notebooks/reddit/main.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "execution": {
     "iopub.status.idle": "2020-07-23T05:31:14.898946Z",
     "shell.execute_reply": "2020-07-23T05:31:14.897998Z",
     "shell.execute_reply.started": "2020-07-23T05:31:13.964682Z"
    }
   },
   "source": [
    "# NLP exploration with Reddit data\n",
    "\n",
    "I came across this old article about [Creating a Data Table using Data from Reddit](https://medium.com/swlh/dashboards-in-python-using-dash-creating-a-data-table-using-data-from-reddit-1d6c0cecb4bd) and I enjoyed the idea of [Reddit](https://www.reddit.com/) data exploration. So I thought, why not try it out with atoti?\n",
    "\n",
    "That is indeed what I did. It's a pretty short notebook used to explore the data downloaded with [atoti](https://www.atoti.io/).\n",
    "Hence I did some additional work:\n",
    "- [Natural Language Processing (NLP)](https://en.wikipedia.org/wiki/Natural_language_processing) with [spaCy](https://spacy.io/) to extract [named entities](https://spacy.io/api/annotation#named-entities)\n",
    "- Real-time dashboarding with atoti\n",
    "\n",
    "To achieve real-time, I used threads to trigger the below process flow on regular intervals:\n",
    "\n",
    "<img src=\"https://data.atoti.io/notebooks/reddit/thread_task.png\" alt=\"atoti table\" width=\"800\"/>\n",
    "\n",
    "### Pre-requisite:\n",
    "You should have the Reddit [API key](https://medium.com/swlh/dashboards-in-python-using-dash-creating-a-data-table-using-data-from-reddit-1d6c0cecb4bd#08db) in order to perform scraping with PRAW.  \n",
    "Also, uncomment and run the next 2 commands if you haven't install spaCy before."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# if this doesn't work, try running pip install praw in terminal\n",
    "# !pip install praw spacy watchdog"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This only has to be downloaded once. Uncomment if you haven't\n",
    "# !python -m spacy download en_core_web_sm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div style=\"text-align:center\"><a href=\"https://www.atoti.io/?utm_source=gallery&utm_content=reddit\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://data.atoti.io/notebooks/banners/discover.png\" alt=\"atoti table\" /></a></div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sched\n",
    "import time\n",
    "from collections import Counter\n",
    "from datetime import datetime\n",
    "\n",
    "import atoti as tt\n",
    "import pandas as pd\n",
    "import praw\n",
    "import spacy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## NLP with spaCy and atoti  \n",
    "\n",
    "I'm going to use spaCy to perform some NLP to extract different named entities from the posting.  \n",
    "To do so, I have found a nice [reference](https://realpython.com/natural-language-processing-spacy-python/) article. Let's start by loading the [starter model](https://spacy.io/models) from spaCy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "nlp = spacy.load(\"en_core_web_sm\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### NLP - Extracting named entities with spaCy\n",
    "\n",
    "Before going into the implementation of the NLP, I'm creating a `entities.csv` to which I will write the entities’ attributes once I extracted them from the post.  \n",
    "This is in preparation for real-time data loading into atoti datacube where I could leverage on the `watch` feature of `session.read_csv` to trigger the loading on update of the file.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "entity_file_name = \"entities.csv\"\n",
    "entity_file = open(entity_file_name, \"w\", encoding=\"utf-8\")\n",
    "entity_file.write(\"id|category|text|text count\\n\")\n",
    "entity_file.flush()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With spaCy, I am going to extract the following [named entities](https://spacy.io/api/annotation#named-entities) from each Reddit posting:  \n",
    "- Organizations\n",
    "- Person\n",
    "- Geographical Locations\n",
    "- Events\n",
    "- Product\n",
    "- NORP (Nationalities/religious/political groups)\n",
    "\n",
    "In the `get_post_entity` function below, I create a processed [Doc](https://spacy.io/api/doc) object that gives a sequence of [tokens](https://spacy.io/api/token) for each post. Using the tokens, I can identify the entity with its label.  \n",
    "\n",
    "By using `Counter(list).items()`, I will be able to get a list containing all the terms related to the mentioned entity type and the number of time it appeared. \n",
    "Note that you could also get _n_ number of _most common_ items from the list using [Counter](https://docs.python.org/2/library/collections.html). However, I chose to get all items as I could easily use atoti's filter to achieve the same result. \n",
    "\n",
    "The list of entities with its post's id is output to the `entities.csv` created above.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# convert list of tuples to list of entity with its attributes\n",
    "def get_entity_list(id, category, item_list):\n",
    "    # perform data clean up such as trim and removing line break and double-quotes\n",
    "    return list(\n",
    "        map(\n",
    "            lambda a: \"|\".join(\n",
    "                str(e)\n",
    "                if isinstance(e, int)\n",
    "                else \"{}\".format(str(e).strip().replace(\"\\n\", \" \"))\n",
    "                for e in (\n",
    "                    (\n",
    "                        id,\n",
    "                        category,\n",
    "                    )\n",
    "                    + a\n",
    "                )\n",
    "            ),\n",
    "            list(item_list),\n",
    "        )\n",
    "    )\n",
    "\n",
    "\n",
    "# for each posting/title, we extract the entities\n",
    "def get_post_entity(id, text):\n",
    "\n",
    "    post_entity = []\n",
    "    org_list = []\n",
    "    person_list = []\n",
    "    gpe_list = []\n",
    "    event_list = []\n",
    "    product_list = []\n",
    "    norp_list = []\n",
    "\n",
    "    nlp_text = nlp(text)\n",
    "    # ent is a Span object with various attributes\n",
    "    for ent in nlp_text.ents:\n",
    "        if ent.label_ == \"ORG\":\n",
    "            org_list.append(ent.text)\n",
    "        elif ent.label_ == \"PERSON\":\n",
    "            person_list.append(ent.text)\n",
    "        elif ent.label_ == \"GPE\":\n",
    "            gpe_list.append(ent.text)\n",
    "        elif ent.label_ == \"EVENT\":\n",
    "            event_list.append(ent.text)\n",
    "        elif ent.label_ == \"PRODUCT\":\n",
    "            product_list.append(ent.text)\n",
    "        elif ent.label_ == \"NORP\":\n",
    "            product_list.append(ent.text)\n",
    "\n",
    "    org = Counter(org_list).items()\n",
    "    post_entity = get_entity_list(id, \"Organization\", org)\n",
    "\n",
    "    person = Counter(person_list).items()\n",
    "    post_entity = post_entity + get_entity_list(id, \"Person\", person)\n",
    "\n",
    "    gpe = Counter(gpe_list).items()\n",
    "    post_entity = post_entity + get_entity_list(id, \"Geographical Location\", gpe)\n",
    "\n",
    "    event = Counter(event_list).items()\n",
    "    post_entity = post_entity + get_entity_list(id, \"Event\", event)\n",
    "\n",
    "    products = Counter(product_list).items()\n",
    "    post_entity = post_entity + get_entity_list(id, \"Product\", products)\n",
    "\n",
    "    norp = Counter(norp_list).items()\n",
    "    post_entity = post_entity + get_entity_list(id, \"NORP\", norp)\n",
    "\n",
    "    if len(post_entity) > 0:\n",
    "        entity_file.writelines(\"%s\\n\" % x for x in post_entity)\n",
    "\n",
    "    return post_entity"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### NLP - Preprocessing with spaCy\n",
    "\n",
    "Through preprocessing, I normalized the text:\n",
    "- lowercase\n",
    "- remove [stop words](https://en.wikipedia.org/wiki/Stop_words) (words that doesn't add much meaning to the sentence) and punctuation symbols\n",
    "- [lemmatizes](https://en.wikipedia.org/wiki/Lemmatisation) each token.\n",
    "\n",
    "This way, the named entities extracted can easily be grouped to compute the number of times it is mentioned."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# https://realpython.com/natural-language-processing-spacy-python/\n",
    "def is_token_allowed(token):\n",
    "    if not token or not token.text.strip() or token.is_stop or token.is_punct:\n",
    "        return False\n",
    "    return True\n",
    "\n",
    "\n",
    "def preprocess_token(token):\n",
    "    # Reduce token to its lowercase lemma form\n",
    "    return token.lemma_.strip().lower()\n",
    "\n",
    "\n",
    "def normalize(category, id, post):\n",
    "    nlp_text = nlp(post)\n",
    "\n",
    "    complete_filtered_tokens = [\n",
    "        preprocess_token(token) for token in nlp_text if is_token_allowed(token)\n",
    "    ]\n",
    "\n",
    "    lemmatized_sentence = \" \".join(complete_filtered_tokens)\n",
    "\n",
    "    if category == \"title\":\n",
    "        get_post_entity(id, lemmatized_sentence)\n",
    "\n",
    "    return lemmatized_sentence"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Normalizing the post invokes `get_post_entity`, triggering the extraction of named entities into csv."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using PRAW to connect to Reddit\n",
    "\n",
    "[PRAW](https://praw.readthedocs.io/en/latest/) is the Python Reddit API Wrapper that we used to download the submissions from the _subreddits_.\n",
    "I'm not going into the details of the data scraping.  \n",
    "**You can check out how you can get the API key from my article on [Reddit Scraping](https://medium.com/atoti/reddit-data-analytics-trilogy-1-data-scraping-with-praw-89f3df7dfa90#eb02)**.  \n",
    "\n",
    "While the below variables are placeholders for the Reddit API keys, it is __NOT recommended__ to add these variables in your source files and commit them. Instead, secure your API keys for example, using environment variable instead. Refer to the article on [securely storing configuration credentials](http://veekaybee.github.io/2020/02/25/secrets/).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "reddit_cid = \"placeholder - cid\"\n",
    "reddit_csec = \"placeholder - csec\"\n",
    "reddit_ua = \"placeholder - ua\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create a reddit connection\n",
    "reddit = praw.Reddit(\n",
    "    client_id=reddit_cid, client_secret=reddit_csec, user_agent=reddit_ua\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to do more analysis, I created a function to get the latest postings. This function will allow me to configure the number of postings to download, and from which subreddit to download the postings from.\n",
    "\n",
    "Unlike the original article, I decided to format `created` into _datetime_ and splitted it into `created_date` and `created_time` as I figured this would allow me to have consolidated view on date level or drill down to the time level.\n",
    "\n",
    "Referencing the [PRAW documentation](https://praw.readthedocs.io/en/latest/code_overview/models/submission.html#submission) for the submission attributes, I added _id_ and _author_ to the list as well. Important to note is that for real-time, I will be polling the latest 100 postings at a 30 seconds intervals. Potentially there will be duplicated postings across the pollings. Storing the _id_ allows me to **leverage on atoti's capability to update existing posts instead of inserting duplicated postings**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_latest_posts(subreddit, count):\n",
    "    # list for df conversion\n",
    "    _posts = []\n",
    "    # return 100 new posts from wallstreetbets\n",
    "    new_bets = reddit.subreddit(subreddit).new(limit=count)\n",
    "    # return the important attributes\n",
    "    for post in new_bets:\n",
    "        # normalize the post and perform NLP named entities extraction\n",
    "        lemmatized_post = normalize(\"post\", post.id, post.selftext)\n",
    "        lemmatized_title = normalize(\"title\", post.id, post.title)\n",
    "        _posts.append(\n",
    "            [\n",
    "                post.id,\n",
    "                post.author,\n",
    "                post.title,\n",
    "                post.score,\n",
    "                post.num_comments,\n",
    "                post.selftext,\n",
    "                lemmatized_post,\n",
    "                lemmatized_title,\n",
    "                post.created,\n",
    "                post.pinned,\n",
    "                post.total_awards_received,\n",
    "            ]\n",
    "        )\n",
    "\n",
    "    # create a dataframe\n",
    "    _posts = pd.DataFrame(\n",
    "        _posts,\n",
    "        columns=[\n",
    "            \"id\",\n",
    "            \"author\",\n",
    "            \"title\",\n",
    "            \"score\",\n",
    "            \"comments\",\n",
    "            \"post\",\n",
    "            \"lemmatized post\",\n",
    "            \"lemmatized title\",\n",
    "            \"created\",\n",
    "            \"pinned\",\n",
    "            \"total awards\",\n",
    "        ],\n",
    "    )\n",
    "\n",
    "    _posts[\"created\"] = pd.to_datetime(_posts[\"created\"], unit=\"s\")\n",
    "    _posts[\"created date\"] = pd.to_datetime(_posts[\"created\"], unit=\"s\").dt.date\n",
    "    _posts[\"created time\"] = pd.to_datetime(_posts[\"created\"], unit=\"s\").dt.time\n",
    "    _posts[\"subreddit\"] = subreddit\n",
    "\n",
    "    return _posts"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To kickstart, I test downloaded the newest 500 post from the subreddit _wallstreetbets_.  \n",
    "This data will be loaded into atoti's **in-memory datacube** later on. This means that the **amount of data that can be loaded is limited only by the hosting machine's capacity**. You could adjust the number of postings you want to look at according to your machine's memory capacity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "500"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "posts = get_latest_posts(\"wallstreetbets\", 500)\n",
    "entity_file.flush()\n",
    "\n",
    "# check the number of posts retrieved\n",
    "len(posts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I adapted the below code from the original article and used the Reddit's title instead of post for NLP. Mainly because the Subreddits that I chose has more text in the title than the post.  \n",
    "The function uses Pandas dataframe to compute some simple statistics about the text in the posts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_nlp_features(_posts):\n",
    "    # copy the dataframe\n",
    "    df = _posts.copy()\n",
    "    # count words in post\n",
    "    df[\"words\"] = df[\"title\"].apply(lambda x: len(x.split()))\n",
    "    # count characters in post\n",
    "    df[\"chars\"] = df[\"title\"].apply(lambda x: len(x.replace(\" \", \"\")))\n",
    "    # calculate word density\n",
    "    df[\"word density\"] = (df[\"words\"] / (df[\"chars\"] + 1)).round(3)\n",
    "    # count unique words\n",
    "    df[\"unique words\"] = df[\"title\"].apply(lambda x: len(set(w for w in x.split())))\n",
    "    # percent of unique words\n",
    "    df[\"unique density\"] = (df[\"unique words\"] / df[\"words\"]).round(3)\n",
    "\n",
    "    return df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By running the function above on the posts that I have downloaded, we will get a dataset with similar structure to the original article."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>author</th>\n",
       "      <th>title</th>\n",
       "      <th>score</th>\n",
       "      <th>comments</th>\n",
       "      <th>post</th>\n",
       "      <th>lemmatized post</th>\n",
       "      <th>lemmatized title</th>\n",
       "      <th>created</th>\n",
       "      <th>pinned</th>\n",
       "      <th>total awards</th>\n",
       "      <th>created date</th>\n",
       "      <th>created time</th>\n",
       "      <th>subreddit</th>\n",
       "      <th>words</th>\n",
       "      <th>chars</th>\n",
       "      <th>word density</th>\n",
       "      <th>unique words</th>\n",
       "      <th>unique density</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>pf1lmc</td>\n",
       "      <td>relam10</td>\n",
       "      <td>CRSR: the sleeping giant, round two</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>Yesterday it gained popularity again thanks to...</td>\n",
       "      <td>yesterday gain popularity thank new reddit pos...</td>\n",
       "      <td>crsr sleep giant round</td>\n",
       "      <td>2021-08-31 08:19:33</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-08-31</td>\n",
       "      <td>08:19:33</td>\n",
       "      <td>wallstreetbets</td>\n",
       "      <td>6</td>\n",
       "      <td>30</td>\n",
       "      <td>0.194</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>pf1iff</td>\n",
       "      <td>websiteworldwide</td>\n",
       "      <td>I found where Jack Ma has been hiding</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>find jack ma hide</td>\n",
       "      <td>2021-08-31 08:11:31</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-08-31</td>\n",
       "      <td>08:11:31</td>\n",
       "      <td>wallstreetbets</td>\n",
       "      <td>8</td>\n",
       "      <td>30</td>\n",
       "      <td>0.258</td>\n",
       "      <td>8</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>pf1i1r</td>\n",
       "      <td>banana_lau</td>\n",
       "      <td>The palantard weeklies. I will not quit until ...</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>palantard weekly quit rich break</td>\n",
       "      <td>2021-08-31 08:10:34</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-08-31</td>\n",
       "      <td>08:10:34</td>\n",
       "      <td>wallstreetbets</td>\n",
       "      <td>12</td>\n",
       "      <td>52</td>\n",
       "      <td>0.226</td>\n",
       "      <td>12</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       id            author  \\\n",
       "0  pf1lmc           relam10   \n",
       "1  pf1iff  websiteworldwide   \n",
       "2  pf1i1r        banana_lau   \n",
       "\n",
       "                                               title  score  comments  \\\n",
       "0                CRSR: the sleeping giant, round two      0         4   \n",
       "1              I found where Jack Ma has been hiding      8         2   \n",
       "2  The palantard weeklies. I will not quit until ...      4         5   \n",
       "\n",
       "                                                post  \\\n",
       "0  Yesterday it gained popularity again thanks to...   \n",
       "1                                                      \n",
       "2                                                      \n",
       "\n",
       "                                     lemmatized post  \\\n",
       "0  yesterday gain popularity thank new reddit pos...   \n",
       "1                                                      \n",
       "2                                                      \n",
       "\n",
       "                   lemmatized title             created  pinned  total awards  \\\n",
       "0            crsr sleep giant round 2021-08-31 08:19:33   False             0   \n",
       "1                 find jack ma hide 2021-08-31 08:11:31   False             0   \n",
       "2  palantard weekly quit rich break 2021-08-31 08:10:34   False             0   \n",
       "\n",
       "  created date created time       subreddit  words  chars  word density  \\\n",
       "0   2021-08-31     08:19:33  wallstreetbets      6     30         0.194   \n",
       "1   2021-08-31     08:11:31  wallstreetbets      8     30         0.258   \n",
       "2   2021-08-31     08:10:34  wallstreetbets     12     52         0.226   \n",
       "\n",
       "   unique words  unique density  \n",
       "0             6             1.0  \n",
       "1             8             1.0  \n",
       "2            12             1.0  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = get_nlp_features(posts)\n",
    "df.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                          object\n",
       "author                      object\n",
       "title                       object\n",
       "score                        int64\n",
       "comments                     int64\n",
       "post                        object\n",
       "lemmatized post             object\n",
       "lemmatized title            object\n",
       "created             datetime64[ns]\n",
       "pinned                        bool\n",
       "total awards                 int64\n",
       "created date                object\n",
       "created time                object\n",
       "subreddit                   object\n",
       "words                        int64\n",
       "chars                        int64\n",
       "word density               float64\n",
       "unique words                 int64\n",
       "unique density             float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def cast_df_types(reddit_df):\n",
    "    reddit_df[\n",
    "        [\n",
    "            \"id\",\n",
    "            \"author\",\n",
    "            \"title\",\n",
    "            \"post\",\n",
    "            \"lemmatized post\",\n",
    "            \"lemmatized title\",\n",
    "            \"created time\",\n",
    "            \"subreddit\",\n",
    "        ]\n",
    "    ] = reddit_df[\n",
    "        [\n",
    "            \"id\",\n",
    "            \"author\",\n",
    "            \"title\",\n",
    "            \"post\",\n",
    "            \"lemmatized post\",\n",
    "            \"lemmatized title\",\n",
    "            \"created time\",\n",
    "            \"subreddit\",\n",
    "        ]\n",
    "    ].astype(\n",
    "        str\n",
    "    )\n",
    "\n",
    "    reddit_df[\"created date\"] = pd.to_datetime(df[\"created date\"])\n",
    "\n",
    "    # waiting for fix for https://github.com/atoti/atoti/issues/324\n",
    "    reddit_df[\"post\"] = reddit_df[\"post\"].replace({\"\": \"N/A\"})\n",
    "    reddit_df[\"lemmatized post\"] = reddit_df[\"lemmatized post\"].replace({\"\": \"N/A\"})\n",
    "    reddit_df[\"lemmatized title\"] = reddit_df[\"lemmatized title\"].replace({\"\": \"N/A\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "cast_df_types(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## atoti cube creation for NLP analysis\n",
    "\n",
    "Finally we can get started with atoti. Let's create a session with the [sampling_mode](https://docs.atoti.io/0.4.2/lib/atoti.html#module-atoti.sampling) to set full, so that I can see all the data once it is loaded."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "session = tt.create_session(config={\"user_content_storage\": \"./content\"})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### atoti datastores\n",
    "\n",
    "I will create a `Reddit Posts` store for the data as per the original article. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>author</th>\n",
       "      <th>title</th>\n",
       "      <th>score</th>\n",
       "      <th>comments</th>\n",
       "      <th>post</th>\n",
       "      <th>lemmatized post</th>\n",
       "      <th>lemmatized title</th>\n",
       "      <th>created</th>\n",
       "      <th>pinned</th>\n",
       "      <th>total awards</th>\n",
       "      <th>created date</th>\n",
       "      <th>created time</th>\n",
       "      <th>subreddit</th>\n",
       "      <th>words</th>\n",
       "      <th>chars</th>\n",
       "      <th>word density</th>\n",
       "      <th>unique words</th>\n",
       "      <th>unique density</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>pf1lmc</th>\n",
       "      <td>relam10</td>\n",
       "      <td>CRSR: the sleeping giant, round two</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>Yesterday it gained popularity again thanks to...</td>\n",
       "      <td>yesterday gain popularity thank new reddit pos...</td>\n",
       "      <td>crsr sleep giant round</td>\n",
       "      <td>2021-08-31 08:19:33</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-08-31</td>\n",
       "      <td>08:19:33</td>\n",
       "      <td>wallstreetbets</td>\n",
       "      <td>6</td>\n",
       "      <td>30</td>\n",
       "      <td>0.194</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pf1iff</th>\n",
       "      <td>websiteworldwide</td>\n",
       "      <td>I found where Jack Ma has been hiding</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>N/A</td>\n",
       "      <td>N/A</td>\n",
       "      <td>find jack ma hide</td>\n",
       "      <td>2021-08-31 08:11:31</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-08-31</td>\n",
       "      <td>08:11:31</td>\n",
       "      <td>wallstreetbets</td>\n",
       "      <td>8</td>\n",
       "      <td>30</td>\n",
       "      <td>0.258</td>\n",
       "      <td>8</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pf1i1r</th>\n",
       "      <td>banana_lau</td>\n",
       "      <td>The palantard weeklies. I will not quit until ...</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>N/A</td>\n",
       "      <td>N/A</td>\n",
       "      <td>palantard weekly quit rich break</td>\n",
       "      <td>2021-08-31 08:10:34</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-08-31</td>\n",
       "      <td>08:10:34</td>\n",
       "      <td>wallstreetbets</td>\n",
       "      <td>12</td>\n",
       "      <td>52</td>\n",
       "      <td>0.226</td>\n",
       "      <td>12</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  author                                              title  \\\n",
       "id                                                                            \n",
       "pf1lmc           relam10                CRSR: the sleeping giant, round two   \n",
       "pf1iff  websiteworldwide              I found where Jack Ma has been hiding   \n",
       "pf1i1r        banana_lau  The palantard weeklies. I will not quit until ...   \n",
       "\n",
       "        score  comments                                               post  \\\n",
       "id                                                                           \n",
       "pf1lmc      0         4  Yesterday it gained popularity again thanks to...   \n",
       "pf1iff      8         2                                                N/A   \n",
       "pf1i1r      4         5                                                N/A   \n",
       "\n",
       "                                          lemmatized post  \\\n",
       "id                                                          \n",
       "pf1lmc  yesterday gain popularity thank new reddit pos...   \n",
       "pf1iff                                                N/A   \n",
       "pf1i1r                                                N/A   \n",
       "\n",
       "                        lemmatized title             created  pinned  \\\n",
       "id                                                                     \n",
       "pf1lmc            crsr sleep giant round 2021-08-31 08:19:33   False   \n",
       "pf1iff                 find jack ma hide 2021-08-31 08:11:31   False   \n",
       "pf1i1r  palantard weekly quit rich break 2021-08-31 08:10:34   False   \n",
       "\n",
       "        total awards created date created time       subreddit  words  chars  \\\n",
       "id                                                                             \n",
       "pf1lmc             0   2021-08-31     08:19:33  wallstreetbets      6     30   \n",
       "pf1iff             0   2021-08-31     08:11:31  wallstreetbets      8     30   \n",
       "pf1i1r             0   2021-08-31     08:10:34  wallstreetbets     12     52   \n",
       "\n",
       "        word density  unique words  unique density  \n",
       "id                                                  \n",
       "pf1lmc         0.194             6             1.0  \n",
       "pf1iff         0.258             8             1.0  \n",
       "pf1i1r         0.226            12             1.0  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reddit_table = session.read_pandas(\n",
    "    df,\n",
    "    keys=[\"id\"],\n",
    "    table_name=\"Reddit_Posts\",\n",
    ")\n",
    "reddit_table.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For my experiment with spaCy, I create a `Entities` store to store the named entities.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "entity_table = session.read_csv(\n",
    "    entity_file_name,\n",
    "    keys=[\"id\", \"category\", \"text\"],\n",
    "    table_name=\"Entities\",\n",
    "    separator=\"|\",\n",
    "    types={\"text count\": tt.type.INT},\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>text count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th>text</th>\n",
       "      <th>category</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>pf1iff</th>\n",
       "      <th>jack ma</th>\n",
       "      <th>Person</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pf1i1r</th>\n",
       "      <th>palantard weekly</th>\n",
       "      <th>Organization</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pf1a78</th>\n",
       "      <th>ed</th>\n",
       "      <th>Person</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pex2we</th>\n",
       "      <th>amc moon</th>\n",
       "      <th>Person</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>peuts6</th>\n",
       "      <th>china</th>\n",
       "      <th>Geographical Location</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               text count\n",
       "id     text             category                         \n",
       "pf1iff jack ma          Person                          1\n",
       "pf1i1r palantard weekly Organization                    1\n",
       "pf1a78 ed               Person                          1\n",
       "pex2we amc moon         Person                          1\n",
       "peuts6 china            Geographical Location           1"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "entity_table.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I join the `Entities` store to `Reddit Posts` which I decided to use as the base store.  \n",
    "Note that atoti automatically joins columns with the same name across both stores. You could define your own [mapping](https://docs.atoti.io/0.4.2/lib/atoti.html?highlight=join#atoti.store.Store.join) otherwise."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "reddit_table.join(entity_table)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Watching file modification for real-time dataloading\n",
    "Below, I set `watch=True` for the entities.csv such that any update to the file will trigger an upload to the datastore."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "from watchdog.events import FileCreatedEvent, FileSystemEventHandler\n",
    "from watchdog.observers.polling import PollingObserver\n",
    "\n",
    "\n",
    "class AtotiWatcher(FileSystemEventHandler):\n",
    "    def on_created(self, event: FileCreatedEvent):\n",
    "        try:\n",
    "            if event.src_path.endswith(entity_file_name):\n",
    "                print(\"New file\", event.src_path)\n",
    "                entity_table.load_csv(event.src_path)\n",
    "        except Exception as error:\n",
    "            print(error)\n",
    "\n",
    "    def on_modified(self, event: FileCreatedEvent):\n",
    "        try:\n",
    "            if event.src_path.endswith(entity_file_name):\n",
    "                print(\"Modified file\", event.src_path)\n",
    "                entity_table.load_csv(event.src_path)\n",
    "        except Exception as error:\n",
    "            print(error)\n",
    "\n",
    "\n",
    "observer = PollingObserver()\n",
    "observer.schedule(AtotiWatcher(), \".\")\n",
    "observer.start()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### atoti cube creation - No measures\n",
    "\n",
    "By default, atoti will automatically create hierarchies and measures from the datastore based on the data type of the columns.  \n",
    "In this case, I prefer to manually create my measures, hence I set the [mode](https://docs.atoti.io/0.4.2/lib/atoti.html?highlight=create_cube#atoti.session.Session.create_cube) of creation to `no_measures`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "cube = session.create_cube(reddit_table, \"Reddit\", mode=\"no_measures\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"480px\" height=\"498px\" viewBox=\"0.00 0.00 480.00 498.00\">\n",
       "<g id=\"graph0\" class=\"graph\" transform=\"scale(1.0 1.0) rotate(0) translate(4 494)\">\n",
       "<title>Reddit schema</title>\n",
       "<polygon fill=\"white\" stroke=\"transparent\" points=\"-4,4 -4,-494 476,-494 476,4 -4,4\"/>\n",
       "<!-- Reddit_Posts -->\n",
       "<g id=\"node1\" class=\"node\">\n",
       "<title>Reddit_Posts</title>\n",
       "<text text-anchor=\"start\" x=\"81.5\" y=\"-470.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-weight=\"bold\" font-size=\"13.00\">Reddit_Posts</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"9,-437 9,-461 40,-461 40,-437 9,-437\"/>\n",
       "<text text-anchor=\"start\" x=\"14\" y=\"-446.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-weight=\"bold\" font-size=\"13.00\">key</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"40,-437 40,-461 138,-461 138,-437 40,-437\"/>\n",
       "<text text-anchor=\"start\" x=\"45\" y=\"-445.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">id</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"138,-437 138,-461 233,-461 233,-437 138,-437\"/>\n",
       "<text text-anchor=\"start\" x=\"195\" y=\"-446.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">String</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"9,-413 9,-437 40,-437 40,-413 9,-413\"/>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"40,-413 40,-437 138,-437 138,-413 40,-413\"/>\n",
       "<text text-anchor=\"start\" x=\"45\" y=\"-421.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">author</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"138,-413 138,-437 233,-437 233,-413 138,-413\"/>\n",
       "<text text-anchor=\"start\" x=\"195\" y=\"-422.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">String</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"9,-389 9,-413 40,-413 40,-389 9,-389\"/>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"40,-389 40,-413 138,-413 138,-389 40,-389\"/>\n",
       "<text text-anchor=\"start\" x=\"45\" y=\"-397.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">title</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"138,-389 138,-413 233,-413 233,-389 138,-389\"/>\n",
       "<text text-anchor=\"start\" x=\"195\" y=\"-398.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">String</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"9,-365 9,-389 40,-389 40,-365 9,-365\"/>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"40,-365 40,-389 138,-389 138,-365 40,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"45\" y=\"-373.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">score</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"138,-365 138,-389 233,-389 233,-365 138,-365\"/>\n",
       "<text text-anchor=\"start\" x=\"205\" y=\"-374.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">long</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"9,-341 9,-365 40,-365 40,-341 9,-341\"/>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"40,-341 40,-365 138,-365 138,-341 40,-341\"/>\n",
       "<text text-anchor=\"start\" x=\"45\" y=\"-349.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">comments</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"138,-341 138,-365 233,-365 233,-341 138,-341\"/>\n",
       "<text text-anchor=\"start\" x=\"205\" y=\"-350.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">long</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"9,-317 9,-341 40,-341 40,-317 9,-317\"/>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"40,-317 40,-341 138,-341 138,-317 40,-317\"/>\n",
       "<text text-anchor=\"start\" x=\"45\" y=\"-325.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">post</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"138,-317 138,-341 233,-341 233,-317 138,-317\"/>\n",
       "<text text-anchor=\"start\" x=\"195\" y=\"-326.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">String</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"9,-293 9,-317 40,-317 40,-293 9,-293\"/>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"40,-293 40,-317 138,-317 138,-293 40,-293\"/>\n",
       "<text text-anchor=\"start\" x=\"45\" y=\"-301.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">lemmatized post</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"138,-293 138,-317 233,-317 233,-293 138,-293\"/>\n",
       "<text text-anchor=\"start\" x=\"195\" y=\"-302.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">String</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"9,-269 9,-293 40,-293 40,-269 9,-269\"/>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"40,-269 40,-293 138,-293 138,-269 40,-269\"/>\n",
       "<text text-anchor=\"start\" x=\"45\" y=\"-277.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">lemmatized title</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"138,-269 138,-293 233,-293 233,-269 138,-269\"/>\n",
       "<text text-anchor=\"start\" x=\"195\" y=\"-278.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">String</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"9,-245 9,-269 40,-269 40,-245 9,-245\"/>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"40,-245 40,-269 138,-269 138,-245 40,-245\"/>\n",
       "<text text-anchor=\"start\" x=\"45\" y=\"-253.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">created</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"138,-245 138,-269 233,-269 233,-245 138,-245\"/>\n",
       "<text text-anchor=\"start\" x=\"143\" y=\"-254.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">LocalDateTime</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"9,-221 9,-245 40,-245 40,-221 9,-221\"/>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"40,-221 40,-245 138,-245 138,-221 40,-221\"/>\n",
       "<text text-anchor=\"start\" x=\"45\" y=\"-229.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">pinned</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"138,-221 138,-245 233,-245 233,-221 138,-221\"/>\n",
       "<text text-anchor=\"start\" x=\"184\" y=\"-230.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">boolean</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"9,-197 9,-221 40,-221 40,-197 9,-197\"/>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"40,-197 40,-221 138,-221 138,-197 40,-197\"/>\n",
       "<text text-anchor=\"start\" x=\"45\" y=\"-205.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">total awards</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"138,-197 138,-221 233,-221 233,-197 138,-197\"/>\n",
       "<text text-anchor=\"start\" x=\"205\" y=\"-206.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">long</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"9,-173 9,-197 40,-197 40,-173 9,-173\"/>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"40,-173 40,-197 138,-197 138,-173 40,-173\"/>\n",
       "<text text-anchor=\"start\" x=\"45\" y=\"-181.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">created date</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"138,-173 138,-197 233,-197 233,-173 138,-173\"/>\n",
       "<text text-anchor=\"start\" x=\"171\" y=\"-182.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">LocalDate</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"9,-149 9,-173 40,-173 40,-149 9,-149\"/>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"40,-149 40,-173 138,-173 138,-149 40,-149\"/>\n",
       "<text text-anchor=\"start\" x=\"45\" y=\"-157.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">created time</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"138,-149 138,-173 233,-173 233,-149 138,-149\"/>\n",
       "<text text-anchor=\"start\" x=\"195\" y=\"-158.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">String</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"9,-125 9,-149 40,-149 40,-125 9,-125\"/>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"40,-125 40,-149 138,-149 138,-125 40,-125\"/>\n",
       "<text text-anchor=\"start\" x=\"45\" y=\"-133.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">subreddit</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"138,-125 138,-149 233,-149 233,-125 138,-125\"/>\n",
       "<text text-anchor=\"start\" x=\"195\" y=\"-134.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">String</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"9,-101 9,-125 40,-125 40,-101 9,-101\"/>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"40,-101 40,-125 138,-125 138,-101 40,-101\"/>\n",
       "<text text-anchor=\"start\" x=\"45\" y=\"-109.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">words</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"138,-101 138,-125 233,-125 233,-101 138,-101\"/>\n",
       "<text text-anchor=\"start\" x=\"205\" y=\"-110.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">long</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"9,-77 9,-101 40,-101 40,-77 9,-77\"/>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"40,-77 40,-101 138,-101 138,-77 40,-77\"/>\n",
       "<text text-anchor=\"start\" x=\"45\" y=\"-85.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">chars</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"138,-77 138,-101 233,-101 233,-77 138,-77\"/>\n",
       "<text text-anchor=\"start\" x=\"205\" y=\"-86.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">long</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"9,-53 9,-77 40,-77 40,-53 9,-53\"/>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"40,-53 40,-77 138,-77 138,-53 40,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"45\" y=\"-61.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">word density</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"138,-53 138,-77 233,-77 233,-53 138,-53\"/>\n",
       "<text text-anchor=\"start\" x=\"191\" y=\"-62.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">double</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"9,-29 9,-53 40,-53 40,-29 9,-29\"/>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"40,-29 40,-53 138,-53 138,-29 40,-29\"/>\n",
       "<text text-anchor=\"start\" x=\"45\" y=\"-37.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">unique words</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"138,-29 138,-53 233,-53 233,-29 138,-29\"/>\n",
       "<text text-anchor=\"start\" x=\"205\" y=\"-38.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">long</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"9,-5 9,-29 40,-29 40,-5 9,-5\"/>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"40,-5 40,-29 138,-29 138,-5 40,-5\"/>\n",
       "<text text-anchor=\"start\" x=\"45\" y=\"-13.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">unique density</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"138,-5 138,-29 233,-29 233,-5 138,-5\"/>\n",
       "<text text-anchor=\"start\" x=\"191\" y=\"-14.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">double</text>\n",
       "<polygon fill=\"none\" stroke=\"black\" points=\"8,-4 8,-486 234,-486 234,-4 8,-4\"/>\n",
       "</g>\n",
       "<!-- Entities -->\n",
       "<g id=\"node2\" class=\"node\">\n",
       "<title>Entities</title>\n",
       "<text text-anchor=\"start\" x=\"372.5\" y=\"-290.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-weight=\"bold\" font-size=\"13.00\">Entities</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"327,-257 327,-281 358,-281 358,-257 327,-257\"/>\n",
       "<text text-anchor=\"start\" x=\"332\" y=\"-266.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-weight=\"bold\" font-size=\"13.00\">key</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"358,-257 358,-281 420,-281 420,-257 358,-257\"/>\n",
       "<text text-anchor=\"start\" x=\"363\" y=\"-265.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">id</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"420,-257 420,-281 463,-281 463,-257 420,-257\"/>\n",
       "<text text-anchor=\"start\" x=\"425\" y=\"-266.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">String</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"327,-233 327,-257 358,-257 358,-233 327,-233\"/>\n",
       "<text text-anchor=\"start\" x=\"332\" y=\"-242.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-weight=\"bold\" font-size=\"13.00\">key</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"358,-233 358,-257 420,-257 420,-233 358,-233\"/>\n",
       "<text text-anchor=\"start\" x=\"363\" y=\"-241.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">category</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"420,-233 420,-257 463,-257 463,-233 420,-233\"/>\n",
       "<text text-anchor=\"start\" x=\"425\" y=\"-242.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">String</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"327,-209 327,-233 358,-233 358,-209 327,-209\"/>\n",
       "<text text-anchor=\"start\" x=\"332\" y=\"-218.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-weight=\"bold\" font-size=\"13.00\">key</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"358,-209 358,-233 420,-233 420,-209 358,-209\"/>\n",
       "<text text-anchor=\"start\" x=\"363\" y=\"-217.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">text</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"420,-209 420,-233 463,-233 463,-209 420,-209\"/>\n",
       "<text text-anchor=\"start\" x=\"425\" y=\"-218.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">String</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"327,-185 327,-209 358,-209 358,-185 327,-185\"/>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"358,-185 358,-209 420,-209 420,-185 358,-185\"/>\n",
       "<text text-anchor=\"start\" x=\"363\" y=\"-193.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">text count</text>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"420,-185 420,-209 463,-209 463,-185 420,-185\"/>\n",
       "<text text-anchor=\"start\" x=\"444\" y=\"-194.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">int</text>\n",
       "<polygon fill=\"none\" stroke=\"black\" points=\"326,-184 326,-306 464,-306 464,-184 326,-184\"/>\n",
       "</g>\n",
       "<!-- Reddit_Posts&#45;&gt;Entities -->\n",
       "<g id=\"edge1\" class=\"edge\">\n",
       "<title>Reddit_Posts-&gt;Entities</title>\n",
       "<path fill=\"none\" stroke=\"black\" stroke-dasharray=\"5,2\" d=\"M242.09,-245C264.23,-245 286.94,-245 307.83,-245\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"307.92,-248.5 317.92,-245 307.92,-241.5 307.92,-248.5\"/>\n",
       "<text text-anchor=\"middle\" x=\"280\" y=\"-248.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">id → id</text>\n",
       "</g>\n",
       "</g>\n",
       "</svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cube.schema"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Take a look at the structure of the cube created. Only a `Count` measure is created."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/json": {
       "Dimensions": {
        "Entities": {
         "category": [
          "category"
         ],
         "text": [
          "text"
         ]
        },
        "Reddit_Posts": {
         "author": [
          "author"
         ],
         "created": [
          "created"
         ],
         "created date": [
          "created date"
         ],
         "created time": [
          "created time"
         ],
         "id": [
          "id"
         ],
         "lemmatized post": [
          "lemmatized post"
         ],
         "lemmatized title": [
          "lemmatized title"
         ],
         "pinned": [
          "pinned"
         ],
         "post": [
          "post"
         ],
         "subreddit": [
          "subreddit"
         ],
         "title": [
          "title"
         ]
        }
       },
       "Measures": {
        "contributors.COUNT": {
         "formatter": "INT[#,###]"
        }
       }
      },
      "text/html": [
       "<ul>\n",
       "<li>Reddit\n",
       "  <ul>\n",
       "  <li>Dimensions\n",
       "    <ul>\n",
       "    <li>Entities\n",
       "      <ul>\n",
       "      <li>category\n",
       "        <ol>\n",
       "        <li>category</li>\n",
       "        </ol>      </li>\n",
       "      <li>text\n",
       "        <ol>\n",
       "        <li>text</li>\n",
       "        </ol>      </li>\n",
       "      </ul>\n",
       "    </li>\n",
       "    <li>Reddit_Posts\n",
       "      <ul>\n",
       "      <li>author\n",
       "        <ol>\n",
       "        <li>author</li>\n",
       "        </ol>      </li>\n",
       "      <li>created\n",
       "        <ol>\n",
       "        <li>created</li>\n",
       "        </ol>      </li>\n",
       "      <li>created date\n",
       "        <ol>\n",
       "        <li>created date</li>\n",
       "        </ol>      </li>\n",
       "      <li>created time\n",
       "        <ol>\n",
       "        <li>created time</li>\n",
       "        </ol>      </li>\n",
       "      <li>id\n",
       "        <ol>\n",
       "        <li>id</li>\n",
       "        </ol>      </li>\n",
       "      <li>lemmatized post\n",
       "        <ol>\n",
       "        <li>lemmatized post</li>\n",
       "        </ol>      </li>\n",
       "      <li>lemmatized title\n",
       "        <ol>\n",
       "        <li>lemmatized title</li>\n",
       "        </ol>      </li>\n",
       "      <li>pinned\n",
       "        <ol>\n",
       "        <li>pinned</li>\n",
       "        </ol>      </li>\n",
       "      <li>post\n",
       "        <ol>\n",
       "        <li>post</li>\n",
       "        </ol>      </li>\n",
       "      <li>subreddit\n",
       "        <ol>\n",
       "        <li>subreddit</li>\n",
       "        </ol>      </li>\n",
       "      <li>title\n",
       "        <ol>\n",
       "        <li>title</li>\n",
       "        </ol>      </li>\n",
       "      </ul>\n",
       "    </li>\n",
       "    </ul>\n",
       "  </li>\n",
       "  <li>Measures\n",
       "    <ul>\n",
       "    <li>contributors.COUNT\n",
       "      <ul>\n",
       "      <li>formatter: INT[#,###]</li>\n",
       "      </ul>\n",
       "    </li>\n",
       "    </ul>\n",
       "  </li>\n",
       "  </ul>\n",
       "</li>\n",
       "</ul>\n"
      ],
      "text/plain": [
       "Cube(_name='Reddit', _hierarchies=Hierarchies(), _measures=Measures())"
      ]
     },
     "execution_count": 25,
     "metadata": {
      "application/json": {
       "expanded": false,
       "root": "Reddit"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = cube.measures\n",
    "l = cube.levels\n",
    "h = cube.hierarchies\n",
    "cube"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Managing hierarchies\n",
    "\n",
    "Since I am going to create my own measures, I will delete the numeric columns from my hierarchies to avoid confusion with the measures that I will be creating."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "h[\"subreddit\"] = [reddit_table[\"subreddit\"]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Measures creation\n",
    "\n",
    "In default `auto` mode, atoti will create a `MEAN` and a `SUM` measure.  \n",
    "However, as I only require `sum` in my simple use case and in order to demonstrate how simple aggregation can be done with atoti, I created the below measures instead."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "m[\"Text Count\"] = tt.agg.sum(entity_table[\"text count\"])\n",
    "m[\"Score\"] = tt.agg.sum(reddit_table[\"score\"])\n",
    "m[\"Comments\"] = tt.agg.sum(reddit_table[\"comments\"])\n",
    "m[\"Total awards\"] = tt.agg.sum(reddit_table[\"total awards\"])\n",
    "m[\"Words\"] = tt.agg.sum(reddit_table[\"words\"])\n",
    "m[\"Chars\"] = tt.agg.sum(reddit_table[\"chars\"])\n",
    "m[\"Unique words\"] = tt.agg.sum(reddit_table[\"unique words\"])\n",
    "m[\"Word density\"] = tt.agg.sum(reddit_table[\"word density\"])\n",
    "m[\"Unique density\"] = tt.agg.sum(reddit_table[\"unique density\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Distinct measure\n",
    "\n",
    "I use the [`count_distinct`](https://docs.atoti.io/0.4.2/lib/atoti.html?highlight=count_distinct#atoti.agg.count_distinct) function to compute the number of days the data span across."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "m[\"Number days\"] = tt.agg.count_distinct(reddit_table[\"created date\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Cumulative measure\n",
    "\n",
    "Aggregation with the [`cumulative`](https://docs.atoti.io/0.4.2/lib/atoti.scope.html?highlight=cumulative#atoti.scope.cumulative) scope allows me to see the trend of the posting over the `created` level. By setting the parameter `dense=True`, we can see a continuous plot of the trend even if there are no postings on days in between. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "m[\"Cumulative Count\"] = tt.agg.sum(\n",
    "    m[\"contributors.COUNT\"], scope=tt.scope.cumulative(l[\"created\"], dense=True)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "atoti": {
     "widget": {
      "mapping": {
       "horizontalSubplots": [],
       "splitBy": [
        "[Reddit_Posts].[subreddit].[subreddit]"
       ],
       "values": [
        "[Measures].[Cumulative Count]"
       ],
       "verticalSubplots": [],
       "xAxis": [
        "[Reddit_Posts].[created].[created]"
       ]
      },
      "name": "Posting Trends",
      "plotly": {
       "data": {
        "commonTraceOverride": {
         "mode": "lines"
        }
       }
      },
      "query": {
       "context": {
        "queriesResultLimit.intermediateSize": 1000000,
        "queriesResultLimit.transientSize": 10000000
       },
       "mdx": "SELECT NON EMPTY Crossjoin([Reddit_Posts].[created].[created].Members, [Reddit_Posts].[subreddit].[subreddit].Members) ON ROWS, NON EMPTY [Measures].[Cumulative Count] ON COLUMNS FROM [Reddit] CELL PROPERTIES VALUE, FORMATTED_VALUE, BACK_COLOR, FORE_COLOR, FONT_FLAGS",
       "updateMode": "once"
      },
      "serverKey": "default",
      "widgetKey": "plotly-line-chart"
     }
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.atoti.widget.v0+json": {
       "name": "Posting Trends",
       "sessionId": "2789178a-16b5-4428-915b-d4b9ca1a9bfd",
       "sessionLocation": {
        "https": false,
        "port": 56286
       },
       "widgetCreationCode": "session.visualize()"
      },
      "text/html": [
       "<img src=\"data:image/svg+xml;charset=utf8,%3C%3Fxml%20version%3D%221.0%22%20standalone%3D%22no%22%3F%3E%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20xmlns%3Axlink%3D%22http%3A%2F%2Fwww.w3.org%2F1999%2Fxlink%22%20height%3D%22352%22%20width%3D%221310%22%20viewBox%3D%220%200%201310%20352%22%3E%3Cdefs%20id%3D%22defs-7cd038%22%3E%3Cg%20class%3D%22clips%22%3E%3CclipPath%20id%3D%22clip7cd038xyplot%22%20class%3D%22plotclip%22%3E%3Crect%20width%3D%221078%22%20height%3D%22242%22%2F%3E%3C%2FclipPath%3E%3CclipPath%20class%3D%22axesclip%22%20id%3D%22clip7cd038x%22%3E%3Crect%20x%3D%2280%22%20y%3D%220%22%20width%3D%221078%22%20height%3D%22352%22%2F%3E%3C%2FclipPath%3E%3CclipPath%20class%3D%22axesclip%22%20id%3D%22clip7cd038y%22%3E%3Crect%20x%3D%220%22%20y%3D%2230%22%20width%3D%221310%22%20height%3D%22242%22%2F%3E%3C%2FclipPath%3E%3CclipPath%20class%3D%22axesclip%22%20id%3D%22clip7cd038xy%22%3E%3Crect%20x%3D%2280%22%20y%3D%2230%22%20width%3D%221078%22%20height%3D%22242%22%2F%3E%3C%2FclipPath%3E%3C%2Fg%3E%3Cg%20class%3D%22gradients%22%2F%3E%3C%2Fdefs%3E%3Cg%20class%3D%22bglayer%22%2F%3E%3Cg%20class%3D%22draglayer%20cursor-crosshair%22%3E%3Cg%20class%3D%22xy%22%3E%3Crect%20class%3D%22nsewdrag%20drag%22%20data-subplot%3D%22xy%22%20x%3D%2280%22%20y%3D%2230%22%20width%3D%221078%22%20height%3D%22242%22%20style%3D%22fill%3A%20transparent%3B%20stroke-width%3A%200%3B%20pointer-events%3A%20all%3B%22%2F%3E%3Crect%20class%3D%22nwdrag%20drag%20cursor-nw-resize%22%20data-subplot%3D%22xy%22%20x%3D%2260%22%20y%3D%2210%22%20width%3D%2220%22%20height%3D%2220%22%20style%3D%22fill%3A%20transparent%3B%20stroke-width%3A%200%3B%20pointer-events%3A%20all%3B%22%2F%3E%3Crect%20class%3D%22nedrag%20drag%20cursor-ne-resize%22%20data-subplot%3D%22xy%22%20x%3D%221158%22%20y%3D%2210%22%20width%3D%2220%22%20height%3D%2220%22%20style%3D%22fill%3A%20transparent%3B%20stroke-width%3A%200%3B%20pointer-events%3A%20all%3B%22%2F%3E%3Crect%20class%3D%22swdrag%20drag%20cursor-sw-resize%22%20data-subplot%3D%22xy%22%20x%3D%2260%22%20y%3D%22272%22%20width%3D%2220%22%20height%3D%2220%22%20style%3D%22fill%3A%20transparent%3B%20stroke-width%3A%200%3B%20pointer-events%3A%20all%3B%22%2F%3E%3Crect%20class%3D%22sedrag%20drag%20cursor-se-resize%22%20data-subplot%3D%22xy%22%20x%3D%221158%22%20y%3D%22272%22%20width%3D%2220%22%20height%3D%2220%22%20style%3D%22fill%3A%20transparent%3B%20stroke-width%3A%200%3B%20pointer-events%3A%20all%3B%22%2F%3E%3Crect%20class%3D%22ewdrag%20drag%20cursor-ew-resize%22%20data-subplot%3D%22xy%22%20x%3D%22187.8%22%20y%3D%22272.5%22%20width%3D%22862.4000000000001%22%20height%3D%2220%22%20style%3D%22fill%3A%20transparent%3B%20stroke-width%3A%200%3B%20pointer-events%3A%20all%3B%22%2F%3E%3Crect%20class%3D%22wdrag%20drag%20cursor-w-resize%22%20data-subplot%3D%22xy%22%20x%3D%2280%22%20y%3D%22272.5%22%20width%3D%22107.80000000000001%22%20height%3D%2220%22%20style%3D%22fill%3A%20transparent%3B%20stroke-width%3A%200%3B%20pointer-events%3A%20all%3B%22%2F%3E%3Crect%20class%3D%22edrag%20drag%20cursor-e-resize%22%20data-subplot%3D%22xy%22%20x%3D%221050.2%22%20y%3D%22272.5%22%20width%3D%22107.80000000000001%22%20height%3D%2220%22%20style%3D%22fill%3A%20transparent%3B%20stroke-width%3A%200%3B%20pointer-events%3A%20all%3B%22%2F%3E%3Crect%20class%3D%22nsdrag%20drag%20cursor-ns-resize%22%20data-subplot%3D%22xy%22%20x%3D%2259.5%22%20y%3D%2254.2%22%20width%3D%2220%22%20height%3D%22193.60000000000002%22%20style%3D%22fill%3A%20transparent%3B%20stroke-width%3A%200%3B%20pointer-events%3A%20all%3B%22%2F%3E%3Crect%20class%3D%22sdrag%20drag%20cursor-s-resize%22%20data-subplot%3D%22xy%22%20x%3D%2259.5%22%20y%3D%22247.8%22%20width%3D%2220%22%20height%3D%2224.200000000000003%22%20style%3D%22fill%3A%20transparent%3B%20stroke-width%3A%200%3B%20pointer-events%3A%20all%3B%22%2F%3E%3Crect%20class%3D%22ndrag%20drag%20cursor-n-resize%22%20data-subplot%3D%22xy%22%20x%3D%2259.5%22%20y%3D%2230%22%20width%3D%2220%22%20height%3D%2224.200000000000003%22%20style%3D%22fill%3A%20transparent%3B%20stroke-width%3A%200%3B%20pointer-events%3A%20all%3B%22%2F%3E%3C%2Fg%3E%3C%2Fg%3E%3Cg%20class%3D%22layer-below%22%3E%3Cg%20class%3D%22imagelayer%22%2F%3E%3Cg%20class%3D%22shapelayer%22%2F%3E%3C%2Fg%3E%3Cg%20class%3D%22cartesianlayer%22%3E%3Cg%20class%3D%22subplot%20xy%22%3E%3Cg%20class%3D%22layer-subplot%22%3E%3Cg%20class%3D%22shapelayer%22%2F%3E%3Cg%20class%3D%22imagelayer%22%2F%3E%3C%2Fg%3E%3Cg%20class%3D%22gridlayer%22%3E%3Cg%20class%3D%22x%22%3E%3Cpath%20class%3D%22xgrid%20crisp%22%20transform%3D%22translate(266.13%2C0)%22%20d%3D%22M0%2C30v242%22%20style%3D%22stroke%3A%20rgb(89%2C%2089%2C%2089)%3B%20stroke-opacity%3A%200.25%3B%20stroke-width%3A%201px%3B%22%2F%3E%3Cpath%20class%3D%22xgrid%20crisp%22%20transform%3D%22translate(479.83%2C0)%22%20d%3D%22M0%2C30v242%22%20style%3D%22stroke%3A%20rgb(89%2C%2089%2C%2089)%3B%20stroke-opacity%3A%200.25%3B%20stroke-width%3A%201px%3B%22%2F%3E%3Cpath%20class%3D%22xgrid%20crisp%22%20transform%3D%22translate(693.53%2C0)%22%20d%3D%22M0%2C30v242%22%20style%3D%22stroke%3A%20rgb(89%2C%2089%2C%2089)%3B%20stroke-opacity%3A%200.25%3B%20stroke-width%3A%201px%3B%22%2F%3E%3Cpath%20class%3D%22xgrid%20crisp%22%20transform%3D%22translate(907.23%2C0)%22%20d%3D%22M0%2C30v242%22%20style%3D%22stroke%3A%20rgb(89%2C%2089%2C%2089)%3B%20stroke-opacity%3A%200.25%3B%20stroke-width%3A%201px%3B%22%2F%3E%3Cpath%20class%3D%22xgrid%20crisp%22%20transform%3D%22translate(1120.93%2C0)%22%20d%3D%22M0%2C30v242%22%20style%3D%22stroke%3A%20rgb(89%2C%2089%2C%2089)%3B%20stroke-opacity%3A%200.25%3B%20stroke-width%3A%201px%3B%22%2F%3E%3C%2Fg%3E%3Cg%20class%3D%22y%22%3E%3Cpath%20class%3D%22ygrid%20crisp%22%20transform%3D%22translate(0%2C216.69)%22%20d%3D%22M80%2C0h1078%22%20style%3D%22stroke%3A%20rgb(89%2C%2089%2C%2089)%3B%20stroke-opacity%3A%200.25%3B%20stroke-width%3A%201px%3B%22%2F%3E%3Cpath%20class%3D%22ygrid%20crisp%22%20transform%3D%22translate(0%2C173.04)%22%20d%3D%22M80%2C0h1078%22%20style%3D%22stroke%3A%20rgb(89%2C%2089%2C%2089)%3B%20stroke-opacity%3A%200.25%3B%20stroke-width%3A%201px%3B%22%2F%3E%3Cpath%20class%3D%22ygrid%20crisp%22%20transform%3D%22translate(0%2C129.39)%22%20d%3D%22M80%2C0h1078%22%20style%3D%22stroke%3A%20rgb(89%2C%2089%2C%2089)%3B%20stroke-opacity%3A%200.25%3B%20stroke-width%3A%201px%3B%22%2F%3E%3Cpath%20class%3D%22ygrid%20crisp%22%20transform%3D%22translate(0%2C85.75)%22%20d%3D%22M80%2C0h1078%22%20style%3D%22stroke%3A%20rgb(89%2C%2089%2C%2089)%3B%20stroke-opacity%3A%200.25%3B%20stroke-width%3A%201px%3B%22%2F%3E%3Cpath%20class%3D%22ygrid%20crisp%22%20transform%3D%22translate(0%2C42.1)%22%20d%3D%22M80%2C0h1078%22%20style%3D%22stroke%3A%20rgb(89%2C%2089%2C%2089)%3B%20stroke-opacity%3A%200.25%3B%20stroke-width%3A%201px%3B%22%2F%3E%3C%2Fg%3E%3C%2Fg%3E%3Cg%20class%3D%22zerolinelayer%22%3E%3Cpath%20class%3D%22yzl%20zl%20crisp%22%20transform%3D%22translate(0%2C260.34000000000003)%22%20d%3D%22M80%2C0h1078%22%20style%3D%22stroke%3A%20rgb(89%2C%2089%2C%2089)%3B%20stroke-opacity%3A%200.5%3B%20stroke-width%3A%201px%3B%22%2F%3E%3C%2Fg%3E%3Cpath%20class%3D%22xlines-below%22%2F%3E%3Cpath%20class%3D%22ylines-below%22%2F%3E%3Cg%20class%3D%22overlines-below%22%2F%3E%3Cg%20class%3D%22xaxislayer-below%22%2F%3E%3Cg%20class%3D%22yaxislayer-below%22%2F%3E%3Cg%20class%3D%22overaxes-below%22%2F%3E%3Cg%20class%3D%22plot%22%20transform%3D%22translate(80%2C30)%22%20clip-path%3D%22url('%23clip7cd038xyplot')%22%3E%3Cg%20class%3D%22scatterlayer%20mlayer%22%3E%3Cg%20class%3D%22trace%20scatter%20trace1338340%22%20style%3D%22stroke-miterlimit%3A%202%3B%20opacity%3A%201%3B%22%3E%3Cg%20class%3D%22fills%22%2F%3E%3Cg%20class%3D%22errorbars%22%2F%3E%3Cg%20class%3D%22lines%22%3E%3Cpath%20class%3D%22js-line%22%20d%3D%22M0%2C229.9L12.53%2C228.59L26.07%2C228.15L48.5%2C225.97L48.92%2C225.54L51.44%2C224.66L66.32%2C224.23L67.81%2C223.35L70.8%2C222.92L70.95%2C222.48L75.18%2C222.04L89.06%2C220.3L89.69%2C219.86L94.23%2C218.99L94.44%2C218.55L103.98%2C216.37L107.83%2C215.93L137.11%2C213.75L137.97%2C213.31L140.36%2C212.44L147.17%2C212L147.72%2C211.57L149.74%2C211.13L150.5%2C210.7L153.56%2C210.26L156.47%2C209.82L165.15%2C209.39L169.25%2C208.51L181.26%2C208.08L198.17%2C207.2L203.85%2C206.77L204.85%2C206.33L213.7%2C205.89L215.48%2C205.02L220.43%2C204.58L222.37%2C204.15L229.9%2C203.71L232.2%2C202.84L235.1%2C202.4L245.63%2C200.66L246.59%2C200.22L247.27%2C199.35L248.44%2C198.91L251.99%2C197.16L258.54%2C196.73L260.4%2C195.42L262.54%2C194.98L266.99%2C192.8L271.59%2C192.36L278.39%2C190.62L279.36%2C190.18L280.16%2C189.74L285.23%2C189.31L286.98%2C188.44L287.1%2C188L309.75%2C185.82L310.25%2C185.38L349.1%2C181.45L350.26%2C181.02L353.35%2C180.14L353.95%2C179.71L356.65%2C177.96L358.76%2C177.52L362.63%2C176.21L362.83%2C175.78L371.32%2C174.47L372.47%2C174.03L372.66%2C173.59L374.5%2C173.16L376.98%2C172.29L377.1%2C171.85L377.13%2C171.41L380.01%2C170.98L381.89%2C169.23L382.05%2C168.79L382.84%2C167.92L383.77%2C167.48L386.17%2C166.61L388.17%2C166.17L390.12%2C164.87L391%2C164.43L394.38%2C162.68L395.2%2C162.25L395.81%2C160.5L397.25%2C160.06L397.36%2C159.63L399.08%2C159.19L401.19%2C157.45L401.21%2C157.01L402.21%2C155.26L403.44%2C154.83L407.03%2C153.52L407.11%2C153.08L410.8%2C149.59L413.93%2C149.15L416.11%2C148.28L416.19%2C147.84L419%2C146.53L425.06%2C146.1L443.99%2C144.35L444.37%2C143.91L457.82%2C142.17L458.23%2C141.73L462.32%2C139.55L462.6%2C139.11L463.03%2C137.37L464.65%2C136.93L465.3%2C136.06L471.05%2C135.62L471.69%2C134.31L472.37%2C133.88L478.86%2C132.13L480.02%2C131.69L482.06%2C130.38L482.23%2C129.95L483.32%2C128.64L483.42%2C128.2L493.31%2C123.84L495.53%2C123.4L495.84%2C122.96L497.48%2C122.53L501.55%2C121.22L505.72%2C120.78L506.52%2C119.91L514.1%2C119.47L514.44%2C119.04L517.39%2C118.6L517.78%2C118.16L520.17%2C117.73L541.78%2C115.98L551.23%2C115.54L558.29%2C114.23L569.95%2C113.8L571.07%2C112.49L572.09%2C112.05L577.92%2C110.74L578.49%2C110.31L584.21%2C108.56L584.29%2C108.12L587.72%2C106.38L591.89%2C105.94L602.92%2C102.45L603.59%2C102.01L608.31%2C100.7L611.13%2C100.27L617.93%2C99.39L618.77%2C98.96L618.88%2C98.52L620.34%2C98.09L626.78%2C95.9L632.83%2C95.47L634.44%2C95.03L649.61%2C94.59L658.07%2C93.28L668.59%2C92.85L675.18%2C91.54L675.25%2C91.1L684.15%2C88.05L684.84%2C87.61L685%2C87.17L688.94%2C86.74L695.24%2C85.43L695.56%2C84.99L702.22%2C82.81L702.59%2C82.37L703.31%2C81.5L705.57%2C81.06L705.8%2C80.63L708.48%2C80.19L709.9%2C78.44L711.92%2C78.01L713.98%2C77.13L720.21%2C76.7L720.3%2C76.26L721.74%2C75.83L722.13%2C75.39L733.2%2C74.95L734.02%2C74.08L738.6%2C73.64L739.72%2C73.21L744.83%2C72.77L745.69%2C72.33L764.65%2C71.9L777.46%2C70.59L778.32%2C70.15L784.34%2C68.84L785.86%2C68.41L787.96%2C67.53L797.61%2C67.1L809.34%2C65.35L819.09%2C64.91L831.01%2C63.17L834.16%2C62.73L847.46%2C61.42L849.83%2C60.98L851.37%2C60.55L867.32%2C60.11L893.04%2C58.37L895.33%2C57.93L896.74%2C57.49L900.89%2C57.06L903.61%2C55.31L906.54%2C54.87L922.7%2C52.69L925.29%2C52.26L925.58%2C51.82L935.6%2C51.38L940.45%2C50.51L940.99%2C50.07L954.01%2C47.45L967.53%2C47.02L989.44%2C45.27L992.38%2C44.84L996.37%2C41.34L996.49%2C40.91L999.94%2C38.29L1001.57%2C37.85L1001.95%2C37.42L1003.74%2C36.98L1009.84%2C33.49L1010.08%2C33.05L1010.2%2C32.61L1011.58%2C32.18L1011.78%2C31.74L1015.75%2C31.3L1017.9%2C29.12L1020.72%2C28.69L1022.75%2C27.38L1022.82%2C26.94L1023.52%2C25.63L1024.61%2C25.19L1026.06%2C23.88L1027.25%2C23.45L1028.32%2C21.7L1029%2C21.27L1042.8%2C17.34L1045.65%2C16.9L1045.77%2C16.46L1050.95%2C16.03L1055.35%2C14.72L1061.49%2C14.28L1077.33%2C12.97L1077.4%2C12.54L1078%2C12.1%22%20style%3D%22vector-effect%3A%20non-scaling-stroke%3B%20fill%3A%20none%3B%20stroke%3A%20rgb(78%2C%20121%2C%20167)%3B%20stroke-opacity%3A%201%3B%20stroke-width%3A%202px%3B%20opacity%3A%201%3B%22%2F%3E%3C%2Fg%3E%3Cg%20class%3D%22points%22%2F%3E%3Cg%20class%3D%22text%22%2F%3E%3C%2Fg%3E%3C%2Fg%3E%3C%2Fg%3E%3Cg%20class%3D%22overplot%22%2F%3E%3Cpath%20class%3D%22xlines-above%20crisp%22%20d%3D%22M79%2C272.5H1158%22%20style%3D%22fill%3A%20none%3B%20stroke-width%3A%201px%3B%20stroke%3A%20rgb(89%2C%2089%2C%2089)%3B%20stroke-opacity%3A%200.25%3B%22%2F%3E%3Cpath%20class%3D%22ylines-above%20crisp%22%20d%3D%22M79.5%2C30V272%22%20style%3D%22fill%3A%20none%3B%20stroke-width%3A%201px%3B%20stroke%3A%20rgb(89%2C%2089%2C%2089)%3B%20stroke-opacity%3A%200.25%3B%22%2F%3E%3Cg%20class%3D%22overlines-above%22%2F%3E%3Cg%20class%3D%22xaxislayer-above%22%3E%3Cg%20class%3D%22xtick%22%3E%3Ctext%20text-anchor%3D%22middle%22%20x%3D%220%22%20y%3D%22287.4%22%20data-unformatted%3D%22Aug%2023%26lt%3Bbr%26gt%3B2021%22%20data-math%3D%22N%22%20transform%3D%22translate(266.13%2C0)%22%20style%3D%22font-family%3A%20%26quot%3BOpen%20Sans%26quot%3B%2C%20verdana%2C%20arial%2C%20sans-serif%3B%20font-size%3A%2012px%3B%20fill%3A%20rgb(89%2C%2089%2C%2089)%3B%20fill-opacity%3A%201%3B%20white-space%3A%20pre%3B%22%3E%3Ctspan%20class%3D%22line%22%20dy%3D%220em%22%20x%3D%220%22%20y%3D%22287.4%22%3EAug%2023%3C%2Ftspan%3E%3Ctspan%20class%3D%22line%22%20dy%3D%221.3em%22%20x%3D%220%22%20y%3D%22287.4%22%3E2021%3C%2Ftspan%3E%3C%2Ftext%3E%3C%2Fg%3E%3Cg%20class%3D%22xtick%22%3E%3Ctext%20text-anchor%3D%22middle%22%20x%3D%220%22%20y%3D%22287.4%22%20data-unformatted%3D%22Aug%2025%22%20data-math%3D%22N%22%20transform%3D%22translate(479.83%2C0)%22%20style%3D%22font-family%3A%20%26quot%3BOpen%20Sans%26quot%3B%2C%20verdana%2C%20arial%2C%20sans-serif%3B%20font-size%3A%2012px%3B%20fill%3A%20rgb(89%2C%2089%2C%2089)%3B%20fill-opacity%3A%201%3B%20white-space%3A%20pre%3B%22%3EAug%2025%3C%2Ftext%3E%3C%2Fg%3E%3Cg%20class%3D%22xtick%22%3E%3Ctext%20text-anchor%3D%22middle%22%20x%3D%220%22%20y%3D%22287.4%22%20data-unformatted%3D%22Aug%2027%22%20data-math%3D%22N%22%20transform%3D%22translate(693.53%2C0)%22%20style%3D%22font-family%3A%20%26quot%3BOpen%20Sans%26quot%3B%2C%20verdana%2C%20arial%2C%20sans-serif%3B%20font-size%3A%2012px%3B%20fill%3A%20rgb(89%2C%2089%2C%2089)%3B%20fill-opacity%3A%201%3B%20white-space%3A%20pre%3B%22%3EAug%2027%3C%2Ftext%3E%3C%2Fg%3E%3Cg%20class%3D%22xtick%22%3E%3Ctext%20text-anchor%3D%22middle%22%20x%3D%220%22%20y%3D%22287.4%22%20data-unformatted%3D%22Aug%2029%22%20data-math%3D%22N%22%20transform%3D%22translate(907.23%2C0)%22%20style%3D%22font-family%3A%20%26quot%3BOpen%20Sans%26quot%3B%2C%20verdana%2C%20arial%2C%20sans-serif%3B%20font-size%3A%2012px%3B%20fill%3A%20rgb(89%2C%2089%2C%2089)%3B%20fill-opacity%3A%201%3B%20white-space%3A%20pre%3B%22%3EAug%2029%3C%2Ftext%3E%3C%2Fg%3E%3Cg%20class%3D%22xtick%22%3E%3Ctext%20text-anchor%3D%22middle%22%20x%3D%220%22%20y%3D%22287.4%22%20data-unformatted%3D%22Aug%2031%22%20data-math%3D%22N%22%20transform%3D%22translate(1120.93%2C0)%22%20style%3D%22font-family%3A%20%26quot%3BOpen%20Sans%26quot%3B%2C%20verdana%2C%20arial%2C%20sans-serif%3B%20font-size%3A%2012px%3B%20fill%3A%20rgb(89%2C%2089%2C%2089)%3B%20fill-opacity%3A%201%3B%20white-space%3A%20pre%3B%22%3EAug%2031%3C%2Ftext%3E%3C%2Fg%3E%3C%2Fg%3E%3Cg%20class%3D%22yaxislayer-above%22%3E%3Cg%20class%3D%22ytick%22%3E%3Ctext%20text-anchor%3D%22end%22%20x%3D%2276.6%22%20y%3D%224.199999999999999%22%20data-unformatted%3D%220%22%20data-math%3D%22N%22%20transform%3D%22translate(0%2C260.34000000000003)%22%20style%3D%22font-family%3A%20%26quot%3BOpen%20Sans%26quot%3B%2C%20verdana%2C%20arial%2C%20sans-serif%3B%20font-size%3A%2012px%3B%20fill%3A%20rgb(89%2C%2089%2C%2089)%3B%20fill-opacity%3A%201%3B%20white-space%3A%20pre%3B%22%3E0%3C%2Ftext%3E%3C%2Fg%3E%3Cg%20class%3D%22ytick%22%3E%3Ctext%20text-anchor%3D%22end%22%20x%3D%2276.6%22%20y%3D%224.199999999999999%22%20data-unformatted%3D%22100%22%20data-math%3D%22N%22%20transform%3D%22translate(0%2C216.69)%22%20style%3D%22font-family%3A%20%26quot%3BOpen%20Sans%26quot%3B%2C%20verdana%2C%20arial%2C%20sans-serif%3B%20font-size%3A%2012px%3B%20fill%3A%20rgb(89%2C%2089%2C%2089)%3B%20fill-opacity%3A%201%3B%20white-space%3A%20pre%3B%22%3E100%3C%2Ftext%3E%3C%2Fg%3E%3Cg%20class%3D%22ytick%22%3E%3Ctext%20text-anchor%3D%22end%22%20x%3D%2276.6%22%20y%3D%224.199999999999999%22%20data-unformatted%3D%22200%22%20data-math%3D%22N%22%20transform%3D%22translate(0%2C173.04)%22%20style%3D%22font-family%3A%20%26quot%3BOpen%20Sans%26quot%3B%2C%20verdana%2C%20arial%2C%20sans-serif%3B%20font-size%3A%2012px%3B%20fill%3A%20rgb(89%2C%2089%2C%2089)%3B%20fill-opacity%3A%201%3B%20white-space%3A%20pre%3B%22%3E200%3C%2Ftext%3E%3C%2Fg%3E%3Cg%20class%3D%22ytick%22%3E%3Ctext%20text-anchor%3D%22end%22%20x%3D%2276.6%22%20y%3D%224.199999999999999%22%20data-unformatted%3D%22300%22%20data-math%3D%22N%22%20transform%3D%22translate(0%2C129.39)%22%20style%3D%22font-family%3A%20%26quot%3BOpen%20Sans%26quot%3B%2C%20verdana%2C%20arial%2C%20sans-serif%3B%20font-size%3A%2012px%3B%20fill%3A%20rgb(89%2C%2089%2C%2089)%3B%20fill-opacity%3A%201%3B%20white-space%3A%20pre%3B%22%3E300%3C%2Ftext%3E%3C%2Fg%3E%3Cg%20class%3D%22ytick%22%3E%3Ctext%20text-anchor%3D%22end%22%20x%3D%2276.6%22%20y%3D%224.199999999999999%22%20data-unformatted%3D%22400%22%20data-math%3D%22N%22%20transform%3D%22translate(0%2C85.75)%22%20style%3D%22font-family%3A%20%26quot%3BOpen%20Sans%26quot%3B%2C%20verdana%2C%20arial%2C%20sans-serif%3B%20font-size%3A%2012px%3B%20fill%3A%20rgb(89%2C%2089%2C%2089)%3B%20fill-opacity%3A%201%3B%20white-space%3A%20pre%3B%22%3E400%3C%2Ftext%3E%3C%2Fg%3E%3Cg%20class%3D%22ytick%22%3E%3Ctext%20text-anchor%3D%22end%22%20x%3D%2276.6%22%20y%3D%224.199999999999999%22%20data-unformatted%3D%22500%22%20data-math%3D%22N%22%20transform%3D%22translate(0%2C42.1)%22%20style%3D%22font-family%3A%20%26quot%3BOpen%20Sans%26quot%3B%2C%20verdana%2C%20arial%2C%20sans-serif%3B%20font-size%3A%2012px%3B%20fill%3A%20rgb(89%2C%2089%2C%2089)%3B%20fill-opacity%3A%201%3B%20white-space%3A%20pre%3B%22%3E500%3C%2Ftext%3E%3C%2Fg%3E%3C%2Fg%3E%3Cg%20class%3D%22overaxes-above%22%2F%3E%3C%2Fg%3E%3C%2Fg%3E%3Cg%20class%3D%22polarlayer%22%2F%3E%3Cg%20class%3D%22ternarylayer%22%2F%3E%3Cg%20class%3D%22geolayer%22%2F%3E%3Cg%20class%3D%22funnelarealayer%22%2F%3E%3Cg%20class%3D%22pielayer%22%2F%3E%3Cg%20class%3D%22treemaplayer%22%2F%3E%3Cg%20class%3D%22sunburstlayer%22%2F%3E%3Cg%20class%3D%22glimages%22%2F%3E%3Cdefs%20id%3D%22topdefs-7cd038%22%3E%3Cg%20class%3D%22clips%22%2F%3E%3CclipPath%20id%3D%22legend7cd038%22%3E%3Crect%20width%3D%22130%22%20height%3D%2229%22%20x%3D%220%22%20y%3D%220%22%2F%3E%3C%2FclipPath%3E%3C%2Fdefs%3E%3Cg%20class%3D%22indicatorlayer%22%2F%3E%3Cg%20class%3D%22layer-above%22%3E%3Cg%20class%3D%22imagelayer%22%2F%3E%3Cg%20class%3D%22shapelayer%22%2F%3E%3C%2Fg%3E%3Cg%20class%3D%22infolayer%22%3E%3Cg%20class%3D%22legend%22%20pointer-events%3D%22all%22%20transform%3D%22translate(1179.56%2C30)%22%3E%3Crect%20class%3D%22bg%22%20shape-rendering%3D%22crispEdges%22%20width%3D%22130%22%20height%3D%2229%22%20x%3D%220%22%20y%3D%220%22%20style%3D%22stroke%3A%20rgb(68%2C%2068%2C%2068)%3B%20stroke-opacity%3A%201%3B%20fill%3A%20rgb(255%2C%20255%2C%20255)%3B%20fill-opacity%3A%201%3B%20stroke-width%3A%200px%3B%22%2F%3E%3Cg%20class%3D%22scrollbox%22%20transform%3D%22%22%20clip-path%3D%22url('%23legend7cd038')%22%3E%3Cg%20class%3D%22groups%22%20transform%3D%22%22%3E%3Cg%20class%3D%22traces%22%20transform%3D%22translate(0%2C14.5)%22%20style%3D%22opacity%3A%201%3B%22%3E%3Ctext%20class%3D%22legendtext%22%20text-anchor%3D%22start%22%20x%3D%2240%22%20y%3D%224.680000000000001%22%20data-unformatted%3D%22wallstreetbets%22%20data-math%3D%22N%22%20style%3D%22font-family%3A%20%26quot%3BOpen%20Sans%26quot%3B%2C%20verdana%2C%20arial%2C%20sans-serif%3B%20font-size%3A%2012px%3B%20fill%3A%20rgb(89%2C%2089%2C%2089)%3B%20fill-opacity%3A%201%3B%20white-space%3A%20pre%3B%22%3Ewallstreetbets%3C%2Ftext%3E%3Cg%20class%3D%22layers%22%20style%3D%22opacity%3A%201%3B%22%3E%3Cg%20class%3D%22legendfill%22%2F%3E%3Cg%20class%3D%22legendlines%22%3E%3Cpath%20class%3D%22js-line%22%20d%3D%22M5%2C0h30%22%20style%3D%22fill%3A%20none%3B%20stroke%3A%20rgb(78%2C%20121%2C%20167)%3B%20stroke-opacity%3A%201%3B%20stroke-width%3A%202px%3B%22%2F%3E%3C%2Fg%3E%3Cg%20class%3D%22legendsymbols%22%3E%3Cg%20class%3D%22legendpoints%22%2F%3E%3C%2Fg%3E%3C%2Fg%3E%3Crect%20class%3D%22legendtoggle%22%20pointer-events%3D%22all%22%20x%3D%220%22%20y%3D%22-9.5%22%20width%3D%22124.984375%22%20height%3D%2219%22%20style%3D%22cursor%3A%20pointer%3B%20fill%3A%20rgb(0%2C%200%2C%200)%3B%20fill-opacity%3A%200%3B%22%2F%3E%3C%2Fg%3E%3C%2Fg%3E%3C%2Fg%3E%3Crect%20class%3D%22scrollbar%22%20rx%3D%2220%22%20ry%3D%223%22%20width%3D%220%22%20height%3D%220%22%20x%3D%220%22%20y%3D%220%22%20style%3D%22fill%3A%20rgb(128%2C%20139%2C%20164)%3B%20fill-opacity%3A%201%3B%22%2F%3E%3C%2Fg%3E%3Cg%20class%3D%22g-gtitle%22%2F%3E%3Cg%20class%3D%22g-xtitle%22%2F%3E%3Cg%20class%3D%22g-ytitle%22%2F%3E%3C%2Fg%3E%3Cg%20class%3D%22menulayer%22%2F%3E%3Cg%20class%3D%22zoomlayer%22%2F%3E%3Cg%20class%3D%22hoverlayer%22%2F%3E%3C%2Fsvg%3E\">"
      ],
      "text/plain": [
       "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "session.visualize(\"Posting Trends\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## atoti Pivot table\n",
    "\n",
    "atoti is currently going through UX and performance upgrade. Hang on with us as more features for the Pivot table will come with future release."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## atoti Pivot table against Dash DataTable\n",
    "\n",
    "atoti is currently going through UX and performance upgrade. Hang on with us as more features for the Pivot table will come with future release.  \n",
    "\n",
    "Let's see how atoti data table fare compared to the [Dash DataTable](https://medium.com/swlh/dashboards-in-python-using-dash-creating-a-data-table-using-data-from-reddit-1d6c0cecb4bd#be7c) in the original article before the upgrade happened? _Maybe_ Dash Datatable has evolved since the article was last published, let's just enjoy the atoti table."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "atoti": {
     "height": 355,
     "widget": {
      "columnWidths": {
       "[Reddit_Posts].[subreddit].[subreddit]": 404.3374938964844
      },
      "filters": [
       "[Reddit_Posts].[subreddit].[AllMember].[wallstreetbets]"
      ],
      "mapping": {
       "columns": [
        "ALL_MEASURES"
       ],
       "measures": [
        "[Measures].[Chars]",
        "[Measures].[Comments]",
        "[Measures].[Score]",
        "[Measures].[Total awards]",
        "[Measures].[Unique density]",
        "[Measures].[Unique words]",
        "[Measures].[Word density]"
       ],
       "rows": [
        "[Reddit_Posts].[subreddit].[subreddit]",
        "[Reddit_Posts].[title].[title]",
        "[Reddit_Posts].[post].[post]",
        "[Reddit_Posts].[pinned].[pinned]",
        "[Reddit_Posts].[created].[created]"
       ]
      },
      "query": {
       "mdx": "SELECT NON EMPTY {[Measures].[Chars], [Measures].[Comments], [Measures].[Score], [Measures].[Total awards], [Measures].[Unique density], [Measures].[Unique words], [Measures].[Word density]} ON COLUMNS, NON EMPTY Crossjoin(Hierarchize(Descendants({[Reddit_Posts].[subreddit].[AllMember]}, 1, SELF_AND_BEFORE)), Hierarchize(Descendants({[Reddit_Posts].[title].[AllMember]}, 1, SELF_AND_BEFORE)), Hierarchize(Descendants({[Reddit_Posts].[post].[AllMember]}, 1, SELF_AND_BEFORE)), Hierarchize(Descendants({[Reddit_Posts].[pinned].[AllMember]}, 1, SELF_AND_BEFORE)), Hierarchize(Descendants({[Reddit_Posts].[created].[AllMember]}, 1, SELF_AND_BEFORE))) ON ROWS FROM [Reddit]",
       "updateMode": "once"
      },
      "serverKey": "default",
      "widgetKey": "tree-table"
     }
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.atoti.widget.v0+json": {
       "name": null,
       "sessionId": "2789178a-16b5-4428-915b-d4b9ca1a9bfd",
       "sessionLocation": {
        "https": false,
        "port": 56286
       },
       "widgetCreationCode": "session.visualize()"
      },
      "text/html": [
       "<img src=\"data:image/svg+xml;charset=utf8,%3C%3Fxml%20version%3D%221.0%22%20standalone%3D%22no%22%3F%3E%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20height%3D%22347%22%20width%3D%221310%22%3E%3CforeignObject%20width%3D%22100%25%22%20height%3D%22100%25%22%20x%3D%220%22%20y%3D%220%22%3E%3Cstyle%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F1999%2Fxhtml%22%20type%3D%22text%2Fcss%22%3E*%2C%20%3A%3Abefore%2C%20%3A%3Aafter%20%7Bbox-sizing%3A%20unset%7D%0A.ant-root%20%5Bclass%5E%3D%22ant-%22%5D%2C%20.ant-root%20%5Bclass*%3D%22ant-%22%5D%2C%20.ant-root%20%5Bclass%5E%3D%22ant-%22%5D%20*%2C%20.ant-root%20%5Bclass*%3D%22ant-%22%5D%20*%2C%20.ant-root%20%5Bclass%5E%3D%22ant-%22%5D%20%3A%3Abefore%2C%20.ant-root%20%5Bclass*%3D%22ant-%22%5D%20%3A%3Abefore%2C%20.ant-root%20%5Bclass%5E%3D%22ant-%22%5D%20%3A%3Aafter%2C%20.ant-root%20%5Bclass*%3D%22ant-%22%5D%20%3A%3Aafter%20%7Bbox-sizing%3A%20border-box%7D%0A.ant-root%20html%2C%20.ant-root%20%7Bwidth%3A%20100%25%3B%20height%3A%20100%25%7D%0A.ant-root%20*%2C%20.ant-root%20%3A%3Abefore%2C%20.ant-root%20%3A%3Aafter%20%7Bbox-sizing%3A%20border-box%7D%0A.ant-root%20%7Bmargin-top%3A%200px%3B%20margin-right%3A%200px%3B%20margin-bottom%3A%200px%3B%20margin-left%3A%200px%3B%20color%3A%20rgb(89%2C%2089%2C%2089)%3B%20font-size%3A%2012px%3B%20font-family%3A%20-apple-system%2C%20BlinkMacSystemFont%2C%20%22Segoe%20UI%22%2C%20Roboto%2C%20%22Helvetica%20Neue%22%2C%20Arial%2C%20%22Noto%20Sans%22%2C%20sans-serif%2C%20%22Apple%20Color%20Emoji%22%2C%20%22Segoe%20UI%20Emoji%22%2C%20%22Segoe%20UI%20Symbol%22%2C%20%22Noto%20Color%20Emoji%22%3B%20font-variant-ligatures%3A%20normal%3B%20font-variant-numeric%3A%20tabular-nums%3B%20font-variant-east-asian%3A%20normal%3B%20font-variant-caps%3A%20normal%3B%20line-height%3A%201.66667%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20--antd-wave-shadow-color%3A%20%20%231890FF%3B%20--scroll-bar%3A%20%200%7D%0A.ant-root%20.ant-spin%20%7Bbox-sizing%3A%20border-box%3B%20margin-top%3A%200px%3B%20margin-right%3A%200px%3B%20margin-bottom%3A%200px%3B%20margin-left%3A%200px%3B%20padding-top%3A%200px%3B%20padding-right%3A%200px%3B%20padding-bottom%3A%200px%3B%20padding-left%3A%200px%3B%20font-size%3A%2012px%3B%20font-variant-ligatures%3A%20normal%3B%20font-variant-numeric%3A%20tabular-nums%3B%20font-variant-east-asian%3A%20normal%3B%20font-variant-caps%3A%20normal%3B%20line-height%3A%201.66667%3B%20list-style-position%3A%20initial%3B%20list-style-image%3A%20initial%3B%20list-style-type%3A%20none%3B%20position%3A%20absolute%3B%20display%3A%20none%3B%20color%3A%20rgb(24%2C%20144%2C%20255)%3B%20text-align%3A%20center%3B%20vertical-align%3A%20middle%3B%20opacity%3A%200%3B%20transition-duration%3A%200.3s%3B%20transition-timing-function%3A%20cubic-bezier(0.78%2C%200.14%2C%200.15%2C%200.86)%3B%20transition-delay%3A%200s%3B%20transition-property%3A%20transform%7D%0A.ant-root%20.ant-spin-spinning%20%7Bposition%3A%20static%3B%20display%3A%20inline-block%3B%20opacity%3A%201%7D%0A.ant-root%20.ant-spin-dot%20%7Bposition%3A%20relative%3B%20display%3A%20inline-block%3B%20font-size%3A%2020px%3B%20width%3A%201em%3B%20height%3A%201em%7D%0A.ant-root%20.ant-spin-dot-item%20%7Bposition%3A%20absolute%3B%20display%3A%20block%3B%20width%3A%209px%3B%20height%3A%209px%3B%20background-color%3A%20rgb(24%2C%20144%2C%20255)%3B%20border-top-left-radius%3A%20100%25%3B%20border-top-right-radius%3A%20100%25%3B%20border-bottom-right-radius%3A%20100%25%3B%20border-bottom-left-radius%3A%20100%25%3B%20transform%3A%20scale(0.75)%3B%20transform-origin%3A%2050%25%2050%25%3B%20opacity%3A%200.3%3B%20animation-duration%3A%201s%3B%20animation-timing-function%3A%20linear%3B%20animation-delay%3A%200s%3B%20animation-iteration-count%3A%20infinite%3B%20animation-direction%3A%20alternate%3B%20animation-fill-mode%3A%20none%3B%20animation-play-state%3A%20running%3B%20animation-name%3A%20antSpinMove%7D%0A.ant-root%20.ant-spin-dot-item%3Anth-child(1)%20%7Btop%3A%200px%3B%20left%3A%200px%7D%0A.ant-root%20.ant-spin-dot-item%3Anth-child(2)%20%7Btop%3A%200px%3B%20right%3A%200px%3B%20animation-delay%3A%200.4s%7D%0A.ant-root%20.ant-spin-dot-item%3Anth-child(3)%20%7Bright%3A%200px%3B%20bottom%3A%200px%3B%20animation-delay%3A%200.8s%7D%0A.ant-root%20.ant-spin-dot-item%3Anth-child(4)%20%7Bbottom%3A%200px%3B%20left%3A%200px%3B%20animation-delay%3A%201.2s%7D%0A.ant-root%20.ant-spin-dot-spin%20%7Btransform%3A%20rotate(45deg)%3B%20animation-duration%3A%201.2s%3B%20animation-timing-function%3A%20linear%3B%20animation-delay%3A%200s%3B%20animation-iteration-count%3A%20infinite%3B%20animation-direction%3A%20normal%3B%20animation-fill-mode%3A%20none%3B%20animation-play-state%3A%20running%3B%20animation-name%3A%20antRotate%7D%0A.ant-root%20.ant-spin-lg%20.ant-spin-dot%20%7Bfont-size%3A%2032px%7D%0A.ant-root%20.ant-spin-lg%20.ant-spin-dot%20i%20%7Bwidth%3A%2014px%3B%20height%3A%2014px%7D%0A.css-12ebr42-AWidget%20%7Bheight%3A%20100%25%7D%0A.css-1e3kjgr-Spinner%20%7Bheight%3A%20100%25%3B%20position%3A%20relative%7D%0A.css-ck2xzt-Spinner%20%7B-webkit-box-align%3A%20center%3B%20align-items%3A%20center%3B%20background-image%3A%20initial%3B%20background-position-x%3A%20initial%3B%20background-position-y%3A%20initial%3B%20background-size%3A%20initial%3B%20background-repeat-x%3A%20initial%3B%20background-repeat-y%3A%20initial%3B%20background-attachment%3A%20initial%3B%20background-origin%3A%20initial%3B%20background-clip%3A%20initial%3B%20background-color%3A%20transparent%3B%20display%3A%20flex%3B%20height%3A%20100%25%3B%20-webkit-box-pack%3A%20center%3B%20justify-content%3A%20center%3B%20position%3A%20absolute%3B%20transition-duration%3A%20300ms%3B%20transition-timing-function%3A%20ease%3B%20transition-delay%3A%200s%3B%20transition-property%3A%20opacity%3B%20width%3A%20100%25%3B%20opacity%3A%200%3B%20pointer-events%3A%20none%3B%20z-index%3A%202%7D%0A.css-1hwl8p1-Table%20%7Bpadding-bottom%3A%202px%3B%20padding-right%3A%202px%3B%20height%3A%20100%25%7D%0A.css-14ejcn0-Table%20%7Bheight%3A%20calc(100%25%20-%2030px)%3B%20outline-color%3A%20initial%3B%20outline-style%3A%20none%3B%20outline-width%3A%20initial%3B%20position%3A%20relative%7D%0A.css-1rxpjm0-ColumnResizeHint%20%7Bdisplay%3A%20none%3B%20position%3A%20absolute%3B%20z-index%3A%201%7D%0A.css-walxhl-ColumnResizeHint%20%7Bheight%3A%2028px%3B%20background-color%3A%20rgb(24%2C%20144%2C%20255)%3B%20width%3A%205px%7D%0A.css-1uww2vi-Table%20%7Bheight%3A%2030px%3B%20text-align%3A%20right%3B%20padding-right%3A%2025px%7D%0A.css-1hol363-ResizableCell%20%7Bdisplay%3A%20flex%3B%20flex-direction%3A%20column%3B%20position%3A%20absolute%3B%20top%3A%200px%3B%20left%3A%200px%3B%20height%3A%2028px%3B%20width%3A%20120px%7D%0A.css-xxcrt1-ResizableCell%20%7Bbackground-image%3A%20initial%3B%20background-position-x%3A%20initial%3B%20background-position-y%3A%20initial%3B%20background-size%3A%20initial%3B%20background-repeat-x%3A%20initial%3B%20background-repeat-y%3A%20initial%3B%20background-attachment%3A%20initial%3B%20background-origin%3A%20initial%3B%20background-clip%3A%20initial%3B%20background-color%3A%20transparent%3B%20cursor%3A%20col-resize%3B%20height%3A%20100%25%3B%20position%3A%20absolute%3B%20right%3A%200px%3B%20width%3A%205px%3B%20z-index%3A%201%7D%0A.css-fpuq48-ResizableCell%20%7Bdisplay%3A%20flex%3B%20flex-direction%3A%20column%3B%20position%3A%20absolute%3B%20top%3A%200px%3B%20left%3A%20120px%3B%20height%3A%2028px%3B%20width%3A%20120px%7D%0A.css-3geaec-ResizableCell%20%7Bdisplay%3A%20flex%3B%20flex-direction%3A%20column%3B%20position%3A%20absolute%3B%20top%3A%200px%3B%20left%3A%20240px%3B%20height%3A%2028px%3B%20width%3A%20120px%7D%0A.css-9kbkmr-ResizableCell%20%7Bdisplay%3A%20flex%3B%20flex-direction%3A%20column%3B%20position%3A%20absolute%3B%20top%3A%200px%3B%20left%3A%20360px%3B%20height%3A%2028px%3B%20width%3A%20120px%7D%0A.css-76qu0m-ResizableCell%20%7Bdisplay%3A%20flex%3B%20flex-direction%3A%20column%3B%20position%3A%20absolute%3B%20top%3A%200px%3B%20left%3A%20480px%3B%20height%3A%2028px%3B%20width%3A%20120px%7D%0A.css-1h9kznl-ResizableCell%20%7Bdisplay%3A%20flex%3B%20flex-direction%3A%20column%3B%20position%3A%20absolute%3B%20top%3A%200px%3B%20left%3A%20600px%3B%20height%3A%2028px%3B%20width%3A%20120px%7D%0A.css-pe7rdb-TreeTableStaticHeaderCell%20%7Bmargin-top%3A%200px%3B%20margin-right%3A%204px%3B%20margin-bottom%3A%200px%3B%20margin-left%3A%204px%7D%0A.css-3vd2qh-ResizableCell%20%7Bdisplay%3A%20flex%3B%20flex-direction%3A%20column%3B%20position%3A%20absolute%3B%20top%3A%200px%3B%20left%3A%20720px%3B%20height%3A%2028px%3B%20width%3A%20120px%7D%0A.css-13iplj1-ColumnResizeHint%20%7Bdisplay%3A%20none%3B%20float%3A%20right%3B%20height%3A%20287px%3B%20background-color%3A%20rgb(24%2C%20144%2C%20255)%3B%20opacity%3A%200.4%3B%20width%3A%202px%7D%0A.css-1idaac2-Table%20%7Bdisplay%3A%20flex%3B%20height%3A%20315px%7D%0A.css-g8i8fv-Table%20%7Bborder-collapse%3A%20collapse%3B%20height%3A%2028px%3B%20width%3A%20404.337px%7D%0A.css-i4kzcw%20%7Bheight%3A%2028px%3B%20width%3A%20404.337px%7D%0A.css-1wy44st%20%7Bcursor%3A%20cell%3B%20height%3A%2028px%3B%20overflow-x%3A%20hidden%3B%20overflow-y%3A%20hidden%3B%20position%3A%20relative%3B%20width%3A%20404.337px%3B%20border-right-width%3A%202px%3B%20border-right-style%3A%20solid%3B%20border-right-color%3A%20rgb(233%2C%20233%2C%20233)%7D%0A.css-65d6vg-ResizableCell%20%7Bdisplay%3A%20flex%3B%20flex-direction%3A%20column%3B%20position%3A%20absolute%3B%20top%3A%200px%3B%20left%3A%200px%3B%20height%3A%2028px%3B%20width%3A%20404.337px%7D%0A.css-gwhl71%20%7Bheight%3A%20287px%3B%20width%3A%20404.337px%3B%20overflow-x%3A%20hidden%3B%20overflow-y%3A%20auto%7D%0A.css-1brp3g2%20%7Bcursor%3A%20cell%3B%20height%3A%2056056px%3B%20overflow-x%3A%20hidden%3B%20overflow-y%3A%20hidden%3B%20position%3A%20relative%3B%20width%3A%20404.337px%3B%20border-top-width%3A%202px%3B%20border-top-style%3A%20solid%3B%20border-top-color%3A%20rgb(233%2C%20233%2C%20233)%3B%20border-right-width%3A%202px%3B%20border-right-style%3A%20solid%3B%20border-right-color%3A%20rgb(233%2C%20233%2C%20233)%7D%0A.css-1vq2q7-Table%20%7Bwidth%3A%20903.663px%3B%20border-collapse%3A%20collapse%7D%0A.css-1rh759g%20%7Bheight%3A%2028px%3B%20width%3A%20885.663px%3B%20overflow-x%3A%20auto%3B%20overflow-y%3A%20hidden%7D%0A.css-m59v0t%20%7Bcursor%3A%20cell%3B%20height%3A%2028px%3B%20overflow-x%3A%20hidden%3B%20overflow-y%3A%20hidden%3B%20position%3A%20relative%3B%20width%3A%20840px%7D%0A.css-1nivoxd%20%7Bheight%3A%20287px%3B%20width%3A%20903.663px%3B%20overflow-x%3A%20auto%3B%20overflow-y%3A%20auto%7D%0A.css-18p68hf%20%7Bcursor%3A%20cell%3B%20height%3A%2056056px%3B%20overflow-x%3A%20hidden%3B%20overflow-y%3A%20hidden%3B%20position%3A%20relative%3B%20width%3A%20840px%3B%20border-top-width%3A%202px%3B%20border-top-style%3A%20solid%3B%20border-top-color%3A%20rgb(233%2C%20233%2C%20233)%7D%0A*%20%7B-ms-overflow-style%3A%20none%3B%20scrollbar-width%3A%20none%7D%0A*%3A%3A-webkit-scrollbar%20%7Bdisplay%3A%20none%7D%0A.atoti-hidden-in-snapshot%20%7Bdisplay%3A%20none%7D%3C%2Fstyle%3E%3Cdiv%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F1999%2Fxhtml%22%20style%3D%22height%3A%20347px%3B%20width%3A%201310px%3B%22%3E%3Cdiv%20class%3D%22ant-root%20css-0%22%3E%3Cdiv%20class%3D%22ant-dropdown-trigger%20css-12ebr42-AWidget%22%3E%3Cdiv%20class%3D%22css-1e3kjgr-Spinner%22%3E%3Cdiv%20class%3D%22css-ck2xzt-Spinner%22%3E%3Cdiv%20class%3D%22ant-spin%20ant-spin-lg%20ant-spin-spinning%22%3E%3Cspan%20class%3D%22ant-spin-dot%20ant-spin-dot-spin%22%3E%3Ci%20class%3D%22ant-spin-dot-item%22%3E%3C%2Fi%3E%3Ci%20class%3D%22ant-spin-dot-item%22%3E%3C%2Fi%3E%3Ci%20class%3D%22ant-spin-dot-item%22%3E%3C%2Fi%3E%3Ci%20class%3D%22ant-spin-dot-item%22%3E%3C%2Fi%3E%3C%2Fspan%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-1hwl8p1-Table%22%3E%3Cdiv%20tabindex%3D%220%22%20class%3D%22css-14ejcn0-Table%22%3E%3Cdiv%20class%3D%22css-1rxpjm0-ColumnResizeHint%22%3E%3Cdiv%20class%3D%22css-walxhl-ColumnResizeHint%22%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-13iplj1-ColumnResizeHint%22%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-1idaac2-Table%22%3E%3Cdiv%20class%3D%22css-g8i8fv-Table%22%3E%3Cdiv%20class%3D%22%20css-i4kzcw%22%3E%3Cdiv%20class%3D%22css-1wy44st%22%3E%3Cdiv%20class%3D%22css-65d6vg-ResizableCell%22%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%200px%3B%20width%3A%20399.337px%3B%20font-weight%3A%20600%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%22%3E%3Cspan%3E%3Cspan%3Esubreddit%3C%2Fspan%3E%3Cspan%20class%3D%22css-pe7rdb-TreeTableStaticHeaderCell%22%3E%2F%3C%2Fspan%3E%3Cspan%3Etitle%3C%2Fspan%3E%3Cspan%20class%3D%22css-pe7rdb-TreeTableStaticHeaderCell%22%3E%2F%3C%2Fspan%3E%3Cspan%3Epost%3C%2Fspan%3E%3Cspan%20class%3D%22css-pe7rdb-TreeTableStaticHeaderCell%22%3E%2F%3C%2Fspan%3E%3Cspan%3Epinned%3C%2Fspan%3E%3Cspan%20class%3D%22css-pe7rdb-TreeTableStaticHeaderCell%22%3E%2F%3C%2Fspan%3E%3Cspan%3Ecreated%3C%2Fspan%3E%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-xxcrt1-ResizableCell%22%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-invisible-scrollbars%20css-gwhl71%22%3E%3Cdiv%20class%3D%22css-1brp3g2%22%3E%3Cdiv%20style%3D%22position%3A%20absolute%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20margin-left%3A%200px%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20visible%3B%20text-align%3A%20left%3B%20top%3A%200px%3B%20width%3A%20404.337px%3B%20background-color%3A%20transparent%3B%20border-right%3A%202px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3ETotal%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22position%3A%20absolute%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20margin-left%3A%2016px%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20visible%3B%20text-align%3A%20left%3B%20top%3A%2028px%3B%20width%3A%20404.337px%3B%20background-color%3A%20transparent%3B%20border-right%3A%202px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3Ewallstreetbets%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22position%3A%20absolute%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20margin-left%3A%2032px%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20visible%3B%20text-align%3A%20left%3B%20top%3A%2056px%3B%20width%3A%20404.337px%3B%20background-color%3A%20transparent%3B%20border-right%3A%202px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3E%241%20million%20YOLO%20on%20%24ASTS%20AST%20SpaceMobile%2C%20My%20Golden%20Ticket%20to%20Willy%20Wonka%E2%80%99s%20Chocolate%20Factory%F0%9F%9A%80%F0%9F%9B%B0%F0%9F%93%B2%F0%9F%8D%AB%F0%9F%8D%AD%F0%9F%8D%AC%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22position%3A%20absolute%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20margin-left%3A%2048px%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20visible%3B%20text-align%3A%20left%3B%20top%3A%2084px%3B%20width%3A%20404.337px%3B%20background-color%3A%20transparent%3B%20border-right%3A%202px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3EN%2FA%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22position%3A%20absolute%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20margin-left%3A%2064px%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20visible%3B%20text-align%3A%20left%3B%20top%3A%20112px%3B%20width%3A%20404.337px%3B%20background-color%3A%20transparent%3B%20border-right%3A%202px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3Efalse%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22position%3A%20absolute%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20margin-left%3A%2080px%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20visible%3B%20text-align%3A%20left%3B%20top%3A%20140px%3B%20width%3A%20404.337px%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%202px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3E2021-08-30T13%3A59%3A28%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22position%3A%20absolute%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20margin-left%3A%2032px%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20visible%3B%20text-align%3A%20left%3B%20top%3A%20168px%3B%20width%3A%20404.337px%3B%20background-color%3A%20transparent%3B%20border-right%3A%202px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3E%2410K%20to%20%24110K%20to%20%241K%20in%2035%20days%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22position%3A%20absolute%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20margin-left%3A%2048px%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20visible%3B%20text-align%3A%20left%3B%20top%3A%20196px%3B%20width%3A%20404.337px%3B%20background-color%3A%20transparent%3B%20border-right%3A%202px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3EN%2FA%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22position%3A%20absolute%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20margin-left%3A%2064px%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20visible%3B%20text-align%3A%20left%3B%20top%3A%20224px%3B%20width%3A%20404.337px%3B%20background-color%3A%20transparent%3B%20border-right%3A%202px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3Efalse%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22position%3A%20absolute%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20margin-left%3A%2080px%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20visible%3B%20text-align%3A%20left%3B%20top%3A%20252px%3B%20width%3A%20404.337px%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%202px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3E2021-08-27T20%3A02%3A24%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22position%3A%20absolute%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20margin-left%3A%2032px%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20visible%3B%20text-align%3A%20left%3B%20top%3A%20280px%3B%20width%3A%20404.337px%3B%20background-color%3A%20transparent%3B%20border-right%3A%202px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3E%2412500%20to%20%2445k%20on%20SPY%20calls%20Definitely%20not%20a%20bad%20day.%20Position%3A%20100%208%2F23%20%24443%20C%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22position%3A%20absolute%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20margin-left%3A%2048px%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20visible%3B%20text-align%3A%20left%3B%20top%3A%20308px%3B%20width%3A%20404.337px%3B%20background-color%3A%20transparent%3B%20border-right%3A%202px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3EN%2FA%3C%2Fspan%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-1vq2q7-Table%22%3E%3Cdiv%20class%3D%22aui-invisible-scrollbars%20css-1rh759g%22%3E%3Cdiv%20class%3D%22css-m59v0t%22%3E%3Cdiv%20class%3D%22css-1hol363-ResizableCell%22%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%200px%3B%20width%3A%20115px%3B%20font-weight%3A%20600%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3EChars%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-xxcrt1-ResizableCell%22%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-fpuq48-ResizableCell%22%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%200px%3B%20width%3A%20115px%3B%20font-weight%3A%20600%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3EComments%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-xxcrt1-ResizableCell%22%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-3geaec-ResizableCell%22%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%200px%3B%20width%3A%20115px%3B%20font-weight%3A%20600%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3EScore%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-xxcrt1-ResizableCell%22%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-9kbkmr-ResizableCell%22%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%200px%3B%20width%3A%20115px%3B%20font-weight%3A%20600%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3ETotal%20awards%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-xxcrt1-ResizableCell%22%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-76qu0m-ResizableCell%22%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%200px%3B%20width%3A%20115px%3B%20font-weight%3A%20600%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3EUnique%20density%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-xxcrt1-ResizableCell%22%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-1h9kznl-ResizableCell%22%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%200px%3B%20width%3A%20115px%3B%20font-weight%3A%20600%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3EUnique%20words%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-xxcrt1-ResizableCell%22%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-3vd2qh-ResizableCell%22%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%200px%3B%20width%3A%20115px%3B%20font-weight%3A%20600%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3EWord%20density%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-xxcrt1-ResizableCell%22%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22%20css-1nivoxd%22%3E%3Cdiv%20class%3D%22css-18p68hf%22%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%200px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E23%2C433%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%200px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E233%2C008%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%200px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E425%2C490%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20360px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%200px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E4%2C504%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20480px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%200px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E491.93%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20600px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%200px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E4%2C985%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20720px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%200px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E110.00%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%2028px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E23%2C433%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%2028px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E233%2C008%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%2028px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E425%2C490%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20360px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%2028px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E4%2C504%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20480px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%2028px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E491.93%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20600px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%2028px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E4%2C985%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20720px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%2028px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E110.00%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%2056px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E85%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%2056px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E288%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%2056px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E1%2C060%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20360px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%2056px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E36%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20480px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%2056px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E1.00%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20600px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%2056px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E15%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20720px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%2056px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E.17%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%2084px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E85%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%2084px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E288%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%2084px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E1%2C060%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20360px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%2084px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E36%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20480px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%2084px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E1.00%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20600px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%2084px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E15%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20720px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%2084px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E.17%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20112px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E85%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20112px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E288%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20112px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E1%2C060%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20360px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20112px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E36%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20480px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20112px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E1.00%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20600px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20112px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E15%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20720px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20112px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E.17%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20140px%3B%20width%3A%20120px%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E85%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20140px%3B%20width%3A%20120px%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E288%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20140px%3B%20width%3A%20120px%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E1%2C060%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20360px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20140px%3B%20width%3A%20120px%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E36%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20480px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20140px%3B%20width%3A%20120px%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E1.00%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20600px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20140px%3B%20width%3A%20120px%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E15%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20720px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20140px%3B%20width%3A%20120px%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E.17%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20168px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E24%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20168px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E1%2C433%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20168px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E22%2C855%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20360px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20168px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E176%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20480px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20168px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E.88%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20600px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20168px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E7%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20720px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20168px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E.32%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20196px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E24%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20196px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E1%2C433%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20196px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E22%2C855%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20360px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20196px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E176%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20480px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20196px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E.88%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20600px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20196px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E7%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20720px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20196px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E.32%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20224px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E24%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20224px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E1%2C433%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20224px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E22%2C855%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20360px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20224px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E176%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20480px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20224px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E.88%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20600px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20224px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E7%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20720px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20224px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E.32%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20252px%3B%20width%3A%20120px%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E24%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20252px%3B%20width%3A%20120px%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E1%2C433%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20252px%3B%20width%3A%20120px%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E22%2C855%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20360px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20252px%3B%20width%3A%20120px%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E176%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20480px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20252px%3B%20width%3A%20120px%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E.88%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20600px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20252px%3B%20width%3A%20120px%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E7%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20720px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20252px%3B%20width%3A%20120px%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E.32%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20280px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E64%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20280px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E149%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20280px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E527%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20360px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20280px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E4%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20480px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20280px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E1.00%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20600px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20280px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E16%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20720px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20280px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E.25%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20308px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E64%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20308px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E149%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20308px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E527%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20360px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20308px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E4%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20480px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20308px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E1.00%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20600px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20308px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E16%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20720px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20308px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E.25%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-1uww2vi-Table%22%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2FforeignObject%3E%3C%2Fsvg%3E\">"
      ],
      "text/plain": [
       "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "session.visualize()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I can easily adjust the height of the table or the width of the columns. With the atoti Editor, I can easily:\n",
    "- add or remove the levels and measures\n",
    "- filter the data\n",
    "- sort the measures\n",
    "- format the columns\n",
    "\n",
    "Refer to the GIF below to see how these could be done.\n",
    "\n",
    "##### Creating table\n",
    "<img src=\"https://data.atoti.io/notebooks/reddit/creating_table.gif\" alt=\"atoti table\" width=\"1080\"/>\n",
    "\n",
    "##### Toggling between different types of table display\n",
    "<img src=\"https://data.atoti.io/notebooks/reddit/pivot_table_toggle.gif\" alt=\"atoti table\" width=\"1080\"/>\n",
    "\n",
    "##### Table adjustment\n",
    "<img src=\"https://data.atoti.io/notebooks/reddit/table_adjustments.gif\" alt=\"atoti table adjustment\" width=\"1080\"/>\n",
    "\n",
    "##### Cell formatting and misc (Only available in atoti v0.4.x and not in the latest version)\n",
    "<img src=\"https://data.atoti.io/notebooks/reddit/table_formatting.gif\" alt=\"atoti cell formatting\" width=\"1080\"/>\n",
    "\n",
    "\n",
    "I can toggle the table from a tabular table to pivot table. Pivot table allows me to drill down on any hierarchies. The measures are computed on the fly as the level changes. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "atoti": {
     "height": 288,
     "widget": {
      "mapping": {
       "columns": [
        "ALL_MEASURES"
       ],
       "measures": [
        "[Measures].[Total awards]",
        "[Measures].[Comments]",
        "[Measures].[contributors.COUNT]"
       ],
       "rows": [
        "[Reddit_Posts].[subreddit].[subreddit]",
        "[Reddit_Posts].[created date].[created date]",
        "[Entities].[category].[category]"
       ]
      },
      "query": {
       "mdx": "SELECT NON EMPTY {[Measures].[Total awards], [Measures].[Comments], [Measures].[contributors.COUNT]} ON COLUMNS, NON EMPTY Crossjoin(Hierarchize(Descendants({[Reddit_Posts].[subreddit].[AllMember]}, 1, SELF_AND_BEFORE)), Hierarchize(Descendants({[Reddit_Posts].[created date].[AllMember]}, 1, SELF_AND_BEFORE)), Hierarchize(Descendants({[Entities].[category].[AllMember]}, 1, SELF_AND_BEFORE))) ON ROWS FROM [Reddit]",
       "updateMode": "once"
      },
      "serverKey": "default",
      "widgetKey": "pivot-table"
     }
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.atoti.widget.v0+json": {
       "name": null,
       "sessionId": "2789178a-16b5-4428-915b-d4b9ca1a9bfd",
       "sessionLocation": {
        "https": false,
        "port": 56286
       },
       "widgetCreationCode": "session.visualize()"
      },
      "text/html": [
       "<img src=\"data:image/svg+xml;charset=utf8,%3C%3Fxml%20version%3D%221.0%22%20standalone%3D%22no%22%3F%3E%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20height%3D%22280%22%20width%3D%221310%22%3E%3CforeignObject%20width%3D%22100%25%22%20height%3D%22100%25%22%20x%3D%220%22%20y%3D%220%22%3E%3Cstyle%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F1999%2Fxhtml%22%20type%3D%22text%2Fcss%22%3E*%2C%20%3A%3Abefore%2C%20%3A%3Aafter%20%7Bbox-sizing%3A%20unset%7D%0A.ant-root%20%5Bclass%5E%3D%22ant-%22%5D%2C%20.ant-root%20%5Bclass*%3D%22ant-%22%5D%2C%20.ant-root%20%5Bclass%5E%3D%22ant-%22%5D%20*%2C%20.ant-root%20%5Bclass*%3D%22ant-%22%5D%20*%2C%20.ant-root%20%5Bclass%5E%3D%22ant-%22%5D%20%3A%3Abefore%2C%20.ant-root%20%5Bclass*%3D%22ant-%22%5D%20%3A%3Abefore%2C%20.ant-root%20%5Bclass%5E%3D%22ant-%22%5D%20%3A%3Aafter%2C%20.ant-root%20%5Bclass*%3D%22ant-%22%5D%20%3A%3Aafter%20%7Bbox-sizing%3A%20border-box%7D%0A.ant-root%20html%2C%20.ant-root%20%7Bwidth%3A%20100%25%3B%20height%3A%20100%25%7D%0A.ant-root%20*%2C%20.ant-root%20%3A%3Abefore%2C%20.ant-root%20%3A%3Aafter%20%7Bbox-sizing%3A%20border-box%7D%0A.ant-root%20%7Bmargin-top%3A%200px%3B%20margin-right%3A%200px%3B%20margin-bottom%3A%200px%3B%20margin-left%3A%200px%3B%20color%3A%20rgb(89%2C%2089%2C%2089)%3B%20font-size%3A%2012px%3B%20font-family%3A%20-apple-system%2C%20BlinkMacSystemFont%2C%20%22Segoe%20UI%22%2C%20Roboto%2C%20%22Helvetica%20Neue%22%2C%20Arial%2C%20%22Noto%20Sans%22%2C%20sans-serif%2C%20%22Apple%20Color%20Emoji%22%2C%20%22Segoe%20UI%20Emoji%22%2C%20%22Segoe%20UI%20Symbol%22%2C%20%22Noto%20Color%20Emoji%22%3B%20font-variant-ligatures%3A%20normal%3B%20font-variant-numeric%3A%20tabular-nums%3B%20font-variant-east-asian%3A%20normal%3B%20font-variant-caps%3A%20normal%3B%20line-height%3A%201.66667%3B%20background-color%3A%20rgb(255%2C%20255%2C%20255)%3B%20--antd-wave-shadow-color%3A%20%20%231890FF%3B%20--scroll-bar%3A%20%200%7D%0A.ant-root%20.ant-spin%20%7Bbox-sizing%3A%20border-box%3B%20margin-top%3A%200px%3B%20margin-right%3A%200px%3B%20margin-bottom%3A%200px%3B%20margin-left%3A%200px%3B%20padding-top%3A%200px%3B%20padding-right%3A%200px%3B%20padding-bottom%3A%200px%3B%20padding-left%3A%200px%3B%20font-size%3A%2012px%3B%20font-variant-ligatures%3A%20normal%3B%20font-variant-numeric%3A%20tabular-nums%3B%20font-variant-east-asian%3A%20normal%3B%20font-variant-caps%3A%20normal%3B%20line-height%3A%201.66667%3B%20list-style-position%3A%20initial%3B%20list-style-image%3A%20initial%3B%20list-style-type%3A%20none%3B%20position%3A%20absolute%3B%20display%3A%20none%3B%20color%3A%20rgb(24%2C%20144%2C%20255)%3B%20text-align%3A%20center%3B%20vertical-align%3A%20middle%3B%20opacity%3A%200%3B%20transition-duration%3A%200.3s%3B%20transition-timing-function%3A%20cubic-bezier(0.78%2C%200.14%2C%200.15%2C%200.86)%3B%20transition-delay%3A%200s%3B%20transition-property%3A%20transform%7D%0A.ant-root%20.ant-spin-spinning%20%7Bposition%3A%20static%3B%20display%3A%20inline-block%3B%20opacity%3A%201%7D%0A.ant-root%20.ant-spin-dot%20%7Bposition%3A%20relative%3B%20display%3A%20inline-block%3B%20font-size%3A%2020px%3B%20width%3A%201em%3B%20height%3A%201em%7D%0A.ant-root%20.ant-spin-dot-item%20%7Bposition%3A%20absolute%3B%20display%3A%20block%3B%20width%3A%209px%3B%20height%3A%209px%3B%20background-color%3A%20rgb(24%2C%20144%2C%20255)%3B%20border-top-left-radius%3A%20100%25%3B%20border-top-right-radius%3A%20100%25%3B%20border-bottom-right-radius%3A%20100%25%3B%20border-bottom-left-radius%3A%20100%25%3B%20transform%3A%20scale(0.75)%3B%20transform-origin%3A%2050%25%2050%25%3B%20opacity%3A%200.3%3B%20animation-duration%3A%201s%3B%20animation-timing-function%3A%20linear%3B%20animation-delay%3A%200s%3B%20animation-iteration-count%3A%20infinite%3B%20animation-direction%3A%20alternate%3B%20animation-fill-mode%3A%20none%3B%20animation-play-state%3A%20running%3B%20animation-name%3A%20antSpinMove%7D%0A.ant-root%20.ant-spin-dot-item%3Anth-child(1)%20%7Btop%3A%200px%3B%20left%3A%200px%7D%0A.ant-root%20.ant-spin-dot-item%3Anth-child(2)%20%7Btop%3A%200px%3B%20right%3A%200px%3B%20animation-delay%3A%200.4s%7D%0A.ant-root%20.ant-spin-dot-item%3Anth-child(3)%20%7Bright%3A%200px%3B%20bottom%3A%200px%3B%20animation-delay%3A%200.8s%7D%0A.ant-root%20.ant-spin-dot-item%3Anth-child(4)%20%7Bbottom%3A%200px%3B%20left%3A%200px%3B%20animation-delay%3A%201.2s%7D%0A.ant-root%20.ant-spin-dot-spin%20%7Btransform%3A%20rotate(45deg)%3B%20animation-duration%3A%201.2s%3B%20animation-timing-function%3A%20linear%3B%20animation-delay%3A%200s%3B%20animation-iteration-count%3A%20infinite%3B%20animation-direction%3A%20normal%3B%20animation-fill-mode%3A%20none%3B%20animation-play-state%3A%20running%3B%20animation-name%3A%20antRotate%7D%0A.ant-root%20.ant-spin-lg%20.ant-spin-dot%20%7Bfont-size%3A%2032px%7D%0A.ant-root%20.ant-spin-lg%20.ant-spin-dot%20i%20%7Bwidth%3A%2014px%3B%20height%3A%2014px%7D%0A.css-12ebr42-AWidget%20%7Bheight%3A%20100%25%7D%0A.css-1e3kjgr-Spinner%20%7Bheight%3A%20100%25%3B%20position%3A%20relative%7D%0A.css-ck2xzt-Spinner%20%7B-webkit-box-align%3A%20center%3B%20align-items%3A%20center%3B%20background-image%3A%20initial%3B%20background-position-x%3A%20initial%3B%20background-position-y%3A%20initial%3B%20background-size%3A%20initial%3B%20background-repeat-x%3A%20initial%3B%20background-repeat-y%3A%20initial%3B%20background-attachment%3A%20initial%3B%20background-origin%3A%20initial%3B%20background-clip%3A%20initial%3B%20background-color%3A%20transparent%3B%20display%3A%20flex%3B%20height%3A%20100%25%3B%20-webkit-box-pack%3A%20center%3B%20justify-content%3A%20center%3B%20position%3A%20absolute%3B%20transition-duration%3A%20300ms%3B%20transition-timing-function%3A%20ease%3B%20transition-delay%3A%200s%3B%20transition-property%3A%20opacity%3B%20width%3A%20100%25%3B%20opacity%3A%200%3B%20pointer-events%3A%20none%3B%20z-index%3A%202%7D%0A.css-1hwl8p1-Table%20%7Bpadding-bottom%3A%202px%3B%20padding-right%3A%202px%3B%20height%3A%20100%25%7D%0A.css-14ejcn0-Table%20%7Bheight%3A%20calc(100%25%20-%2030px)%3B%20outline-color%3A%20initial%3B%20outline-style%3A%20none%3B%20outline-width%3A%20initial%3B%20position%3A%20relative%7D%0A.css-1rxpjm0-ColumnResizeHint%20%7Bdisplay%3A%20none%3B%20position%3A%20absolute%3B%20z-index%3A%201%7D%0A.css-walxhl-ColumnResizeHint%20%7Bheight%3A%2028px%3B%20background-color%3A%20rgb(24%2C%20144%2C%20255)%3B%20width%3A%205px%7D%0A.css-1uww2vi-Table%20%7Bheight%3A%2030px%3B%20text-align%3A%20right%3B%20padding-right%3A%2025px%7D%0A.css-1hol363-ResizableCell%20%7Bdisplay%3A%20flex%3B%20flex-direction%3A%20column%3B%20position%3A%20absolute%3B%20top%3A%200px%3B%20left%3A%200px%3B%20height%3A%2028px%3B%20width%3A%20120px%7D%0A.css-xxcrt1-ResizableCell%20%7Bbackground-image%3A%20initial%3B%20background-position-x%3A%20initial%3B%20background-position-y%3A%20initial%3B%20background-size%3A%20initial%3B%20background-repeat-x%3A%20initial%3B%20background-repeat-y%3A%20initial%3B%20background-attachment%3A%20initial%3B%20background-origin%3A%20initial%3B%20background-clip%3A%20initial%3B%20background-color%3A%20transparent%3B%20cursor%3A%20col-resize%3B%20height%3A%20100%25%3B%20position%3A%20absolute%3B%20right%3A%200px%3B%20width%3A%205px%3B%20z-index%3A%201%7D%0A.css-fpuq48-ResizableCell%20%7Bdisplay%3A%20flex%3B%20flex-direction%3A%20column%3B%20position%3A%20absolute%3B%20top%3A%200px%3B%20left%3A%20120px%3B%20height%3A%2028px%3B%20width%3A%20120px%7D%0A.css-3geaec-ResizableCell%20%7Bdisplay%3A%20flex%3B%20flex-direction%3A%20column%3B%20position%3A%20absolute%3B%20top%3A%200px%3B%20left%3A%20240px%3B%20height%3A%2028px%3B%20width%3A%20120px%7D%0A.css-17w6qeo-Table%20%7Bborder-collapse%3A%20collapse%3B%20height%3A%2028px%3B%20width%3A%20360px%7D%0A.css-1mo0147%20%7Bheight%3A%2028px%3B%20width%3A%20360px%7D%0A.css-jp6lk1%20%7Bcursor%3A%20cell%3B%20height%3A%2028px%3B%20overflow-x%3A%20hidden%3B%20overflow-y%3A%20hidden%3B%20position%3A%20relative%3B%20width%3A%20360px%3B%20border-right-width%3A%202px%3B%20border-right-style%3A%20solid%3B%20border-right-color%3A%20rgb(233%2C%20233%2C%20233)%7D%0A.css-269iub-Table%20%7Bwidth%3A%20948px%3B%20border-collapse%3A%20collapse%7D%0A.css-cvjuvp%20%7Bheight%3A%2028px%3B%20width%3A%20930px%3B%20overflow-x%3A%20auto%3B%20overflow-y%3A%20hidden%7D%0A.css-1jtaj6k%20%7Bcursor%3A%20cell%3B%20height%3A%2028px%3B%20overflow-x%3A%20hidden%3B%20overflow-y%3A%20hidden%3B%20position%3A%20relative%3B%20width%3A%20360px%7D%0A.css-eutwik-ColumnResizeHint%20%7Bdisplay%3A%20none%3B%20float%3A%20right%3B%20height%3A%20220px%3B%20background-color%3A%20rgb(24%2C%20144%2C%20255)%3B%20opacity%3A%200.4%3B%20width%3A%202px%7D%0A.css-yo3dni-Table%20%7Bdisplay%3A%20flex%3B%20height%3A%20248px%7D%0A.css-1p0g0c2%20%7Bheight%3A%20220px%3B%20width%3A%20360px%3B%20overflow-x%3A%20hidden%3B%20overflow-y%3A%20auto%7D%0A.css-p03gx9%20%7Bcursor%3A%20cell%3B%20height%3A%201792px%3B%20overflow-x%3A%20hidden%3B%20overflow-y%3A%20hidden%3B%20position%3A%20relative%3B%20width%3A%20360px%3B%20border-top-width%3A%202px%3B%20border-top-style%3A%20solid%3B%20border-top-color%3A%20rgb(233%2C%20233%2C%20233)%3B%20border-right-width%3A%202px%3B%20border-right-style%3A%20solid%3B%20border-right-color%3A%20rgb(233%2C%20233%2C%20233)%7D%0A.css-1xvghyk%20%7Bheight%3A%20220px%3B%20width%3A%20948px%3B%20overflow-x%3A%20auto%3B%20overflow-y%3A%20auto%7D%0A.css-1eogktx%20%7Bcursor%3A%20cell%3B%20height%3A%201792px%3B%20overflow-x%3A%20hidden%3B%20overflow-y%3A%20hidden%3B%20position%3A%20relative%3B%20width%3A%20360px%3B%20border-top-width%3A%202px%3B%20border-top-style%3A%20solid%3B%20border-top-color%3A%20rgb(233%2C%20233%2C%20233)%7D%0A*%20%7B-ms-overflow-style%3A%20none%3B%20scrollbar-width%3A%20none%7D%0A*%3A%3A-webkit-scrollbar%20%7Bdisplay%3A%20none%7D%0A.atoti-hidden-in-snapshot%20%7Bdisplay%3A%20none%7D%3C%2Fstyle%3E%3Cdiv%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F1999%2Fxhtml%22%20style%3D%22height%3A%20280px%3B%20width%3A%201310px%3B%22%3E%3Cdiv%20class%3D%22ant-root%20css-0%22%3E%3Cdiv%20class%3D%22ant-dropdown-trigger%20css-12ebr42-AWidget%22%3E%3Cdiv%20class%3D%22css-1e3kjgr-Spinner%22%3E%3Cdiv%20class%3D%22css-ck2xzt-Spinner%22%3E%3Cdiv%20class%3D%22ant-spin%20ant-spin-lg%20ant-spin-spinning%22%3E%3Cspan%20class%3D%22ant-spin-dot%20ant-spin-dot-spin%22%3E%3Ci%20class%3D%22ant-spin-dot-item%22%3E%3C%2Fi%3E%3Ci%20class%3D%22ant-spin-dot-item%22%3E%3C%2Fi%3E%3Ci%20class%3D%22ant-spin-dot-item%22%3E%3C%2Fi%3E%3Ci%20class%3D%22ant-spin-dot-item%22%3E%3C%2Fi%3E%3C%2Fspan%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-1hwl8p1-Table%22%3E%3Cdiv%20tabindex%3D%220%22%20class%3D%22css-14ejcn0-Table%22%3E%3Cdiv%20class%3D%22css-1rxpjm0-ColumnResizeHint%22%3E%3Cdiv%20class%3D%22css-walxhl-ColumnResizeHint%22%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-eutwik-ColumnResizeHint%22%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-yo3dni-Table%22%3E%3Cdiv%20class%3D%22css-17w6qeo-Table%22%3E%3Cdiv%20class%3D%22%20css-1mo0147%22%3E%3Cdiv%20class%3D%22css-jp6lk1%22%3E%3Cdiv%20class%3D%22css-1hol363-ResizableCell%22%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%200px%3B%20width%3A%20115px%3B%20font-weight%3A%20600%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%22%3E%3Cspan%3Esubreddit%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-xxcrt1-ResizableCell%22%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-fpuq48-ResizableCell%22%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%200px%3B%20width%3A%20115px%3B%20font-weight%3A%20600%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%22%3E%3Cspan%3Ecreated%20date%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-xxcrt1-ResizableCell%22%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-3geaec-ResizableCell%22%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%200px%3B%20width%3A%20115px%3B%20font-weight%3A%20600%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%22%3E%3Cspan%3Ecategory%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-xxcrt1-ResizableCell%22%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-invisible-scrollbars%20css-1p0g0c2%22%3E%3Cdiv%20class%3D%22css-p03gx9%22%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%200px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20font-weight%3A%20600%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3ETotal%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%200px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20font-weight%3A%20600%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3E%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%200px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%202px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3E%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%2028px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20font-weight%3A%20600%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3Ewallstreetbets%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%2028px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20font-weight%3A%20600%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3E%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%2028px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%202px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3E%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20none%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%2056px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20font-weight%3A%20600%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3Ewallstreetbets%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%2056px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20font-weight%3A%20600%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3E2021-08-21%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%2056px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%202px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3E%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20none%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%2084px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20font-weight%3A%20600%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3Ewallstreetbets%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20none%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%2084px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20font-weight%3A%20600%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3E2021-08-21%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%2084px%3B%20width%3A%20120px%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%202px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3EGeographical%20Location%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20none%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%20112px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20font-weight%3A%20600%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3Ewallstreetbets%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20none%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%20112px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20font-weight%3A%20600%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3E2021-08-21%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%20112px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%202px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3EN%2FA%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20none%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%20140px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20font-weight%3A%20600%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3Ewallstreetbets%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20none%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%20140px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20font-weight%3A%20600%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3E2021-08-21%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%20140px%3B%20width%3A%20120px%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%202px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3EOrganization%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20none%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%20168px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20font-weight%3A%20600%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3Ewallstreetbets%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20none%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%20168px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20font-weight%3A%20600%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3E2021-08-21%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%20168px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%202px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3EPerson%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20none%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%20196px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20font-weight%3A%20600%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3Ewallstreetbets%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20none%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%20196px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20font-weight%3A%20600%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3E2021-08-21%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%20196px%3B%20width%3A%20120px%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%202px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3EProduct%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20none%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%20224px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20font-weight%3A%20600%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3Ewallstreetbets%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%20224px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20font-weight%3A%20600%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3E2021-08-22%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%20224px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%202px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3E%3C%2Fspan%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-269iub-Table%22%3E%3Cdiv%20class%3D%22aui-invisible-scrollbars%20css-cvjuvp%22%3E%3Cdiv%20class%3D%22css-1jtaj6k%22%3E%3Cdiv%20class%3D%22css-1hol363-ResizableCell%22%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%200px%3B%20width%3A%20115px%3B%20font-weight%3A%20600%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3ETotal%20awards%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-xxcrt1-ResizableCell%22%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-fpuq48-ResizableCell%22%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%200px%3B%20width%3A%20115px%3B%20font-weight%3A%20600%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3EComments%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-xxcrt1-ResizableCell%22%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-3geaec-ResizableCell%22%3E%3Cdiv%20style%3D%22overflow%3A%20hidden%3B%20display%3A%20flex%3B%20align-items%3A%20center%3B%20font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20position%3A%20absolute%3B%20text-align%3A%20left%3B%20top%3A%200px%3B%20width%3A%20115px%3B%20font-weight%3A%20600%3B%22%3E%3Cspan%20style%3D%22text-overflow%3A%20ellipsis%3B%20overflow%3A%20hidden%3B%20white-space%3A%20nowrap%3B%20max-width%3A%20calc((100%25%20-%200px)%20-%200px)%3B%22%3Econtributors.COUNT%3C%2Fspan%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-xxcrt1-ResizableCell%22%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22%20css-1xvghyk%22%3E%3Cdiv%20class%3D%22css-1eogktx%22%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%200px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E4%2C504%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%200px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E233%2C008%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%200px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E500%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%2028px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E4%2C504%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%2028px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E233%2C008%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%2028px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E500%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%2056px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E682%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%2056px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E6%2C154%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%2056px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E19%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%2084px%3B%20width%3A%20120px%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E0%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%2084px%3B%20width%3A%20120px%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E41%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%2084px%3B%20width%3A%20120px%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E1%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20112px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E679%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20112px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E5%2C613%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20112px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E15%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20140px%3B%20width%3A%20120px%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E2%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20140px%3B%20width%3A%20120px%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E396%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20140px%3B%20width%3A%20120px%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E2%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20168px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E0%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20168px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E52%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20168px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E1%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20196px%3B%20width%3A%20120px%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E1%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20196px%3B%20width%3A%20120px%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E93%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20196px%3B%20width%3A%20120px%3B%20background-color%3A%20rgb(250%2C%20250%2C%20250)%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E1%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20224px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E274%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20224px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E20%2C398%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20224px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E33%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-1uww2vi-Table%22%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2FforeignObject%3E%3C%2Fsvg%3E\">"
      ],
      "text/plain": [
       "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "session.visualize()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Real-time dashboarding with atoti\n",
    "\n",
    "At the moment, I have only loaded data from the subreddit _wallstreetbets_. In the next few cell, I have created functions that allow me to poll the latest 200 postings from some other subreddit groups:\n",
    "- news\n",
    "- worldnews\n",
    "- politics\n",
    "- technology\n",
    "- wallstreetbets\n",
    "\n",
    "Let's switch over to a dashboard that I have prepared in advance by accessing the url from the next cell. After loading the dashboard, trigger the rest of the cells to start the data polling. You can then go back to the dashboard to see it getting refreshed each time new data is downloaded."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.atoti.link.v0+json": {
       "path": "#/dashboard/c7c",
       "sessionLocation": {
        "https": false,
        "port": 56286
       }
      },
      "text/plain": [
       "Open the notebook in JupyterLab with the atoti extension enabled to see this link."
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "session.link(path=\"/#/dashboard/c7c\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I used [`store.load_pandas`](https://docs.atoti.io/0.4.2/lib/atoti.html?highlight=load_pandas#atoti.store.Store.load_pandas) to load the Pandas dataframe incrementally into the `Reddit Posts` store. For the `Entities` store, the csv file is on `watch` mode, hence any update will trigger data to be uploaded into the datastore. Based on the stores' keys, existing data will be updated and new data will be inserted."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_new_subreddit(subreddit):\n",
    "    posts_news = get_latest_posts(subreddit, 200)\n",
    "    df_news = get_nlp_features(posts_news)\n",
    "    cast_df_types(df_news)\n",
    "    reddit_table.load_pandas(df_news)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For demo purpose, I have only set the polling to iterate 10 times with intervals of 30s."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "import queue\n",
    "import threading\n",
    "\n",
    "should_publish = threading.Event()\n",
    "update_queue = queue.Queue()\n",
    "\n",
    "\n",
    "def start_publisher():\n",
    "    # Do 10 iterations with 30s interval\n",
    "    starttime = time.time()\n",
    "    print(\"Start polling\", starttime)\n",
    "    poll_iteration = 1\n",
    "\n",
    "    while poll_iteration <= 10:\n",
    "        print(\"\\rpublishing update \", end=\"\")\n",
    "        update_queue.put((poll_iteration))\n",
    "        poll_iteration += 1\n",
    "        time.sleep(30)\n",
    "        print(\"\\rawaiting for publishing update\", end=\"\")\n",
    "        should_publish.wait()\n",
    "        update_queue.join()\n",
    "\n",
    "\n",
    "def start_update_listener():\n",
    "    while True:\n",
    "        poll_iteration = update_queue.get()\n",
    "        print(poll_iteration, \">>> Start polling from subreddit... \")\n",
    "        # poll from subreddit\n",
    "        load_new_subreddit(\"news\")\n",
    "        print(poll_iteration, \"........ Loaded news \")\n",
    "\n",
    "        load_new_subreddit(\"worldnews\")\n",
    "        print(poll_iteration, \"........ Loaded worldnews \")\n",
    "\n",
    "        load_new_subreddit(\"politics\")\n",
    "        print(poll_iteration, \"........ Loaded politics \")\n",
    "\n",
    "        load_new_subreddit(\"technology\")\n",
    "        print(poll_iteration, \"........ Loaded technology \")\n",
    "\n",
    "        load_new_subreddit(\"wallstreetbets\")\n",
    "        print(poll_iteration, \"........ Loaded wallstreetbets \")\n",
    "        entity_file.flush()\n",
    "        print(poll_iteration, \">>> End polling from subreddit... \")\n",
    "        update_queue.task_done()\n",
    "\n",
    "\n",
    "listener_thread = threading.Thread(target=start_update_listener, daemon=True)\n",
    "publisher_thread = threading.Thread(target=start_publisher, daemon=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Start polling 1630398583.7797418\n",
      "publishing update 1 >>> Start polling from subreddit... \n"
     ]
    }
   ],
   "source": [
    "publisher_thread.start()\n",
    "listener_thread.start()\n",
    "# start publishing\n",
    "should_publish.set()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you would like to stop the data polling before the 10 iterations end, run the below cell."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 ........ Loaded news \n",
      "1 ........ Loaded worldnews \n",
      "Modified file .\\entities.csv\n",
      "1 ........ Loaded politics \n",
      "Modified file .\\entities.csv\n",
      "awaiting for publishing update1 ........ Loaded technology \n",
      "1 ........ Loaded wallstreetbets \n",
      "1 >>> End polling from subreddit... \n",
      "Modified file .\\entities.csv\n"
     ]
    }
   ],
   "source": [
    "# pause publishing\n",
    "should_publish.clear()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Dashboard Page - Post Frequency \n",
    "\n",
    "This is how the real-time dashboard will look like when the scheduler is running:\n",
    "\n",
    "<img src=\"https://data.atoti.io/notebooks/reddit/real-time_dashboarding.gif\" alt=\"atoti table\" width=\"1080\"/>\n",
    "\n",
    "Using the Subreddit's submission id as a unique key, atoti is able to update an existing posting and insert new ones.  \n",
    "You can see the frequency of posting and trend from each Subreddit.  \n",
    "From the tree map, you can also see which author's posting generates the most comments."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Dashboard Page - NLP Stats\n",
    "\n",
    "Go to second tab of the dashboard to play with the NLP Statistics using quick filters:\n",
    "\n",
    "<img src=\"https://data.atoti.io/notebooks/reddit/NLP_Stats.gif\" alt=\"atoti table\" width=\"1080\"/>\n",
    "\n",
    "__Note that feature values widget has been updated since atoti v0.5.0 and would look and behave differently.__  \n",
    "If there are too many values to choose, you can also use the \"Label contains...\" filter option to do a _partial label_ search. Try selecting Trump and Biden to see the number of postings related to them."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Dashboard Page - Author Analysis\n",
    "\n",
    "Go to third tab of the dashboard for interactive analysis of authors:\n",
    "\n",
    "<img src=\"https://data.atoti.io/notebooks/reddit/author_analysis.gif\" alt=\"atoti table\" width=\"1080\"/>\n",
    "\n",
    "Perform a drillthrough to see the underlying data behind the selected cell."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Have fun exploring the dashboard! Do play around with some of the ootb widgets such as \"Quick Page Filter\" that allow you to easily filter the page from the dashboard."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div style=\"text-align:center\"><a href=\"https://docs.atoti.io/?utm_source=gallery&utm_content=reddit\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://data.atoti.io/notebooks/banners/discover-try.png\" alt=\"atoti table\" /></a></div>"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}