rMDq1WJgv2iAxI8kJbPsqETCxcRlxh\nkYUfq5OynFi41emEJMkL3CgpMSOvrTEYZ+Z+Vum0+dgHBhZn4LgKnbbimm4211qo+fW1m/7l\nTk8JdyLxz0Oufxly7bNbP13ufKC4cJFNzFKnbrhU79jfN/b677u/2j/2xryHjU5ceOrUR3/X\n+aXb6r/QXPWHPHf9HzIAAABATsGu9Eu2TnalV8UVZSAeH4jFr8TiA/H45Vh8IBa/Eo8PxeOZ\n3B7BJgg1UzNMZ8WmDu08f397RUmd+qTODE29J8BC7IKw22JqtVhaLKYWs3nOOve8EJGVmZB0\nKjCNxgbjicX3j86weTf/vbb/WqFGSOUlnyzLfr9/TQajaaeGShOSLDPmVzNTWY4rLKLIEVmJ\nK8qErN4ky4xNyHJcUSKyElHkkCxfmIx4xbTt9bRBr99uNm4zGXeaTNvNps0GfVpe3q82WZbD\n4fBqbxS+Qq544lRSEjq2sqnlHCH1RoP6rNhqMe8ym9O4mBcWkrFd6SEVM71Qk5PTpD4zMz21\npQz/qq3QaT/udPx5eZlzvr+RUuf3++12+8yXA76jb3V/vcfzIlv4nQ+rsfrWTZ9trf1zDW9c\nyV3DuoJd6SFjsCs9ZAZ2pc9B2JUeVkTHcZsNhs2GuYuzFEY8iUR/LHZtbLoaLSYDkhQIS2dm\nN8EkhOg5biYkLdNquiPRtlD48oqTUJsg7LaYZlbHb8zDJHQOI8/tMJt2mE3JgwmF9SdFpeqO\nT5djsfRG3nqOm96QV1M0nW8WzbfvhA5rVLPExPMmQuzLnSXnTiTOhSNnJifPT0bOhSc7ItFl\nT6RSd3h7fnxqq3cdx201GbebjNtMxp1m03aTcd73QmBeY6KYnISufNr4JoNenRPaajHvtpgz\nvDMMQK5JvRdqUJK9ouhNWsjvnd5Fyjt7XX9aChuOJ750eeD/Z+/O46Oq7/2Pf88y+0ySyb7J\nHlZFBESk2KvVolxLqcu11bbXe62Va70/vXa5pbZ6vVdbvdrWFrWutbbe3u56lVo3KChqFQyI\nbELYIStJJsnsM2f5/XGSMQIJWWeSyev58JHHme+cmXwmHL+ZvOe73H3oyOcKC75WUXrcIjwD\nNi5/0ZfOXd3Q/sFbe3/4wZH/NcyTvNlrjxz+ywf/9vru7y+Y+LVFU2512kjwAQDAKMCI0X4b\nUyNGByBqGPXxxP5YbH80tj8Wr4sn6hOJ/bHYwWhspMw6O4FPUWZ7PdaA0Hk+7wy3O+s2iemH\nunhiZyRi/fPtj8b2x2K7I9HQCXm3U5bLHfYyu92vqn5V9duUzgNV9dvU1HF5H6YuDgdGjGaK\nZpqHY/EdkUh1MLQzHN0RiXwYjgzV//t5qjrL457lcc90u+b5vGd5PZ4REM+NkBGjHZr+QTjc\nuXJIKLQrHBnkb/cyu32ezzvP55nn8y7M8bG7esYxYjTrRQ0jkNQCmhbQtPpEoi6esI4DSb3z\nQNMCSa0xkeh7pzrV7bqutPirZaX5tv59+nXciNHuWsP7Nuy5b/OhpwyzxzDXoeYsmHTjeVX/\n7rIzPgu9YcQo0oYRo0gPRoyOQKccMUow2m8EowMTM4xDsfi+UPhAJNJoioOx+KF47HAsXhtP\nJNN+EeaoytzOdUI987zeKrdrDAehfVIbTxyKxZ2yZA38HPmDxQhGR452Td8eDm8LRz4IhbeF\nI9vC4fYh2ttHFmKyy3Wm1326x3OGxz3b65nkdKb/U41MBaMdmr65ayu594KhExdu7q9yhz01\nJnS+z0sSOtIQjMKSNM3UtP0PI9HH6hreC4Z6f4hXUb5UUnRjeelxc0d60UswammLHHx77wOb\nDj6u6T12PnbVO2/8dedNXelzlvXx+2KsIRhF2hCMIj0IRkcggtGhRzA6GIlEIpFIdM+qdNOs\nSyQOxeKHuqbkW8uYHozFhnBzWJ+inOXzzPd5rTGhVS7XWB4TOhYQjI5kh2Lxbd2i0t2RqDZE\nv4k8ijLL45rt8Zzh8Zzhdc/2eAr6OUhqANIWjEZ0Y0voo9nxeyLRQXaRxXZbKgad5/Vmanw3\n+ohgFD3ZFAz9rLb+t03NsVOtZLI4N+drFaVXFBbaT/U26JTBqCUUb3x77wPv7HswqUd6OkeV\nHXPGXXvB9NtzXJWnfEKMNQSjSBuCUaQHwegIRDA69AhGB+PEYLQXzcmkFZIejsUPdotN+7Jt\niFdRzvJ6rI3j5/m8U0lCxxiC0VEkYZg7I5Ft4fC2UOSDcHhbODL4BTFTyh32Mzzu2R7PGV73\nGR7PeOepFwTsL13Xw+FwTk5Ovx6Vp6qn7JPihrE1FHkvGLSS0J2R6CB3cfGravcxoeOG4aeB\n4UMwit61JrWnGhofq2s45fjxErvtK2UlK8pKe+kE+hiMWkLxxrdrfrzxwCNxLdjTOarsOGv8\nP5039dt+98Q+Pi2ym24kA5EDB+s3C2GWF031Ocu9jhJJYsV5DBeCUaQHwegIRDA69AhGB6Nf\nwWhPIrpxMLXvU1ds2pBIlDvsZ3m983ye+T7fNJLQsY1gdFRrSWofhMPbQpFt4fAH4fCOcDQ8\nDLu6jQXWsiGpJDQLtpIbywhG0ReGKV4NBB6pa3ixJdD7RymKJF1a4P9aedmn/XknvmXqVzBq\niSZa/7Zv1Tv7H4wmWns6R5bUWRVXFvlmeOyFXmepx1Hkthe67YUeR1G/vhdGF8PU2iKHWkI1\nreG9x4K7W8N7W0I1bZFDxy1TK0uqx1Gc46rwOctynBVeZ2muq9LrKM1xVXqdJV5HSabqR3Yg\nGEV6EIyOQOxKjyzkVuSZHvdMjzvThQAYFgU29YK83Au6baZcF09Uh0I7w5Ed4Wh1KLR70GMn\ns5VNkmZ7PZ/I9bGVHDA2yZK4JN9/Sb6/Lp54prHpodr6oz2MwddN84Xm1heaWye7nF8tK/lK\nWUnh4FYWdtnzPzXjzsVV36w+9PMNe+4LxupOPMcwtW1Hf3vSh6uK0+cs9znLXDa/y+5PHTvt\n/hxnuc9Z5nGUyNJIX+IcQohoMtDUseNYcGdreH8gvL81vP9YcGdSj57ygYapBWN1J71yLC6b\n3++Z5HOWWZdHjqvc6yyzLg+vo5TRpgCAgSEYBQCMdOUOe7kjf1lB5+f8Ed3YGYlsDYW3hSPb\nw+GtoUhzH1bYyEpOWT7T60mNCZ3hdikSUSgAUe6wf3tc5a2VFX881vyzuoa32jt6OnNfNLZy\n/6H/PHjk88WFX6soO9s3qJkWdtV77uRb5k+44b2DT7xZc39H9GgfH6jpsUB4fyC8v6cTZElx\nO4o89kK3o8jrKLFGm3o+fuy2M0InrTqiR1tCNS3hmpbQXuugNbRXM+LD9O2iyUC0rfqkd6mK\n0+co87nKfZ1RabnPWd6VnFY4bQy0BwD0iGAUADDKuBXZygFTLQFN2xGOVAdDOyPRHeHIllBo\nCHdvG1FUSZrqds3zeuf5OpdRdsqMkQFwcnZZuqak6JqSog8j0Ufq6p+qbwr1sDJJ1DCebmh6\nuqFpns97Q1nJpQ5b/ybSf5xNcZ07+eYFE/9ly+FfvrHn3l7izr4zTD0UawjFGno5p3t46nOU\nuh2FXeFpqafrmPB0YELxxpbQnpZQTed/4b0toZpeNt1KM02PBSIHApEDJ73XprhzXBVeR2mO\nq8LnLM1xVlrz9D2Oklz3aXbFk+ZqAQAjCsEoAGDU86vq4tycxbmdOyBppnk4Ft8RiVQHQzvD\n0R2RyIfhyCgNShVJmtYtCZ3n87pIQgH003S366dTJt09cfxvGo89VFu/LdxjnlUdDK0IhnIU\n+QslxbdUlA1m5SJFts+f8NV547+yo+5P63bd2RTcOeCn6qO+hKdCCJfN73OWOe1+l61rzv7H\nj8f4tP1oMmBNgbe+NgV3NLZvi2s9Djoe+ZJ6xMpzT3pvahkHa1a+r9vXHFclo00BIOsRjAIA\nso0qSZNczkkuZ2r2fYem74lG2zSt9wcOgGEY0WjU4+nreJMOTddFnxZIlYRU6bDP9njcCkko\ngCHgU5QbyktvKC9d39b+s9qG/2tuSfawXnOHbjxe1/BkXcOn8/NuLC/7TIF/wMt0SJJ8esU/\nzCq/Ylf989uO/rY9eiQcbwrFGxNaaBAvZVCiyUA0GejlBFlS3Y5Cj73I7Sj02Asdao5d9dgU\nj9OW61B9NtVjVzxOW55d9dqtY7vfrngU2Z62lzBUYsm2rhGgNc2hPa2hvS2hmt5/OINhU9wF\n3ikFnqoCb1WBtyrfM0XVihXZqbgioVhDR7Q2GK8PRuuCsbqOWF0wWheM12t6bJiKSel9GQen\nLS/HWe5zlfuc5TnOcq+zzKacfCfDaLJNnOx/qLjWYZgnGamd0EK6cZKFgJJ6RD/ZcgSaHksa\nJ1mqVTcSCS18YrthanEtKISwKS674nXYfE5bnl3x2FWvXfU6bXkO1WtXvTbF47L5Oy9m1eu0\n5dkVryIPasVhjCiaHoskWiKJlmiiJZw4Fok3q4qzOOf0stw5o7HXGskSerguUL2/4a14MjxD\nLBlXsEiWCNxGB/6dAADZL0dV5g9u4bye6LoeUhU2Cgcwipyfl3t+Xm5DIvHLhqZH6hoOxU6+\nKKQhxCutba+0tpU77F8uKf7XirJKxwD/ipYkeWb5ZTPLL0u1aEY8mmiJJgLRZCAYqw/G6qKJ\nQCwZCMbqO2J1sUQgmgyEYg1m3z5JGlqGqfVl5OmJVMXpsvlVxWWTndaIVJvishqd3Y/tfpvc\neeyy+1XF5VBzhnuMqmbEW0N7m4I7O0eDRjrHhA7Tt1Nke46rMt8zye+eVJwzs9g3K98zKc89\n4bgtklpbW4UQ+b4Jxb6ZJ32epB4Nxeo7YnXWRfLR12hdW+RQQj9JIDi0Ysm2WLItDeOdR5rO\n69PmV5Vu16rssilOp83vsvttikvtfp3LTpfd77YXkrWljabHoslWqxeNJgOxj3enqZaeOlJZ\nUgu9U8v988rz5o0vWFyWexY7mPWXYerNwQ/r2qrr2qpr26prA5t0o3PDw7cPft+ueCYWXTC9\nbFlVydJc12mZLRW9IxgFAAAAxpxSu/3b4yq/dVrlX9vafnq0/sWW1p4yyLp44r8PH33gaO3y\ngoIbyksu9OcNfpc3VXZYO+T0co6mx8KJY+H4sVC8MRJvDieOheNN4XiTdRyKN4XjTRkceXoi\nTY8F9fqBEIzIwAAAIABJREFUPdZl89tUt12xRvPl2hWPTfU41BynLcemeOyqx2nLtas+e+dx\nnl31Wue4TlgPNqlHWkJ7W8Kd64G2hvc2h/YMIOftI0W2+d0TC7xVBd6pBd6qAs+UAm9Vrmvc\nkIQsNsXl90zyeyad9N5QvDEUa+yIHg3FG9qjR0Pxxo7o0VCsoSNWG4o1GubQTxMZO6yLORjr\n9/VsDUq1rsyuUdUfDVDtvLxVn3UBO2251ohsu+p1qDnD8UJGo6QescZ4RuLHwonmqHXc2dIc\nThyLJFqi8ZZBfjBgmFpTcGdTcOf7h58RQjjUnHL/vMq8syvyF1TmnZ3rHjdErybbtIb3HQ1s\nrA1sPBrYVN+2pZellhN6eHfDn3c3/FkIUZo7u6r4kqqSS8YVLGZE9ghEMAoAAACMUbIkLvLn\nXeTP+zASfbSu4ZcNTT2tOpIwzD8ca/7DseYzPO6vVZR9qaTIqwzvIEdVcea6Tut9oE1XeNoU\n6gpMR3h42pNTTvDvhZWQ2lWvy5YXijd1RI8ObW0psqTmucfne6cUeKoKrRjUW5XnHp+p6aJe\nR4nXUVKaO/vEu0zTCMUbu0aY1nVEU6NN64Kx+lC80TRH6drjI11CDyf0sIiLAVzNTluuTfGo\nitNlyxNCctryJElyqrmSJDtsuZKQnbYcSVKsEdYO1SfLql31yZJqV72KZLOrXkW22RSPKttt\niltRHDbFrcqOoX+RA5XQw9F4S6RrSnsq7owmWsKJ5kj8mHVzWLc104XNlCTVTBzXHtc6Dhxb\nd+DYOuum11lamXd2hf/sCv/Zlf4FLnv+8JU0woXjTUcDm6wktDawMZJoGcCTNLR/0ND+wYaa\n+xyqb3LxRVUllzCMdESRzB6WFkJPFi1aNHHixF//+teZLmRUSiQSiUTC6x2WCa1Aiq7rgUDA\n6XRysWG46boeCoWYSo/hZppmS0uLzWbjYsOwihnG75uaf3ToyAfRU6zt6FOUq0uKbiovne0d\n6Zt6d59wOtKm7Y9kLpu/qGsWvN8zKd8zqcg306a4hvBbdE6lz89A5hJNBoLR42foW3P22yOH\nTroqKEYvVXGqktOmuqyVLqz1AawVAKw1LqxVAtRuLda9nWfKJ5yvuKxG6/mTejSWDKRmtYdi\n9R3RulgyEO1qjCUCHbG6WLJtyF+aJjmiwqdJdk1yxCRfTPJFJV9M8sVkX1TyxUROTPbFJF9U\n9sWET5PsMcknh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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 600,
       "width": 900
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot chart of duplicate events\n",
    "\n",
    "p <- duplicate_events_daily %>%\n",
    "    group_by(date, feature) %>%\n",
    "    summarise(num_close_events = sum(dialog_close_event)) %>%\n",
    "    ggplot(aes(x=date, y= num_close_events, color = feature)) +\n",
    "    geom_line(size = 1.5) +\n",
    "    scale_y_continuous() +\n",
    "    labs (y = \"Number of close events per day\",\n",
    "          x = \"Date\",\n",
    "         title = \"Daily dialog close events by feature\")  +\n",
    "     theme_bw() +\n",
    "   theme(\n",
    "        plot.title = element_text(hjust = 0.5),\n",
    "        text = element_text(size=16),\n",
    "        axis.text.x = element_text(angle=45, hjust=1),\n",
    "       legend.position = 'bottom') \n",
    " \n",
    "p\n",
    "\n",
    "options(repr.plot.width = 15, repr.plot.height = 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [],
   "source": [
    "ggsave(\"figures/daily_dialog_close_events.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`summarise()` regrouping output by 'date', 'feature' (override with `.groups` argument)\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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hNr1YfUiy9fi3s5hHDzD5MPEJsrPP79fofecNyXSa/VQAACAASURBVGIOSz0AAAAA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\nwjZOkrGsrifCU2t+KxEPh4mITMP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OzBgAAHopyoVRk6ioqGeffda+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\nWx2k3JzRaNRqtU4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q1Kk5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\nTa+Pebzk8ZCuM6+XPF7m8ZDuIY+XefuOe7zkdQJQnXTPSP+EacjuowP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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 600,
       "width": 900
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot duplicate events\n",
    "\n",
    "p <- duplicate_events_daily %>%\n",
    "    group_by(date, feature, is_duplicate) %>%\n",
    "    summarise(num_close_events = sum(dialog_close_event)) %>%\n",
    "    ggplot(aes(x=date, y= num_close_events, color = is_duplicate)) +\n",
    "    facet_wrap(~feature) +\n",
    "    geom_line(size = 1.5) +\n",
    "    scale_y_continuous() +\n",
    "    labs (y = \"Number of duplicate events per day\",\n",
    "          x = \"Date\",\n",
    "         title = \"Daily duplicate close events by feature\")  +\n",
    "     theme_bw() +\n",
    "   theme(\n",
    "        plot.title = element_text(hjust = 0.5),\n",
    "        text = element_text(size=16),\n",
    "        axis.text.x = element_text(angle=45, hjust=1),\n",
    "       legend.position = 'bottom') \n",
    " \n",
    "p\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [],
   "source": [
    "ggsave(\"figures/daily_duplicate_events.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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