Project_3_part_one.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "toc": true
   },
   "source": [
    "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n",
    "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Executive-Summary\" data-toc-modified-id=\"Executive-Summary-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>Executive Summary</a></span><ul class=\"toc-item\"><li><span><a href=\"#Problem-statement\" data-toc-modified-id=\"Problem-statement-1.1\"><span class=\"toc-item-num\">1.1&nbsp;&nbsp;</span>Problem statement</a></span></li><li><span><a href=\"#Business-relevance\" data-toc-modified-id=\"Business-relevance-1.2\"><span class=\"toc-item-num\">1.2&nbsp;&nbsp;</span>Business relevance</a></span></li><li><span><a href=\"#How-it-will-be-carried-out\" data-toc-modified-id=\"How-it-will-be-carried-out-1.3\"><span class=\"toc-item-num\">1.3&nbsp;&nbsp;</span>How it will be carried out</a></span></li></ul></li><li><span><a href=\"#Data-Gathering:-Extracting-data-from-subreddits-using-json\" data-toc-modified-id=\"Data-Gathering:-Extracting-data-from-subreddits-using-json-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>Data Gathering: Extracting data from subreddits using json</a></span><ul class=\"toc-item\"><li><span><a href=\"#How-reddit's-json-files-are-structured\" data-toc-modified-id=\"How-reddit's-json-files-are-structured-2.1\"><span class=\"toc-item-num\">2.1&nbsp;&nbsp;</span>How reddit's json files are structured</a></span></li><li><span><a href=\"#Exploring-how-to-retrieve-1000-rows-from-each-subreddit\" data-toc-modified-id=\"Exploring-how-to-retrieve-1000-rows-from-each-subreddit-2.2\"><span class=\"toc-item-num\">2.2&nbsp;&nbsp;</span>Exploring how to retrieve 1000 rows from each subreddit</a></span></li><li><span><a href=\"#Extracting-json-files-and-exporting-into-csv\" data-toc-modified-id=\"Extracting-json-files-and-exporting-into-csv-2.3\"><span class=\"toc-item-num\">2.3&nbsp;&nbsp;</span>Extracting json files and exporting into csv</a></span></li></ul></li></ul></div>"
   ]
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   "cell_type": "markdown",
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    "## Executive Summary\n",
    "\n",
    "### Problem statement\n",
    "\n",
    "The objective is to pick two subreddits from Reddit and train a machine learning model that will be able to classify new posts into the correct subreddit. \n",
    "\n",
    "I identified r/whisky and r/wine as my two topics of interest because the two topics (i.e. based on real-world knowledge) share enough similarities to provide a good challenge, but are also differentiated enough that it should be possible to train a machine learning model. \n",
    "\n",
    "**Examples of simlarities**\n",
    "* Both topics are part of the alcohol industry\n",
    "* Flavour profile vocabulary e.g. rich, lush, citrus, toasty, full-bodied, length, finish\n",
    "* Production jargon e.g. yeast, ferment, years, oak, stainless steel\n",
    "* Periphery jargon e.g. bottle, collection, region, drink, flight, ABV\n",
    "\n",
    "**Examples of differences**\n",
    "* Ingredient terms e.g. rye, grain, malt vs. grapes, pinot noir, chardonnay\n",
    "* Flavour profile vocabulary e.g. smoky, peaty vs. tannins\n",
    "* Geographical regions e.g. Scotland, Islay, Kentucky, vs Australia, Burgundy, \n",
    "* Periphery terms e.g. dram, age, distillery, cask vs glass, vintage, winery, barrel\n",
    "\n",
    "### Business relevance\n",
    "**Search Engine Optimization**\n",
    "\n",
    "Wine and whisky are the kinds of luxury class products that can feel intimidating because the domains are often thought of as requiring a lot of specialised knowledge and vocabulary. And while such jargon certainly show up a lot in brochures and specialist magazines, the reality is that the terms people use to talk about whiskies/wines in casual conversation tends to be more down-to-earth, comprehensible. And now with drinks companies also increasingly looking at e-commerce, knowing the everyday words that people use to discuss or search about whiskies/wines can help these companies improve their SEO game. \n",
    "\n",
    "**Email filtering**\n",
    "\n",
    "For some reason, many smaller retailers in the alcohol sector are either very resistant against or slow in launching full-fledge e-commerce sites. Instead, their idea of retailing online is often uploading the product catalogue online in PDF form, such that prospective customers will have to email them to make enquiries or place purchase orders. This in turn means that when an email lands in the company's enquiries/sales inbox, someone will have to direct the email to the correct category manager. A good classification system would therefore help to automate and reduce much of this grunt work. \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### How it will be carried out\n",
    "\n",
    "* Data gathering via Reddit's API\n",
    "* Data cleaning (e.g. rows with null values, duplicate rows)\n",
    "* Data exploration to understand features of interest\n",
    "* Data pre-processing to remove markup elements, numerals, emojis etc\n",
    "* Vectorize words into numerical data using Count Vectorizer and TF-IDF\n",
    "* Basic modeling with Linear Regression and Multinomial Naive Bayes\n",
    "* Re-iterate pre-processing and modeling with further refinement\n",
    "    * Spacy to lemmatize text\n",
    "    * Tune hyper-parameters for Count Vectorizer and TF-IDF\n",
    "    * Tune Linear Regression, Multinomial Naive Bayes and Random Forest Classifier\n",
    "    * Pick best model (i.e. overfits the least)\n",
    "    * Evaluate on new test data st"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Gathering: Extracting data from subreddits using json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "code_folding": []
   },
   "outputs": [],
   "source": [
    "# Importing libaries\n",
    "import pandas as pd\n",
    "\n",
    "from bs4 import BeautifulSoup\n",
    "import requests\n",
    "import time\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# changing our pandas settings so that we can view all columns \n",
    "pd.set_option('max_columns', 999)\n",
    "pd.set_option('max_rows', 999)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Setting target subreddits\n",
    "\n",
    "# 'Henceforth, using 'w' in variable names to denote \"whisky\", 'v'in variable names to denote \"wine\" (because, wine = vino)\n",
    "\n",
    "w_url = \"https://www.reddit.com/r/whisky.json\"\n",
    "v_url = \"https://www.reddit.com/r/wine.json\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "200\n"
     ]
    }
   ],
   "source": [
    "# Setting arbitrary user agent to circumvent 429 Too Many Requests errors\n",
    "headers = {\"User-agent\": \"Fish\" }\n",
    "\n",
    "# Establishing connection to whisky subreddit\n",
    "w_res = requests.get(w_url, headers=headers)\n",
    "\n",
    "# Ex., 200 = OK, 400 = Bad Request, 403 = Forbidden, 404 = Not Found.\n",
    "print(w_res.status_code)\n",
    "\n",
    "w_html = w_res.text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "200\n"
     ]
    }
   ],
   "source": [
    "# Establishing connection to whisky subreddit:\n",
    "v_res = requests.get(v_url, headers=headers)\n",
    "\n",
    "# Ex., 200 = OK, 400 = Bad Request, 403 = Forbidden, 404 = Not Found.\n",
    "print(v_res.status_code)\n",
    "\n",
    "v_html = v_res.text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
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       "     'discussion_type': None,\n",
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       "     'send_replies': False,\n",
       "     'whitelist_status': None,\n",
       "     'contest_mode': False,\n",
       "     'mod_reports': [],\n",
       "     'author_patreon_flair': False,\n",
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       "     'permalink': '/r/whisky/comments/dlttu2/the_fascinating_history_of_whiskey_in_north/',\n",
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       "     'selftext': \"I'm hosting a Whisky tasting night at a local real ale/craft beer bar in November. First time I've done anything like this, was wondering what you guys thought of my line up for the night and the pricing etc.\\n\\nGreen Spot\\n\\nMidleton Method &amp; Madness Hungarian Oak\\n\\nTimorous Beastie 10yr\\n\\nClynelish 14yr\\n\\nGlenallachie 12yr\\n\\nBladnoch 17yr Californian Red Wine Cask\\n\\nLedaig 10yr\\n\\nOctomore 08.1\\n\\n£25 entry, 25ml pours.\\n\\nThink that's a nice progression through Irish single pot still, blended malt and Scottish single malt. Plenty to talk about there as well.\",\n",
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       "     'link_flair_css_class': None,\n",
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       "     'thumbnail_height': None,\n",
       "     'hide_score': False,\n",
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       "     'quarantine': False,\n",
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       "     'author_flair_background_color': None,\n",
       "     'subreddit_type': 'public',\n",
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       "     'total_awards_received': 0,\n",
       "     'media_embed': {},\n",
       "     'thumbnail_width': None,\n",
       "     'author_flair_template_id': None,\n",
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       "     'user_reports': [],\n",
       "     'secure_media': None,\n",
       "     'is_reddit_media_domain': False,\n",
       "     'is_meta': False,\n",
       "     'category': None,\n",
       "     'secure_media_embed': {},\n",
       "     'link_flair_text': None,\n",
       "     'can_mod_post': False,\n",
       "     'score': 9,\n",
       "     'approved_by': None,\n",
       "     'thumbnail': 'self',\n",
       "     'edited': False,\n",
       "     'author_flair_css_class': None,\n",
       "     'steward_reports': [],\n",
       "     'author_flair_richtext': [],\n",
       "     'gildings': {},\n",
       "     'content_categories': None,\n",
       "     'is_self': True,\n",
       "     'mod_note': None,\n",
       "     'created': 1571789388.0,\n",
       "     'link_flair_type': 'text',\n",
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       "     'selftext_html': '&lt;!-- SC_OFF --&gt;&lt;div class=\"md\"&gt;&lt;p&gt;I&amp;#39;m hosting a Whisky tasting night at a local real ale/craft beer bar in November. First time I&amp;#39;ve done anything like this, was wondering what you guys thought of my line up for the night and the pricing etc.&lt;/p&gt;\\n\\n&lt;p&gt;Green Spot&lt;/p&gt;\\n\\n&lt;p&gt;Midleton Method &amp;amp; Madness Hungarian Oak&lt;/p&gt;\\n\\n&lt;p&gt;Timorous Beastie 10yr&lt;/p&gt;\\n\\n&lt;p&gt;Clynelish 14yr&lt;/p&gt;\\n\\n&lt;p&gt;Glenallachie 12yr&lt;/p&gt;\\n\\n&lt;p&gt;Bladnoch 17yr Californian Red Wine Cask&lt;/p&gt;\\n\\n&lt;p&gt;Ledaig 10yr&lt;/p&gt;\\n\\n&lt;p&gt;Octomore 08.1&lt;/p&gt;\\n\\n&lt;p&gt;£25 entry, 25ml pours.&lt;/p&gt;\\n\\n&lt;p&gt;Think that&amp;#39;s a nice progression through Irish single pot still, blended malt and Scottish single malt. Plenty to talk about there as well.&lt;/p&gt;\\n&lt;/div&gt;&lt;!-- SC_ON --&gt;',\n",
       "     'likes': None,\n",
       "     'suggested_sort': None,\n",
       "     'banned_at_utc': None,\n",
       "     'view_count': None,\n",
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       "     'no_follow': False,\n",
       "     'is_crosspostable': False,\n",
       "     'pinned': False,\n",
       "     'over_18': False,\n",
       "     'all_awardings': [],\n",
       "     'awarders': [],\n",
       "     'media_only': False,\n",
       "     'can_gild': False,\n",
       "     'spoiler': False,\n",
       "     'locked': False,\n",
       "     'author_flair_text': None,\n",
       "     'visited': False,\n",
       "     'num_reports': None,\n",
       "     'distinguished': None,\n",
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       "     'mod_reason_by': None,\n",
       "     'removal_reason': None,\n",
       "     'link_flair_background_color': '',\n",
       "     'id': 'dlk3fi',\n",
       "     'is_robot_indexable': True,\n",
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       "     'mod_reports': [],\n",
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       "     'author_flair_text_color': None,\n",
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       "     'parent_whitelist_status': None,\n",
       "     'stickied': False,\n",
       "     'url': 'https://www.reddit.com/r/whisky/comments/dlk3fi/whisky_tasting_night/',\n",
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       "     'media': None,\n",
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       "   {'kind': 't3',\n",
       "    'data': {'approved_at_utc': None,\n",
       "     'subreddit': 'whisky',\n",
       "     'selftext': \"I'll start by saying hello, everyone! First post on this subreddit, long-time lurker.\\n\\nI love a good whisky. I also do not have much of an income, so I have a tendency to take a week or two to make decisions on the nest bottle I purchase. As such I was hoping y'all could help me make a decision.\\n\\nI love Islay whisky, more than anything else I've tried; my favorite whisky ever is Ardbeg's Corryvreckan; I love its sweet and brackish charred flavor, simply fantastic. I also always have a bottle of Ardbeg 10 and Lagavulin 16 in my cupboard.\\n\\nOutside of peated whisky, I really enjoy ones with a thick, sweet, woody taste. The last couple I tried that I have really liked have been Balvenie's Carribean cask, and Nikka from the Barrel; the former being unavailable here and the latter I recently purchased.\\n\\nI'm interested in anything fitting the above profiles; scotch or bourbon. I'm looking to spend anywhere up to $150. Any suggestions?\\n\\n_______\\n\\n**Update:** Thanks for the recommendations folks, lots of good ones. Y'all have been super helpful and it's much appreciated! Can't wait to post whatever I end up getting.\",\n",
       "     'author_fullname': 't2_178lf4',\n",
       "     'saved': False,\n",
       "     'mod_reason_title': None,\n",
       "     'gilded': 0,\n",
       "     'clicked': False,\n",
       "     'title': 'Could anyone help an Islay fanatic choose a new whisky or two?',\n",
       "     'link_flair_richtext': [],\n",
       "     'subreddit_name_prefixed': 'r/whisky',\n",
       "     'hidden': False,\n",
       "     'pwls': None,\n",
       "     'link_flair_css_class': None,\n",
       "     'downs': 0,\n",
       "     'thumbnail_height': None,\n",
       "     'hide_score': False,\n",
       "     'name': 't3_dlgoqh',\n",
       "     'quarantine': False,\n",
       "     'link_flair_text_color': 'dark',\n",
       "     'author_flair_background_color': None,\n",
       "     'subreddit_type': 'public',\n",
       "     'ups': 14,\n",
       "     'total_awards_received': 0,\n",
       "     'media_embed': {},\n",
       "     'thumbnail_width': None,\n",
       "     'author_flair_template_id': None,\n",
       "     'is_original_content': False,\n",
       "     'user_reports': [],\n",
       "     'secure_media': None,\n",
       "     'is_reddit_media_domain': False,\n",
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       "     'permalink': '/r/whisky/comments/dhke0j/willet_potstill_let_me_down/',\n",
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       "   {'kind': 't3',\n",
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       "     'title': 'Just opened a nice bottle of Starward Solera for our poker game...',\n",
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       "     'link_flair_type': 'text',\n",
       "     'wls': None,\n",
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       "     'domain': 'i.redd.it',\n",
       "     'allow_live_comments': False,\n",
       "     'selftext_html': None,\n",
       "     'likes': None,\n",
       "     'suggested_sort': None,\n",
       "     'banned_at_utc': None,\n",
       "     'view_count': None,\n",
       "     'archived': False,\n",
       "     'no_follow': False,\n",
       "     'is_crosspostable': False,\n",
       "     'pinned': False,\n",
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       "         {'url': 'https://preview.redd.it/t7p6ifdcb6s31.jpg?width=960&amp;crop=smart&amp;auto=webp&amp;s=4a912b4f3ca4afcb7946718fea77e5275e31db35',\n",
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       "          'width': 1080,\n",
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       "        'variants': {},\n",
       "        'id': 'JHUaksUZEBrhCG1LMkGRHDEFD_mUL1fkOuygGHYZr60'}],\n",
       "      'enabled': True},\n",
       "     'all_awardings': [],\n",
       "     'awarders': [],\n",
       "     'media_only': False,\n",
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       "     'spoiler': False,\n",
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       "     'id': 'dh0rl9',\n",
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       "   {'kind': 't3',\n",
       "    'data': {'approved_at_utc': None,\n",
       "     'subreddit': 'whisky',\n",
       "     'selftext': 'I like this and Balvenie doublewood 12. Also I like the Nikka Coffee. I just can’t do the scotches or whiskey  with high smoke. \\n\\nAny other suggestions I should try in this wheelhouse?',\n",
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       "     'secure_media': None,\n",
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       "     'category': None,\n",
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       "     'score': 8,\n",
       "     'approved_by': None,\n",
       "     'thumbnail': 'self',\n",
       "     'edited': False,\n",
       "     'author_flair_css_class': None,\n",
       "     'steward_reports': [],\n",
       "     'author_flair_richtext': [],\n",
       "     'gildings': {},\n",
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       "     'mod_note': None,\n",
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       "     'link_flair_type': 'text',\n",
       "     'wls': None,\n",
       "     'banned_by': None,\n",
       "     'author_flair_type': 'text',\n",
       "     'domain': 'self.whisky',\n",
       "     'allow_live_comments': False,\n",
       "     'selftext_html': '&lt;!-- SC_OFF --&gt;&lt;div class=\"md\"&gt;&lt;p&gt;I like this and Balvenie doublewood 12. Also I like the Nikka Coffee. I just can’t do the scotches or whiskey  with high smoke. &lt;/p&gt;\\n\\n&lt;p&gt;Any other suggestions I should try in this wheelhouse?&lt;/p&gt;\\n&lt;/div&gt;&lt;!-- SC_ON --&gt;',\n",
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       "     'locked': False,\n",
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       "     'author_flair_text_color': None,\n",
       "     'permalink': '/r/whisky/comments/dh31zt/i_like_glenfidditch_15_solera_what_else_should_i/',\n",
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       "     'url': 'https://www.reddit.com/r/whisky/comments/dh31zt/i_like_glenfidditch_15_solera_what_else_should_i/',\n",
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       "     'created_utc': 1570924798.0,\n",
       "     'num_crossposts': 0,\n",
       "     'media': None,\n",
       "     'is_video': False}}],\n",
       "  'after': 't3_dh31zt',\n",
       "  'before': None}}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Taking a look at the json for r/whisky\n",
    "w_json = w_res.json()\n",
    "w_json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['data', 'kind']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# finding out the keys to the json dictionary\n",
    "# this is the \"first level\" of the json file\n",
    "# we can assume that the keys are the same for both reddits\n",
    "sorted(w_json.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'modhash': '',\n",
       " 'dist': 25,\n",
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       "    'link_flair_type': 'text',\n",
       "    'wls': None,\n",
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       "    'author_flair_type': 'text',\n",
       "    'domain': 'i.redd.it',\n",
       "    'allow_live_comments': False,\n",
       "    'selftext_html': None,\n",
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       "    'suggested_sort': None,\n",
       "    'banned_at_utc': None,\n",
       "    'view_count': None,\n",
       "    'archived': False,\n",
       "    'no_follow': False,\n",
       "    'is_crosspostable': False,\n",
       "    'pinned': False,\n",
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       "         'width': 1080,\n",
       "         'height': 510}],\n",
       "       'variants': {},\n",
       "       'id': 'JHUaksUZEBrhCG1LMkGRHDEFD_mUL1fkOuygGHYZr60'}],\n",
       "     'enabled': True},\n",
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       "    'awarders': [],\n",
       "    'media_only': False,\n",
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       "    'selftext': 'I like this and Balvenie doublewood 12. Also I like the Nikka Coffee. I just can’t do the scotches or whiskey  with high smoke. \\n\\nAny other suggestions I should try in this wheelhouse?',\n",
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       "    'link_flair_type': 'text',\n",
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       "    'author_flair_type': 'text',\n",
       "    'domain': 'self.whisky',\n",
       "    'allow_live_comments': False,\n",
       "    'selftext_html': '&lt;!-- SC_OFF --&gt;&lt;div class=\"md\"&gt;&lt;p&gt;I like this and Balvenie doublewood 12. Also I like the Nikka Coffee. I just can’t do the scotches or whiskey  with high smoke. &lt;/p&gt;\\n\\n&lt;p&gt;Any other suggestions I should try in this wheelhouse?&lt;/p&gt;\\n&lt;/div&gt;&lt;!-- SC_ON --&gt;',\n",
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       " 'after': 't3_dh31zt',\n",
       " 'before': None}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# taking a look at the second level of data within the key \"data\"\n",
    "w_json[\"data\"]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['after', 'before', 'children', 'dist', 'modhash']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# finding out the keys to the next level (3rd) \n",
    "# from the results above we most likely want to go into children\n",
    "sorted(w_json[\"data\"].keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
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    {
     "data": {
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       "   'permalink': '/r/whisky/comments/dlttu2/the_fascinating_history_of_whiskey_in_north/',\n",
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       "   'stickied': False,\n",
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       " {'kind': 't3',\n",
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       "   'subreddit': 'whisky',\n",
       "   'selftext': \"I'm hosting a Whisky tasting night at a local real ale/craft beer bar in November. First time I've done anything like this, was wondering what you guys thought of my line up for the night and the pricing etc.\\n\\nGreen Spot\\n\\nMidleton Method &amp; Madness Hungarian Oak\\n\\nTimorous Beastie 10yr\\n\\nClynelish 14yr\\n\\nGlenallachie 12yr\\n\\nBladnoch 17yr Californian Red Wine Cask\\n\\nLedaig 10yr\\n\\nOctomore 08.1\\n\\n£25 entry, 25ml pours.\\n\\nThink that's a nice progression through Irish single pot still, blended malt and Scottish single malt. Plenty to talk about there as well.\",\n",
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       "   'saved': False,\n",
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       "   'mod_reason_by': None,\n",
       "   'removal_reason': None,\n",
       "   'link_flair_background_color': '',\n",
       "   'id': 'dh0rl9',\n",
       "   'is_robot_indexable': True,\n",
       "   'report_reasons': None,\n",
       "   'author': 'Seb___',\n",
       "   'discussion_type': None,\n",
       "   'num_comments': 11,\n",
       "   'send_replies': True,\n",
       "   'whitelist_status': None,\n",
       "   'contest_mode': False,\n",
       "   'mod_reports': [],\n",
       "   'author_patreon_flair': False,\n",
       "   'author_flair_text_color': None,\n",
       "   'permalink': '/r/whisky/comments/dh0rl9/just_opened_a_nice_bottle_of_starward_solera_for/',\n",
       "   'parent_whitelist_status': None,\n",
       "   'stickied': False,\n",
       "   'url': 'https://i.redd.it/t7p6ifdcb6s31.jpg',\n",
       "   'subreddit_subscribers': 20272,\n",
       "   'created_utc': 1570913666.0,\n",
       "   'num_crossposts': 0,\n",
       "   'media': None,\n",
       "   'is_video': False}},\n",
       " {'kind': 't3',\n",
       "  'data': {'approved_at_utc': None,\n",
       "   'subreddit': 'whisky',\n",
       "   'selftext': 'I like this and Balvenie doublewood 12. Also I like the Nikka Coffee. I just can’t do the scotches or whiskey  with high smoke. \\n\\nAny other suggestions I should try in this wheelhouse?',\n",
       "   'author_fullname': 't2_1odvwu9z',\n",
       "   'saved': False,\n",
       "   'mod_reason_title': None,\n",
       "   'gilded': 0,\n",
       "   'clicked': False,\n",
       "   'title': 'I like Glenfidditch 15 Solera what else should I try?',\n",
       "   'link_flair_richtext': [],\n",
       "   'subreddit_name_prefixed': 'r/whisky',\n",
       "   'hidden': False,\n",
       "   'pwls': None,\n",
       "   'link_flair_css_class': None,\n",
       "   'downs': 0,\n",
       "   'thumbnail_height': None,\n",
       "   'hide_score': False,\n",
       "   'name': 't3_dh31zt',\n",
       "   'quarantine': False,\n",
       "   'link_flair_text_color': 'dark',\n",
       "   'author_flair_background_color': None,\n",
       "   'subreddit_type': 'public',\n",
       "   'ups': 8,\n",
       "   'total_awards_received': 0,\n",
       "   'media_embed': {},\n",
       "   'thumbnail_width': None,\n",
       "   'author_flair_template_id': None,\n",
       "   'is_original_content': False,\n",
       "   'user_reports': [],\n",
       "   'secure_media': None,\n",
       "   'is_reddit_media_domain': False,\n",
       "   'is_meta': False,\n",
       "   'category': None,\n",
       "   'secure_media_embed': {},\n",
       "   'link_flair_text': None,\n",
       "   'can_mod_post': False,\n",
       "   'score': 8,\n",
       "   'approved_by': None,\n",
       "   'thumbnail': 'self',\n",
       "   'edited': False,\n",
       "   'author_flair_css_class': None,\n",
       "   'steward_reports': [],\n",
       "   'author_flair_richtext': [],\n",
       "   'gildings': {},\n",
       "   'content_categories': None,\n",
       "   'is_self': True,\n",
       "   'mod_note': None,\n",
       "   'created': 1570953598.0,\n",
       "   'link_flair_type': 'text',\n",
       "   'wls': None,\n",
       "   'banned_by': None,\n",
       "   'author_flair_type': 'text',\n",
       "   'domain': 'self.whisky',\n",
       "   'allow_live_comments': False,\n",
       "   'selftext_html': '&lt;!-- SC_OFF --&gt;&lt;div class=\"md\"&gt;&lt;p&gt;I like this and Balvenie doublewood 12. Also I like the Nikka Coffee. I just can’t do the scotches or whiskey  with high smoke. &lt;/p&gt;\\n\\n&lt;p&gt;Any other suggestions I should try in this wheelhouse?&lt;/p&gt;\\n&lt;/div&gt;&lt;!-- SC_ON --&gt;',\n",
       "   'likes': None,\n",
       "   'suggested_sort': None,\n",
       "   'banned_at_utc': None,\n",
       "   'view_count': None,\n",
       "   'archived': False,\n",
       "   'no_follow': True,\n",
       "   'is_crosspostable': False,\n",
       "   'pinned': False,\n",
       "   'over_18': False,\n",
       "   'all_awardings': [],\n",
       "   'awarders': [],\n",
       "   'media_only': False,\n",
       "   'can_gild': False,\n",
       "   'spoiler': False,\n",
       "   'locked': False,\n",
       "   'author_flair_text': None,\n",
       "   'visited': False,\n",
       "   'num_reports': None,\n",
       "   'distinguished': None,\n",
       "   'subreddit_id': 't5_2qryn',\n",
       "   'mod_reason_by': None,\n",
       "   'removal_reason': None,\n",
       "   'link_flair_background_color': '',\n",
       "   'id': 'dh31zt',\n",
       "   'is_robot_indexable': True,\n",
       "   'report_reasons': None,\n",
       "   'author': 'Azer1287',\n",
       "   'discussion_type': None,\n",
       "   'num_comments': 6,\n",
       "   'send_replies': True,\n",
       "   'whitelist_status': None,\n",
       "   'contest_mode': False,\n",
       "   'mod_reports': [],\n",
       "   'author_patreon_flair': False,\n",
       "   'author_flair_text_color': None,\n",
       "   'permalink': '/r/whisky/comments/dh31zt/i_like_glenfidditch_15_solera_what_else_should_i/',\n",
       "   'parent_whitelist_status': None,\n",
       "   'stickied': False,\n",
       "   'url': 'https://www.reddit.com/r/whisky/comments/dh31zt/i_like_glenfidditch_15_solera_what_else_should_i/',\n",
       "   'subreddit_subscribers': 20272,\n",
       "   'created_utc': 1570924798.0,\n",
       "   'num_crossposts': 0,\n",
       "   'media': None,\n",
       "   'is_video': False}}]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "w_json[\"data\"][\"children\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The key \"children\" seem to be returning us a list of posts for r/wine.\n",
    "Now to check how many posts we get for each call"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "25"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(w_json[\"data\"][\"children\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'kind': 't3',\n",
       " 'data': {'approved_at_utc': None,\n",
       "  'subreddit': 'whisky',\n",
       "  'selftext': \"I'll start by saying hello, everyone! First post on this subreddit, long-time lurker.\\n\\nI love a good whisky. I also do not have much of an income, so I have a tendency to take a week or two to make decisions on the nest bottle I purchase. As such I was hoping y'all could help me make a decision.\\n\\nI love Islay whisky, more than anything else I've tried; my favorite whisky ever is Ardbeg's Corryvreckan; I love its sweet and brackish charred flavor, simply fantastic. I also always have a bottle of Ardbeg 10 and Lagavulin 16 in my cupboard.\\n\\nOutside of peated whisky, I really enjoy ones with a thick, sweet, woody taste. The last couple I tried that I have really liked have been Balvenie's Carribean cask, and Nikka from the Barrel; the former being unavailable here and the latter I recently purchased.\\n\\nI'm interested in anything fitting the above profiles; scotch or bourbon. I'm looking to spend anywhere up to $150. Any suggestions?\\n\\n_______\\n\\n**Update:** Thanks for the recommendations folks, lots of good ones. Y'all have been super helpful and it's much appreciated! Can't wait to post whatever I end up getting.\",\n",
       "  'author_fullname': 't2_178lf4',\n",
       "  'saved': False,\n",
       "  'mod_reason_title': None,\n",
       "  'gilded': 0,\n",
       "  'clicked': False,\n",
       "  'title': 'Could anyone help an Islay fanatic choose a new whisky or two?',\n",
       "  'link_flair_richtext': [],\n",
       "  'subreddit_name_prefixed': 'r/whisky',\n",
       "  'hidden': False,\n",
       "  'pwls': None,\n",
       "  'link_flair_css_class': None,\n",
       "  'downs': 0,\n",
       "  'thumbnail_height': None,\n",
       "  'hide_score': False,\n",
       "  'name': 't3_dlgoqh',\n",
       "  'quarantine': False,\n",
       "  'link_flair_text_color': 'dark',\n",
       "  'author_flair_background_color': None,\n",
       "  'subreddit_type': 'public',\n",
       "  'ups': 14,\n",
       "  'total_awards_received': 0,\n",
       "  'media_embed': {},\n",
       "  'thumbnail_width': None,\n",
       "  'author_flair_template_id': None,\n",
       "  'is_original_content': False,\n",
       "  'user_reports': [],\n",
       "  'secure_media': None,\n",
       "  'is_reddit_media_domain': False,\n",
       "  'is_meta': False,\n",
       "  'category': None,\n",
       "  'secure_media_embed': {},\n",
       "  'link_flair_text': None,\n",
       "  'can_mod_post': False,\n",
       "  'score': 14,\n",
       "  'approved_by': None,\n",
       "  'thumbnail': 'self',\n",
       "  'edited': 1571799160.0,\n",
       "  'author_flair_css_class': None,\n",
       "  'steward_reports': [],\n",
       "  'author_flair_richtext': [],\n",
       "  'gildings': {},\n",
       "  'content_categories': None,\n",
       "  'is_self': True,\n",
       "  'mod_note': None,\n",
       "  'created': 1571773242.0,\n",
       "  'link_flair_type': 'text',\n",
       "  'wls': None,\n",
       "  'banned_by': None,\n",
       "  'author_flair_type': 'text',\n",
       "  'domain': 'self.whisky',\n",
       "  'allow_live_comments': False,\n",
       "  'selftext_html': '&lt;!-- SC_OFF --&gt;&lt;div class=\"md\"&gt;&lt;p&gt;I&amp;#39;ll start by saying hello, everyone! First post on this subreddit, long-time lurker.&lt;/p&gt;\\n\\n&lt;p&gt;I love a good whisky. I also do not have much of an income, so I have a tendency to take a week or two to make decisions on the nest bottle I purchase. As such I was hoping y&amp;#39;all could help me make a decision.&lt;/p&gt;\\n\\n&lt;p&gt;I love Islay whisky, more than anything else I&amp;#39;ve tried; my favorite whisky ever is Ardbeg&amp;#39;s Corryvreckan; I love its sweet and brackish charred flavor, simply fantastic. I also always have a bottle of Ardbeg 10 and Lagavulin 16 in my cupboard.&lt;/p&gt;\\n\\n&lt;p&gt;Outside of peated whisky, I really enjoy ones with a thick, sweet, woody taste. The last couple I tried that I have really liked have been Balvenie&amp;#39;s Carribean cask, and Nikka from the Barrel; the former being unavailable here and the latter I recently purchased.&lt;/p&gt;\\n\\n&lt;p&gt;I&amp;#39;m interested in anything fitting the above profiles; scotch or bourbon. I&amp;#39;m looking to spend anywhere up to $150. Any suggestions?&lt;/p&gt;\\n\\n&lt;hr/&gt;\\n\\n&lt;p&gt;&lt;strong&gt;Update:&lt;/strong&gt; Thanks for the recommendations folks, lots of good ones. Y&amp;#39;all have been super helpful and it&amp;#39;s much appreciated! Can&amp;#39;t wait to post whatever I end up getting.&lt;/p&gt;\\n&lt;/div&gt;&lt;!-- SC_ON --&gt;',\n",
       "  'likes': None,\n",
       "  'suggested_sort': None,\n",
       "  'banned_at_utc': None,\n",
       "  'view_count': None,\n",
       "  'archived': False,\n",
       "  'no_follow': False,\n",
       "  'is_crosspostable': False,\n",
       "  'pinned': False,\n",
       "  'over_18': False,\n",
       "  'all_awardings': [],\n",
       "  'awarders': [],\n",
       "  'media_only': False,\n",
       "  'can_gild': False,\n",
       "  'spoiler': False,\n",
       "  'locked': False,\n",
       "  'author_flair_text': None,\n",
       "  'visited': False,\n",
       "  'num_reports': None,\n",
       "  'distinguished': None,\n",
       "  'subreddit_id': 't5_2qryn',\n",
       "  'mod_reason_by': None,\n",
       "  'removal_reason': None,\n",
       "  'link_flair_background_color': '',\n",
       "  'id': 'dlgoqh',\n",
       "  'is_robot_indexable': True,\n",
       "  'report_reasons': None,\n",
       "  'author': 'the_wordless_one',\n",
       "  'discussion_type': None,\n",
       "  'num_comments': 49,\n",
       "  'send_replies': True,\n",
       "  'whitelist_status': None,\n",
       "  'contest_mode': False,\n",
       "  'mod_reports': [],\n",
       "  'author_patreon_flair': False,\n",
       "  'author_flair_text_color': None,\n",
       "  'permalink': '/r/whisky/comments/dlgoqh/could_anyone_help_an_islay_fanatic_choose_a_new/',\n",
       "  'parent_whitelist_status': None,\n",
       "  'stickied': False,\n",
       "  'url': 'https://www.reddit.com/r/whisky/comments/dlgoqh/could_anyone_help_an_islay_fanatic_choose_a_new/',\n",
       "  'subreddit_subscribers': 20272,\n",
       "  'created_utc': 1571744442.0,\n",
       "  'num_crossposts': 0,\n",
       "  'media': None,\n",
       "  'is_video': False}}"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# looking at the structure of each post\n",
    "w_json[\"data\"][\"children\"][2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'approved_at_utc': None,\n",
       " 'subreddit': 'whisky',\n",
       " 'selftext': \"I'll start by saying hello, everyone! First post on this subreddit, long-time lurker.\\n\\nI love a good whisky. I also do not have much of an income, so I have a tendency to take a week or two to make decisions on the nest bottle I purchase. As such I was hoping y'all could help me make a decision.\\n\\nI love Islay whisky, more than anything else I've tried; my favorite whisky ever is Ardbeg's Corryvreckan; I love its sweet and brackish charred flavor, simply fantastic. I also always have a bottle of Ardbeg 10 and Lagavulin 16 in my cupboard.\\n\\nOutside of peated whisky, I really enjoy ones with a thick, sweet, woody taste. The last couple I tried that I have really liked have been Balvenie's Carribean cask, and Nikka from the Barrel; the former being unavailable here and the latter I recently purchased.\\n\\nI'm interested in anything fitting the above profiles; scotch or bourbon. I'm looking to spend anywhere up to $150. Any suggestions?\\n\\n_______\\n\\n**Update:** Thanks for the recommendations folks, lots of good ones. Y'all have been super helpful and it's much appreciated! Can't wait to post whatever I end up getting.\",\n",
       " 'author_fullname': 't2_178lf4',\n",
       " 'saved': False,\n",
       " 'mod_reason_title': None,\n",
       " 'gilded': 0,\n",
       " 'clicked': False,\n",
       " 'title': 'Could anyone help an Islay fanatic choose a new whisky or two?',\n",
       " 'link_flair_richtext': [],\n",
       " 'subreddit_name_prefixed': 'r/whisky',\n",
       " 'hidden': False,\n",
       " 'pwls': None,\n",
       " 'link_flair_css_class': None,\n",
       " 'downs': 0,\n",
       " 'thumbnail_height': None,\n",
       " 'hide_score': False,\n",
       " 'name': 't3_dlgoqh',\n",
       " 'quarantine': False,\n",
       " 'link_flair_text_color': 'dark',\n",
       " 'author_flair_background_color': None,\n",
       " 'subreddit_type': 'public',\n",
       " 'ups': 14,\n",
       " 'total_awards_received': 0,\n",
       " 'media_embed': {},\n",
       " 'thumbnail_width': None,\n",
       " 'author_flair_template_id': None,\n",
       " 'is_original_content': False,\n",
       " 'user_reports': [],\n",
       " 'secure_media': None,\n",
       " 'is_reddit_media_domain': False,\n",
       " 'is_meta': False,\n",
       " 'category': None,\n",
       " 'secure_media_embed': {},\n",
       " 'link_flair_text': None,\n",
       " 'can_mod_post': False,\n",
       " 'score': 14,\n",
       " 'approved_by': None,\n",
       " 'thumbnail': 'self',\n",
       " 'edited': 1571799160.0,\n",
       " 'author_flair_css_class': None,\n",
       " 'steward_reports': [],\n",
       " 'author_flair_richtext': [],\n",
       " 'gildings': {},\n",
       " 'content_categories': None,\n",
       " 'is_self': True,\n",
       " 'mod_note': None,\n",
       " 'created': 1571773242.0,\n",
       " 'link_flair_type': 'text',\n",
       " 'wls': None,\n",
       " 'banned_by': None,\n",
       " 'author_flair_type': 'text',\n",
       " 'domain': 'self.whisky',\n",
       " 'allow_live_comments': False,\n",
       " 'selftext_html': '&lt;!-- SC_OFF --&gt;&lt;div class=\"md\"&gt;&lt;p&gt;I&amp;#39;ll start by saying hello, everyone! First post on this subreddit, long-time lurker.&lt;/p&gt;\\n\\n&lt;p&gt;I love a good whisky. I also do not have much of an income, so I have a tendency to take a week or two to make decisions on the nest bottle I purchase. As such I was hoping y&amp;#39;all could help me make a decision.&lt;/p&gt;\\n\\n&lt;p&gt;I love Islay whisky, more than anything else I&amp;#39;ve tried; my favorite whisky ever is Ardbeg&amp;#39;s Corryvreckan; I love its sweet and brackish charred flavor, simply fantastic. I also always have a bottle of Ardbeg 10 and Lagavulin 16 in my cupboard.&lt;/p&gt;\\n\\n&lt;p&gt;Outside of peated whisky, I really enjoy ones with a thick, sweet, woody taste. The last couple I tried that I have really liked have been Balvenie&amp;#39;s Carribean cask, and Nikka from the Barrel; the former being unavailable here and the latter I recently purchased.&lt;/p&gt;\\n\\n&lt;p&gt;I&amp;#39;m interested in anything fitting the above profiles; scotch or bourbon. I&amp;#39;m looking to spend anywhere up to $150. Any suggestions?&lt;/p&gt;\\n\\n&lt;hr/&gt;\\n\\n&lt;p&gt;&lt;strong&gt;Update:&lt;/strong&gt; Thanks for the recommendations folks, lots of good ones. Y&amp;#39;all have been super helpful and it&amp;#39;s much appreciated! Can&amp;#39;t wait to post whatever I end up getting.&lt;/p&gt;\\n&lt;/div&gt;&lt;!-- SC_ON --&gt;',\n",
       " 'likes': None,\n",
       " 'suggested_sort': None,\n",
       " 'banned_at_utc': None,\n",
       " 'view_count': None,\n",
       " 'archived': False,\n",
       " 'no_follow': False,\n",
       " 'is_crosspostable': False,\n",
       " 'pinned': False,\n",
       " 'over_18': False,\n",
       " 'all_awardings': [],\n",
       " 'awarders': [],\n",
       " 'media_only': False,\n",
       " 'can_gild': False,\n",
       " 'spoiler': False,\n",
       " 'locked': False,\n",
       " 'author_flair_text': None,\n",
       " 'visited': False,\n",
       " 'num_reports': None,\n",
       " 'distinguished': None,\n",
       " 'subreddit_id': 't5_2qryn',\n",
       " 'mod_reason_by': None,\n",
       " 'removal_reason': None,\n",
       " 'link_flair_background_color': '',\n",
       " 'id': 'dlgoqh',\n",
       " 'is_robot_indexable': True,\n",
       " 'report_reasons': None,\n",
       " 'author': 'the_wordless_one',\n",
       " 'discussion_type': None,\n",
       " 'num_comments': 49,\n",
       " 'send_replies': True,\n",
       " 'whitelist_status': None,\n",
       " 'contest_mode': False,\n",
       " 'mod_reports': [],\n",
       " 'author_patreon_flair': False,\n",
       " 'author_flair_text_color': None,\n",
       " 'permalink': '/r/whisky/comments/dlgoqh/could_anyone_help_an_islay_fanatic_choose_a_new/',\n",
       " 'parent_whitelist_status': None,\n",
       " 'stickied': False,\n",
       " 'url': 'https://www.reddit.com/r/whisky/comments/dlgoqh/could_anyone_help_an_islay_fanatic_choose_a_new/',\n",
       " 'subreddit_subscribers': 20272,\n",
       " 'created_utc': 1571744442.0,\n",
       " 'num_crossposts': 0,\n",
       " 'media': None,\n",
       " 'is_video': False}"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# since this leve is again a dictionary, we want to go to use the key \"data\" to access the details and content of each post.\n",
    "w_json[\"data\"][\"children\"][2][\"data\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### How reddit's json files are structured\n",
    "\n",
    "Here's what we have established so far:\n",
    "* ` w_json[\"data\"][\"children\"] ` gives us a list of posts. Each json file contains 25 posts\n",
    "* within each post, we need to use the key \"data\" to access the actual details about the post.\n",
    "* this new level is also organised as a dictionary\n",
    "* these are the keys we would probably be interested to extract data from, so that we can build a list of predictor features\n",
    "    * `'title'`\n",
    "    * `'selftext'` (there is also selftext_html but the former is more useful i.e. less data cleaning)\n",
    "    * `'subreddit'` (technically, we should know which subreddit it would be based on the json file, but this might come in useful)\n",
    "    * `'name'`: id for each post (the prefix 't3' probably corresponds to the type of item (i.e. listing)\n",
    "    \n",
    "### Exploring how to retrieve 1000 rows from each subreddit\n",
    "\n",
    "We want to find out how we can a dataset of 1000 rows (maximum that reddit's API allows) for each subreddit.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'t3_dh31zt'"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# let's see what that \"after\" key from the second level of the json file was \n",
    "w_json[\"data\"][\"after\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'kind': 't3',\n",
       " 'data': {'approved_at_utc': None,\n",
       "  'subreddit': 'whisky',\n",
       "  'selftext': \"I'm hosting a Whisky tasting night at a local real ale/craft beer bar in November. First time I've done anything like this, was wondering what you guys thought of my line up for the night and the pricing etc.\\n\\nGreen Spot\\n\\nMidleton Method &amp; Madness Hungarian Oak\\n\\nTimorous Beastie 10yr\\n\\nClynelish 14yr\\n\\nGlenallachie 12yr\\n\\nBladnoch 17yr Californian Red Wine Cask\\n\\nLedaig 10yr\\n\\nOctomore 08.1\\n\\n£25 entry, 25ml pours.\\n\\nThink that's a nice progression through Irish single pot still, blended malt and Scottish single malt. Plenty to talk about there as well.\",\n",
       "  'author_fullname': 't2_ouo8fii',\n",
       "  'saved': False,\n",
       "  'mod_reason_title': None,\n",
       "  'gilded': 0,\n",
       "  'clicked': False,\n",
       "  'title': 'Whisky tasting night',\n",
       "  'link_flair_richtext': [],\n",
       "  'subreddit_name_prefixed': 'r/whisky',\n",
       "  'hidden': False,\n",
       "  'pwls': None,\n",
       "  'link_flair_css_class': None,\n",
       "  'downs': 0,\n",
       "  'thumbnail_height': None,\n",
       "  'hide_score': False,\n",
       "  'name': 't3_dlk3fi',\n",
       "  'quarantine': False,\n",
       "  'link_flair_text_color': 'dark',\n",
       "  'author_flair_background_color': None,\n",
       "  'subreddit_type': 'public',\n",
       "  'ups': 9,\n",
       "  'total_awards_received': 0,\n",
       "  'media_embed': {},\n",
       "  'thumbnail_width': None,\n",
       "  'author_flair_template_id': None,\n",
       "  'is_original_content': False,\n",
       "  'user_reports': [],\n",
       "  'secure_media': None,\n",
       "  'is_reddit_media_domain': False,\n",
       "  'is_meta': False,\n",
       "  'category': None,\n",
       "  'secure_media_embed': {},\n",
       "  'link_flair_text': None,\n",
       "  'can_mod_post': False,\n",
       "  'score': 9,\n",
       "  'approved_by': None,\n",
       "  'thumbnail': 'self',\n",
       "  'edited': False,\n",
       "  'author_flair_css_class': None,\n",
       "  'steward_reports': [],\n",
       "  'author_flair_richtext': [],\n",
       "  'gildings': {},\n",
       "  'content_categories': None,\n",
       "  'is_self': True,\n",
       "  'mod_note': None,\n",
       "  'created': 1571789388.0,\n",
       "  'link_flair_type': 'text',\n",
       "  'wls': None,\n",
       "  'banned_by': None,\n",
       "  'author_flair_type': 'text',\n",
       "  'domain': 'self.whisky',\n",
       "  'allow_live_comments': False,\n",
       "  'selftext_html': '&lt;!-- SC_OFF --&gt;&lt;div class=\"md\"&gt;&lt;p&gt;I&amp;#39;m hosting a Whisky tasting night at a local real ale/craft beer bar in November. First time I&amp;#39;ve done anything like this, was wondering what you guys thought of my line up for the night and the pricing etc.&lt;/p&gt;\\n\\n&lt;p&gt;Green Spot&lt;/p&gt;\\n\\n&lt;p&gt;Midleton Method &amp;amp; Madness Hungarian Oak&lt;/p&gt;\\n\\n&lt;p&gt;Timorous Beastie 10yr&lt;/p&gt;\\n\\n&lt;p&gt;Clynelish 14yr&lt;/p&gt;\\n\\n&lt;p&gt;Glenallachie 12yr&lt;/p&gt;\\n\\n&lt;p&gt;Bladnoch 17yr Californian Red Wine Cask&lt;/p&gt;\\n\\n&lt;p&gt;Ledaig 10yr&lt;/p&gt;\\n\\n&lt;p&gt;Octomore 08.1&lt;/p&gt;\\n\\n&lt;p&gt;£25 entry, 25ml pours.&lt;/p&gt;\\n\\n&lt;p&gt;Think that&amp;#39;s a nice progression through Irish single pot still, blended malt and Scottish single malt. Plenty to talk about there as well.&lt;/p&gt;\\n&lt;/div&gt;&lt;!-- SC_ON --&gt;',\n",
       "  'likes': None,\n",
       "  'suggested_sort': None,\n",
       "  'banned_at_utc': None,\n",
       "  'view_count': None,\n",
       "  'archived': False,\n",
       "  'no_follow': False,\n",
       "  'is_crosspostable': False,\n",
       "  'pinned': False,\n",
       "  'over_18': False,\n",
       "  'all_awardings': [],\n",
       "  'awarders': [],\n",
       "  'media_only': False,\n",
       "  'can_gild': False,\n",
       "  'spoiler': False,\n",
       "  'locked': False,\n",
       "  'author_flair_text': None,\n",
       "  'visited': False,\n",
       "  'num_reports': None,\n",
       "  'distinguished': None,\n",
       "  'subreddit_id': 't5_2qryn',\n",
       "  'mod_reason_by': None,\n",
       "  'removal_reason': None,\n",
       "  'link_flair_background_color': '',\n",
       "  'id': 'dlk3fi',\n",
       "  'is_robot_indexable': True,\n",
       "  'report_reasons': None,\n",
       "  'author': 'UisgeLobos',\n",
       "  'discussion_type': None,\n",
       "  'num_comments': 9,\n",
       "  'send_replies': True,\n",
       "  'whitelist_status': None,\n",
       "  'contest_mode': False,\n",
       "  'mod_reports': [],\n",
       "  'author_patreon_flair': False,\n",
       "  'author_flair_text_color': None,\n",
       "  'permalink': '/r/whisky/comments/dlk3fi/whisky_tasting_night/',\n",
       "  'parent_whitelist_status': None,\n",
       "  'stickied': False,\n",
       "  'url': 'https://www.reddit.com/r/whisky/comments/dlk3fi/whisky_tasting_night/',\n",
       "  'subreddit_subscribers': 20272,\n",
       "  'created_utc': 1571760588.0,\n",
       "  'num_crossposts': 0,\n",
       "  'media': None,\n",
       "  'is_video': False}}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# let's see if that value can be found anywhere within the final row in the json file\n",
    "w_json[\"data\"][\"children\"][len(w_json)-1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "It seems like `w_json[\"data\"][\"after\"]` corresponds to the name (i.e. id) for the very last post."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'after': 't3_dh31zt'}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "w_param = {\"after\": w_json[\"data\"][\"after\"] }\n",
    "w_param"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "200\n"
     ]
    }
   ],
   "source": [
    "w_res = requests.get(w_url, headers=headers, params=w_param)\n",
    "\n",
    "# Ex., 200 = OK, 400 = Bad Request, 403 = Forbidden, 404 = Not Found.\n",
    "print(w_res.status_code)\n",
    "\n",
    "w_html = w_res.text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "25\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'kind': 'Listing',\n",
       " 'data': {'modhash': '',\n",
       "  'dist': 25,\n",
       "  'children': [{'kind': 't3',\n",
       "    'data': {'approved_at_utc': None,\n",
       "     'subreddit': 'whisky',\n",
       "     'selftext': '',\n",
       "     'author_fullname': 't2_p04xvsi',\n",
       "     'saved': False,\n",
       "     'mod_reason_title': None,\n",
       "     'gilded': 0,\n",
       "     'clicked': False,\n",
       "     'title': 'The value Aberlour!',\n",
       "     'link_flair_richtext': [],\n",
       "     'subreddit_name_prefixed': 'r/whisky',\n",
       "     'hidden': False,\n",
       "     'pwls': None,\n",
       "     'link_flair_css_class': None,\n",
       "     'downs': 0,\n",
       "     'thumbnail_height': 140,\n",
       "     'hide_score': False,\n",
       "     'name': 't3_dgmpfi',\n",
       "     'quarantine': False,\n",
       "     'link_flair_text_color': 'dark',\n",
       "     'author_flair_background_color': None,\n",
       "     'subreddit_type': 'public',\n",
       "     'ups': 52,\n",
       "     'total_awards_received': 0,\n",
       "     'media_embed': {},\n",
       "     'thumbnail_width': 140,\n",
       "     'author_flair_template_id': None,\n",
       "     'is_original_content': False,\n",
       "     'user_reports': [],\n",
       "     'secure_media': None,\n",
       "     'is_reddit_media_domain': True,\n",
       "     'is_meta': False,\n",
       "     'category': None,\n",
       "     'secure_media_embed': {},\n",
       "     'link_flair_text': None,\n",
       "     'can_mod_post': False,\n",
       "     'score': 52,\n",
       "     'approved_by': None,\n",
       "     'thumbnail': 'https://b.thumbs.redditmedia.com/9hEUATYFp94Oe0mXxfOnB5KoKnOYig72JfHaMwBTNpg.jpg',\n",
       "     'edited': False,\n",
       "     'author_flair_css_class': None,\n",
       "     'steward_reports': [],\n",
       "     'author_flair_richtext': [],\n",
       "     'gildings': {},\n",
       "     'post_hint': 'image',\n",
       "     'content_categories': None,\n",
       "     'is_self': False,\n",
       "     'mod_note': None,\n",
       "     'created': 1570863460.0,\n",
       "     'link_flair_type': 'text',\n",
       "     'wls': None,\n",
       "     'banned_by': None,\n",
       "     'author_flair_type': 'text',\n",
       "     'domain': 'i.redd.it',\n",
       "     'allow_live_comments': False,\n",
       "     'selftext_html': None,\n",
       "     'likes': None,\n",
       "     'suggested_sort': None,\n",
       "     'banned_at_utc': None,\n",
       "     'view_count': None,\n",
       "     'archived': False,\n",
       "     'no_follow': False,\n",
       "     'is_crosspostable': False,\n",
       "     'pinned': False,\n",
       "     'over_18': False,\n",
       "     'preview': {'images': [{'source': {'url': 'https://preview.redd.it/ol2y2syeszr31.jpg?auto=webp&amp;s=cd3e0658f4cb36a566e2f4496590b574afe6238c',\n",
       "         'width': 3024,\n",
       "         'height': 4032},\n",
       "        'resolutions': [{'url': 'https://preview.redd.it/ol2y2syeszr31.jpg?width=108&amp;crop=smart&amp;auto=webp&amp;s=38ddf40dbd3ff35080088147cc6bf269973f248f',\n",
       "          'width': 108,\n",
       "          'height': 144},\n",
       "         {'url': 'https://preview.redd.it/ol2y2syeszr31.jpg?width=216&amp;crop=smart&amp;auto=webp&amp;s=e6e82bad37879a7e83bfa351672e7443b7f5384b',\n",
       "          'width': 216,\n",
       "          'height': 288},\n",
       "         {'url': 'https://preview.redd.it/ol2y2syeszr31.jpg?width=320&amp;crop=smart&amp;auto=webp&amp;s=fc9133593e642b59b60aace7d66f0d291a4400ee',\n",
       "          'width': 320,\n",
       "          'height': 426},\n",
       "         {'url': 'https://preview.redd.it/ol2y2syeszr31.jpg?width=640&amp;crop=smart&amp;auto=webp&amp;s=392564085455bc361a28b955e276f90b6605c352',\n",
       "          'width': 640,\n",
       "          'height': 853},\n",
       "         {'url': 'https://preview.redd.it/ol2y2syeszr31.jpg?width=960&amp;crop=smart&amp;auto=webp&amp;s=69120fc94c1b1d552cc7877969d730f0ae27bf88',\n",
       "          'width': 960,\n",
       "          'height': 1280},\n",
       "         {'url': 'https://preview.redd.it/ol2y2syeszr31.jpg?width=1080&amp;crop=smart&amp;auto=webp&amp;s=01caddde20a5766086cf0242274cf925b53ba268',\n",
       "          'width': 1080,\n",
       "          'height': 1440}],\n",
       "        'variants': {},\n",
       "        'id': 'C_Qo2130yS-EkCLAPf9D4rTNQCJOqBTzE8-WOj6qBls'}],\n",
       "      'enabled': True},\n",
       "     'all_awardings': [],\n",
       "     'awarders': [],\n",
       "     'media_only': False,\n",
       "     'can_gild': False,\n",
       "     'spoiler': False,\n",
       "     'locked': False,\n",
       "     'author_flair_text': None,\n",
       "     'visited': False,\n",
       "     'num_reports': None,\n",
       "     'distinguished': None,\n",
       "     'subreddit_id': 't5_2qryn',\n",
       "     'mod_reason_by': None,\n",
       "     'removal_reason': None,\n",
       "     'link_flair_background_color': '',\n",
       "     'id': 'dgmpfi',\n",
       "     'is_robot_indexable': True,\n",
       "     'report_reasons': None,\n",
       "     'author': 'metroplex313',\n",
       "     'discussion_type': None,\n",
       "     'num_comments': 8,\n",
       "     'send_replies': True,\n",
       "     'whitelist_status': None,\n",
       "     'contest_mode': False,\n",
       "     'mod_reports': [],\n",
       "     'author_patreon_flair': False,\n",
       "     'author_flair_text_color': None,\n",
       "     'permalink': '/r/whisky/comments/dgmpfi/the_value_aberlour/',\n",
       "     'parent_whitelist_status': None,\n",
       "     'stickied': False,\n",
       "     'url': 'https://i.redd.it/ol2y2syeszr31.jpg',\n",
       "     'subreddit_subscribers': 20272,\n",
       "     'created_utc': 1570834660.0,\n",
       "     'num_crossposts': 0,\n",
       "     'media': None,\n",
       "     'is_video': False}},\n",
       "   {'kind': 't3',\n",
       "    'data': {'approved_at_utc': None,\n",
       "     'subreddit': 'whisky',\n",
       "     'selftext': 'Which do you prefer?',\n",
       "     'author_fullname': 't2_9cs78',\n",
       "     'saved': False,\n",
       "     'mod_reason_title': None,\n",
       "     'gilded': 0,\n",
       "     'clicked': False,\n",
       "     'title': 'Aberlour 12 Double Cask vs. Balvenie 12 DoubleWood?',\n",
       "     'link_flair_richtext': [],\n",
       "     'subreddit_name_prefixed': 'r/whisky',\n",
       "     'hidden': False,\n",
       "     'pwls': None,\n",
       "     'link_flair_css_class': None,\n",
       "     'downs': 0,\n",
       "     'thumbnail_height': None,\n",
       "     'hide_score': False,\n",
       "     'name': 't3_dgsi1e',\n",
       "     'quarantine': False,\n",
       "     'link_flair_text_color': 'dark',\n",
       "     'author_flair_background_color': None,\n",
       "     'subreddit_type': 'public',\n",
       "     'ups': 2,\n",
       "     'total_awards_received': 0,\n",
       "     'media_embed': {},\n",
       "     'thumbnail_width': None,\n",
       "     'author_flair_template_id': None,\n",
       "     'is_original_content': False,\n",
       "     'user_reports': [],\n",
       "     'secure_media': None,\n",
       "     'is_reddit_media_domain': False,\n",
       "     'is_meta': False,\n",
       "     'category': None,\n",
       "     'secure_media_embed': {},\n",
       "     'link_flair_text': None,\n",
       "     'can_mod_post': False,\n",
       "     'score': 2,\n",
       "     'approved_by': None,\n",
       "     'thumbnail': 'self',\n",
       "     'edited': False,\n",
       "     'author_flair_css_class': None,\n",
       "     'steward_reports': [],\n",
       "     'author_flair_richtext': [],\n",
       "     'gildings': {},\n",
       "     'content_categories': None,\n",
       "     'is_self': True,\n",
       "     'mod_note': None,\n",
       "     'created': 1570898475.0,\n",
       "     'link_flair_type': 'text',\n",
       "     'wls': None,\n",
       "     'banned_by': None,\n",
       "     'author_flair_type': 'text',\n",
       "     'domain': 'self.whisky',\n",
       "     'allow_live_comments': False,\n",
       "     'selftext_html': '&lt;!-- SC_OFF --&gt;&lt;div class=\"md\"&gt;&lt;p&gt;Which do you prefer?&lt;/p&gt;\\n&lt;/div&gt;&lt;!-- SC_ON --&gt;',\n",
       "     'likes': None,\n",
       "     'suggested_sort': None,\n",
       "     'banned_at_utc': None,\n",
       "     'view_count': None,\n",
       "     'archived': False,\n",
       "     'no_follow': True,\n",
       "     'is_crosspostable': False,\n",
       "     'pinned': False,\n",
       "     'over_18': False,\n",
       "     'all_awardings': [],\n",
       "     'awarders': [],\n",
       "     'media_only': False,\n",
       "     'can_gild': False,\n",
       "     'spoiler': False,\n",
       "     'locked': False,\n",
       "     'author_flair_text': None,\n",
       "     'visited': False,\n",
       "     'num_reports': None,\n",
       "     'distinguished': None,\n",
       "     'subreddit_id': 't5_2qryn',\n",
       "     'mod_reason_by': None,\n",
       "     'removal_reason': None,\n",
       "     'link_flair_background_color': '',\n",
       "     'id': 'dgsi1e',\n",
       "     'is_robot_indexable': True,\n",
       "     'report_reasons': None,\n",
       "     'author': 'Salicath',\n",
       "     'discussion_type': None,\n",
       "     'num_comments': 5,\n",
       "     'send_replies': True,\n",
       "     'whitelist_status': None,\n",
       "     'contest_mode': False,\n",
       "     'mod_reports': [],\n",
       "     'author_patreon_flair': False,\n",
       "     'author_flair_text_color': None,\n",
       "     'permalink': '/r/whisky/comments/dgsi1e/aberlour_12_double_cask_vs_balvenie_12_doublewood/',\n",
       "     'parent_whitelist_status': None,\n",
       "     'stickied': False,\n",
       "     'url': 'https://www.reddit.com/r/whisky/comments/dgsi1e/aberlour_12_double_cask_vs_balvenie_12_doublewood/',\n",
       "     'subreddit_subscribers': 20272,\n",
       "     'created_utc': 1570869675.0,\n",
       "     'num_crossposts': 0,\n",
       "     'media': None,\n",
       "     'is_video': False}},\n",
       "   {'kind': 't3',\n",
       "    'data': {'approved_at_utc': None,\n",
       "     'subreddit': 'whisky',\n",
       "     'selftext': '',\n",
       "     'author_fullname': 't2_4ab1k',\n",
       "     'saved': False,\n",
       "     'mod_reason_title': None,\n",
       "     'gilded': 0,\n",
       "     'clicked': False,\n",
       "     'title': \"Glenmorangie's Head of Whisky Maturation Talks About The New The Quinta Ruban 14\",\n",
       "     'link_flair_richtext': [],\n",
       "     'subreddit_name_prefixed': 'r/whisky',\n",
       "     'hidden': False,\n",
       "     'pwls': None,\n",
       "     'link_flair_css_class': None,\n",
       "     'downs': 0,\n",
       "     'thumbnail_height': 105,\n",
       "     'hide_score': False,\n",
       "     'name': 't3_dg6dyf',\n",
       "     'quarantine': False,\n",
       "     'link_flair_text_color': 'dark',\n",
       "     'author_flair_background_color': None,\n",
       "     'subreddit_type': 'public',\n",
       "     'ups': 18,\n",
       "     'total_awards_received': 0,\n",
       "     'media_embed': {'content': '&lt;iframe width=\"600\" height=\"338\" src=\"https://www.youtube.com/embed/e6AcnX4eZX8?feature=oembed&amp;enablejsapi=1\" frameborder=\"0\" allow=\"accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen&gt;&lt;/iframe&gt;',\n",
       "      'width': 600,\n",
       "      'scrolling': False,\n",
       "      'height': 338},\n",
       "     'thumbnail_width': 140,\n",
       "     'author_flair_template_id': None,\n",
       "     'is_original_content': False,\n",
       "     'user_reports': [],\n",
       "     'secure_media': {'type': 'youtube.com',\n",
       "      'oembed': {'provider_url': 'https://www.youtube.com/',\n",
       "       'version': '1.0',\n",
       "       'title': 'Why Glenmorangie Made The Quinta Ruban 14 with Brendan McCarron, Head of Whisky Maturation',\n",
       "       'type': 'video',\n",
       "       'thumbnail_width': 480,\n",
       "       'height': 338,\n",
       "       'width': 600,\n",
       "       'html': '&lt;iframe width=\"600\" height=\"338\" src=\"https://www.youtube.com/embed/e6AcnX4eZX8?feature=oembed&amp;enablejsapi=1\" frameborder=\"0\" allow=\"accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen&gt;&lt;/iframe&gt;',\n",
       "       'author_name': 'Spirit Guide Society',\n",
       "       'provider_name': 'YouTube',\n",
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       "     'pwls': None,\n",
       "     'link_flair_css_class': None,\n",
       "     'downs': 0,\n",
       "     'thumbnail_height': 140,\n",
       "     'hide_score': False,\n",
       "     'name': 't3_dc7y8a',\n",
       "     'quarantine': False,\n",
       "     'link_flair_text_color': 'dark',\n",
       "     'author_flair_background_color': None,\n",
       "     'subreddit_type': 'public',\n",
       "     'ups': 90,\n",
       "     'total_awards_received': 0,\n",
       "     'media_embed': {},\n",
       "     'thumbnail_width': 140,\n",
       "     'author_flair_template_id': None,\n",
       "     'is_original_content': False,\n",
       "     'user_reports': [],\n",
       "     'secure_media': None,\n",
       "     'is_reddit_media_domain': True,\n",
       "     'is_meta': False,\n",
       "     'category': None,\n",
       "     'secure_media_embed': {},\n",
       "     'link_flair_text': None,\n",
       "     'can_mod_post': False,\n",
       "     'score': 90,\n",
       "     'approved_by': None,\n",
       "     'thumbnail': 'https://b.thumbs.redditmedia.com/hgK9O_k39jLApH5-gS551vuup4t1pzYncV5iKaCiNfE.jpg',\n",
       "     'edited': False,\n",
       "     'author_flair_css_class': None,\n",
       "     'steward_reports': [],\n",
       "     'author_flair_richtext': [],\n",
       "     'gildings': {},\n",
       "     'post_hint': 'image',\n",
       "     'content_categories': None,\n",
       "     'is_self': False,\n",
       "     'mod_note': None,\n",
       "     'created': 1570038206.0,\n",
       "     'link_flair_type': 'text',\n",
       "     'wls': None,\n",
       "     'banned_by': None,\n",
       "     'author_flair_type': 'text',\n",
       "     'domain': 'i.redd.it',\n",
       "     'allow_live_comments': False,\n",
       "     'selftext_html': None,\n",
       "     'likes': None,\n",
       "     'suggested_sort': None,\n",
       "     'banned_at_utc': None,\n",
       "     'view_count': None,\n",
       "     'archived': False,\n",
       "     'no_follow': False,\n",
       "     'is_crosspostable': False,\n",
       "     'pinned': False,\n",
       "     'over_18': False,\n",
       "     'preview': {'images': [{'source': {'url': 'https://preview.redd.it/c097euiim3q31.jpg?auto=webp&amp;s=ffec32f0a678fb77ef4f34768361e99fb02175d6',\n",
       "         'width': 720,\n",
       "         'height': 960},\n",
       "        'resolutions': [{'url': 'https://preview.redd.it/c097euiim3q31.jpg?width=108&amp;crop=smart&amp;auto=webp&amp;s=87c163032a33777a33563251c61b653e52fc06ac',\n",
       "          'width': 108,\n",
       "          'height': 144},\n",
       "         {'url': 'https://preview.redd.it/c097euiim3q31.jpg?width=216&amp;crop=smart&amp;auto=webp&amp;s=7f7018ba76278aa2caa3a6a3a9643f301858e432',\n",
       "          'width': 216,\n",
       "          'height': 288},\n",
       "         {'url': 'https://preview.redd.it/c097euiim3q31.jpg?width=320&amp;crop=smart&amp;auto=webp&amp;s=7d61843793fc2aae9e17e7650f8ef0b6e92e1889',\n",
       "          'width': 320,\n",
       "          'height': 426},\n",
       "         {'url': 'https://preview.redd.it/c097euiim3q31.jpg?width=640&amp;crop=smart&amp;auto=webp&amp;s=0fb1d77e6792c7a61d6780c3c6b6bc989ae22d9a',\n",
       "          'width': 640,\n",
       "          'height': 853}],\n",
       "        'variants': {},\n",
       "        'id': 'gf9_Vf07nAbBzZ4PeZ7nsqn6lN7WnSk3MfGOIEdNqxo'}],\n",
       "      'enabled': True},\n",
       "     'all_awardings': [],\n",
       "     'awarders': [],\n",
       "     'media_only': False,\n",
       "     'can_gild': False,\n",
       "     'spoiler': False,\n",
       "     'locked': False,\n",
       "     'author_flair_text': None,\n",
       "     'visited': False,\n",
       "     'num_reports': None,\n",
       "     'distinguished': None,\n",
       "     'subreddit_id': 't5_2qryn',\n",
       "     'mod_reason_by': None,\n",
       "     'removal_reason': None,\n",
       "     'link_flair_background_color': '',\n",
       "     'id': 'dc7y8a',\n",
       "     'is_robot_indexable': True,\n",
       "     'report_reasons': None,\n",
       "     'author': 'thespoiled',\n",
       "     'discussion_type': None,\n",
       "     'num_comments': 7,\n",
       "     'send_replies': True,\n",
       "     'whitelist_status': None,\n",
       "     'contest_mode': False,\n",
       "     'mod_reports': [],\n",
       "     'author_patreon_flair': False,\n",
       "     'author_flair_text_color': None,\n",
       "     'permalink': '/r/whisky/comments/dc7y8a/taste_the_sea/',\n",
       "     'parent_whitelist_status': None,\n",
       "     'stickied': False,\n",
       "     'url': 'https://i.redd.it/c097euiim3q31.jpg',\n",
       "     'subreddit_subscribers': 20272,\n",
       "     'created_utc': 1570009406.0,\n",
       "     'num_crossposts': 1,\n",
       "     'media': None,\n",
       "     'is_video': False}},\n",
       "   {'kind': 't3',\n",
       "    'data': {'approved_at_utc': None,\n",
       "     'subreddit': 'whisky',\n",
       "     'selftext': '',\n",
       "     'author_fullname': 't2_47qf0ojx',\n",
       "     'saved': False,\n",
       "     'mod_reason_title': None,\n",
       "     'gilded': 0,\n",
       "     'clicked': False,\n",
       "     'title': \"My first bottle of the Flora and Fauna range. Can't wait to open it\",\n",
       "     'link_flair_richtext': [],\n",
       "     'subreddit_name_prefixed': 'r/whisky',\n",
       "     'hidden': False,\n",
       "     'pwls': None,\n",
       "     'link_flair_css_class': None,\n",
       "     'downs': 0,\n",
       "     'thumbnail_height': 140,\n",
       "     'hide_score': False,\n",
       "     'name': 't3_dc076h',\n",
       "     'quarantine': False,\n",
       "     'link_flair_text_color': 'dark',\n",
       "     'author_flair_background_color': None,\n",
       "     'subreddit_type': 'public',\n",
       "     'ups': 29,\n",
       "     'total_awards_received': 0,\n",
       "     'media_embed': {},\n",
       "     'thumbnail_width': 140,\n",
       "     'author_flair_template_id': None,\n",
       "     'is_original_content': False,\n",
       "     'user_reports': [],\n",
       "     'secure_media': None,\n",
       "     'is_reddit_media_domain': True,\n",
       "     'is_meta': False,\n",
       "     'category': None,\n",
       "     'secure_media_embed': {},\n",
       "     'link_flair_text': None,\n",
       "     'can_mod_post': False,\n",
       "     'score': 29,\n",
       "     'approved_by': None,\n",
       "     'thumbnail': 'https://b.thumbs.redditmedia.com/0W4bVqJViuVoqVZcjVHMOGUlL95XyuMg2xpWbzvGFfQ.jpg',\n",
       "     'edited': False,\n",
       "     'author_flair_css_class': None,\n",
       "     'steward_reports': [],\n",
       "     'author_flair_richtext': [],\n",
       "     'gildings': {},\n",
       "     'post_hint': 'image',\n",
       "     'content_categories': None,\n",
       "     'is_self': False,\n",
       "     'mod_note': None,\n",
       "     'created': 1569994272.0,\n",
       "     'link_flair_type': 'text',\n",
       "     'wls': None,\n",
       "     'banned_by': None,\n",
       "     'author_flair_type': 'text',\n",
       "     'domain': 'i.redd.it',\n",
       "     'allow_live_comments': False,\n",
       "     'selftext_html': None,\n",
       "     'likes': None,\n",
       "     'suggested_sort': None,\n",
       "     'banned_at_utc': None,\n",
       "     'view_count': None,\n",
       "     'archived': False,\n",
       "     'no_follow': False,\n",
       "     'is_crosspostable': False,\n",
       "     'pinned': False,\n",
       "     'over_18': False,\n",
       "     'preview': {'images': [{'source': {'url': 'https://preview.redd.it/s9wlgglvzzp31.jpg?auto=webp&amp;s=7c42f483e96537a14626ba57ef02e8533359155f',\n",
       "         'width': 1591,\n",
       "         'height': 3024},\n",
       "        'resolutions': [{'url': 'https://preview.redd.it/s9wlgglvzzp31.jpg?width=108&amp;crop=smart&amp;auto=webp&amp;s=241ccb7a640363ef0c27ac3e839182c111cb11b1',\n",
       "          'width': 108,\n",
       "          'height': 205},\n",
       "         {'url': 'https://preview.redd.it/s9wlgglvzzp31.jpg?width=216&amp;crop=smart&amp;auto=webp&amp;s=f412ab9c91503635da59201ce7c3ba9a64efadfb',\n",
       "          'width': 216,\n",
       "          'height': 410},\n",
       "         {'url': 'https://preview.redd.it/s9wlgglvzzp31.jpg?width=320&amp;crop=smart&amp;auto=webp&amp;s=d3c286952d96edcbfae1c75bc267b19f308d7b47',\n",
       "          'width': 320,\n",
       "          'height': 608},\n",
       "         {'url': 'https://preview.redd.it/s9wlgglvzzp31.jpg?width=640&amp;crop=smart&amp;auto=webp&amp;s=5d2d703c033a7eeba9e59693ecbee837e96f9126',\n",
       "          'width': 640,\n",
       "          'height': 1216},\n",
       "         {'url': 'https://preview.redd.it/s9wlgglvzzp31.jpg?width=960&amp;crop=smart&amp;auto=webp&amp;s=af2bbf49312f9edd18a519db6f1e7565d28bc14b',\n",
       "          'width': 960,\n",
       "          'height': 1824},\n",
       "         {'url': 'https://preview.redd.it/s9wlgglvzzp31.jpg?width=1080&amp;crop=smart&amp;auto=webp&amp;s=b669841de33f8b2d27fbaf6c3dade7787772f73f',\n",
       "          'width': 1080,\n",
       "          'height': 2052}],\n",
       "        'variants': {},\n",
       "        'id': 'VCEAwq9vjSKvCB5oMifvIX_UX2qEgA_f-85lcKmR97k'}],\n",
       "      'enabled': True},\n",
       "     'all_awardings': [],\n",
       "     'awarders': [],\n",
       "     'media_only': False,\n",
       "     'can_gild': False,\n",
       "     'spoiler': False,\n",
       "     'locked': False,\n",
       "     'author_flair_text': None,\n",
       "     'visited': False,\n",
       "     'num_reports': None,\n",
       "     'distinguished': None,\n",
       "     'subreddit_id': 't5_2qryn',\n",
       "     'mod_reason_by': None,\n",
       "     'removal_reason': None,\n",
       "     'link_flair_background_color': '',\n",
       "     'id': 'dc076h',\n",
       "     'is_robot_indexable': True,\n",
       "     'report_reasons': None,\n",
       "     'author': 'AlphaRatte',\n",
       "     'discussion_type': None,\n",
       "     'num_comments': 11,\n",
       "     'send_replies': True,\n",
       "     'whitelist_status': None,\n",
       "     'contest_mode': False,\n",
       "     'mod_reports': [],\n",
       "     'author_patreon_flair': False,\n",
       "     'author_flair_text_color': None,\n",
       "     'permalink': '/r/whisky/comments/dc076h/my_first_bottle_of_the_flora_and_fauna_range_cant/',\n",
       "     'parent_whitelist_status': None,\n",
       "     'stickied': False,\n",
       "     'url': 'https://i.redd.it/s9wlgglvzzp31.jpg',\n",
       "     'subreddit_subscribers': 20272,\n",
       "     'created_utc': 1569965472.0,\n",
       "     'num_crossposts': 0,\n",
       "     'media': None,\n",
       "     'is_video': False}},\n",
       "   {'kind': 't3',\n",
       "    'data': {'approved_at_utc': None,\n",
       "     'subreddit': 'whisky',\n",
       "     'selftext': '',\n",
       "     'author_fullname': 't2_14u3we',\n",
       "     'saved': False,\n",
       "     'mod_reason_title': None,\n",
       "     'gilded': 0,\n",
       "     'clicked': False,\n",
       "     'title': 'Just Cracked Open a New Stagg Jr ~ Super Complex &amp; Tasty, but the 66.15% ABV Can Curl Your Toes',\n",
       "     'link_flair_richtext': [],\n",
       "     'subreddit_name_prefixed': 'r/whisky',\n",
       "     'hidden': False,\n",
       "     'pwls': None,\n",
       "     'link_flair_css_class': None,\n",
       "     'downs': 0,\n",
       "     'thumbnail_height': 136,\n",
       "     'hide_score': False,\n",
       "     'name': 't3_dbzuvg',\n",
       "     'quarantine': False,\n",
       "     'link_flair_text_color': 'dark',\n",
       "     'author_flair_background_color': None,\n",
       "     'subreddit_type': 'public',\n",
       "     'ups': 5,\n",
       "     'total_awards_received': 0,\n",
       "     'media_embed': {},\n",
       "     'thumbnail_width': 140,\n",
       "     'author_flair_template_id': None,\n",
       "     'is_original_content': False,\n",
       "     'user_reports': [],\n",
       "     'secure_media': None,\n",
       "     'is_reddit_media_domain': True,\n",
       "     'is_meta': False,\n",
       "     'category': None,\n",
       "     'secure_media_embed': {},\n",
       "     'link_flair_text': None,\n",
       "     'can_mod_post': False,\n",
       "     'score': 5,\n",
       "     'approved_by': None,\n",
       "     'thumbnail': 'https://a.thumbs.redditmedia.com/odjrFTFf-JbWW1LVHhuq_BYuvObaeJwuiINLV6yNUZ8.jpg',\n",
       "     'edited': False,\n",
       "     'author_flair_css_class': None,\n",
       "     'steward_reports': [],\n",
       "     'author_flair_richtext': [],\n",
       "     'gildings': {},\n",
       "     'post_hint': 'image',\n",
       "     'content_categories': None,\n",
       "     'is_self': False,\n",
       "     'mod_note': None,\n",
       "     'created': 1569992880.0,\n",
       "     'link_flair_type': 'text',\n",
       "     'wls': None,\n",
       "     'banned_by': None,\n",
       "     'author_flair_type': 'text',\n",
       "     'domain': 'i.redd.it',\n",
       "     'allow_live_comments': False,\n",
       "     'selftext_html': None,\n",
       "     'likes': None,\n",
       "     'suggested_sort': None,\n",
       "     'banned_at_utc': None,\n",
       "     'view_count': None,\n",
       "     'archived': False,\n",
       "     'no_follow': False,\n",
       "     'is_crosspostable': False,\n",
       "     'pinned': False,\n",
       "     'over_18': False,\n",
       "     'preview': {'images': [{'source': {'url': 'https://preview.redd.it/qrx0u7oqvzp31.jpg?auto=webp&amp;s=d641e0f3a1f873506b23ae54b139edec582fbc66',\n",
       "         'width': 3029,\n",
       "         'height': 2945},\n",
       "        'resolutions': [{'url': 'https://preview.redd.it/qrx0u7oqvzp31.jpg?width=108&amp;crop=smart&amp;auto=webp&amp;s=95a3839b05271b4e7fedd57070ad1c42bcc2b3da',\n",
       "          'width': 108,\n",
       "          'height': 105},\n",
       "         {'url': 'https://preview.redd.it/qrx0u7oqvzp31.jpg?width=216&amp;crop=smart&amp;auto=webp&amp;s=68e3947ae1edb306e57773246c139547dd737706',\n",
       "          'width': 216,\n",
       "          'height': 210},\n",
       "         {'url': 'https://preview.redd.it/qrx0u7oqvzp31.jpg?width=320&amp;crop=smart&amp;auto=webp&amp;s=04b634f9cc77bc6635c07bbdb65f8afc9452114b',\n",
       "          'width': 320,\n",
       "          'height': 311},\n",
       "         {'url': 'https://preview.redd.it/qrx0u7oqvzp31.jpg?width=640&amp;crop=smart&amp;auto=webp&amp;s=c25ea6ebf14ac9af77fae1af80b1ba77c4a6896f',\n",
       "          'width': 640,\n",
       "          'height': 622},\n",
       "         {'url': 'https://preview.redd.it/qrx0u7oqvzp31.jpg?width=960&amp;crop=smart&amp;auto=webp&amp;s=265f487a71f8b3bfca990ed9586bbb10ebb3b72d',\n",
       "          'width': 960,\n",
       "          'height': 933},\n",
       "         {'url': 'https://preview.redd.it/qrx0u7oqvzp31.jpg?width=1080&amp;crop=smart&amp;auto=webp&amp;s=a44ae45f363f74f77c477ae1828636b3b99ef81a',\n",
       "          'width': 1080,\n",
       "          'height': 1050}],\n",
       "        'variants': {},\n",
       "        'id': 'PsS8jd1X8ibnNJXLwKQaVVhjA5k-DTqA1rl6-cBdk2U'}],\n",
       "      'enabled': True},\n",
       "     'all_awardings': [],\n",
       "     'awarders': [],\n",
       "     'media_only': False,\n",
       "     'can_gild': False,\n",
       "     'spoiler': False,\n",
       "     'locked': False,\n",
       "     'author_flair_text': None,\n",
       "     'visited': False,\n",
       "     'num_reports': None,\n",
       "     'distinguished': None,\n",
       "     'subreddit_id': 't5_2qryn',\n",
       "     'mod_reason_by': None,\n",
       "     'removal_reason': None,\n",
       "     'link_flair_background_color': '',\n",
       "     'id': 'dbzuvg',\n",
       "     'is_robot_indexable': True,\n",
       "     'report_reasons': None,\n",
       "     'author': 'Theauthor_13',\n",
       "     'discussion_type': None,\n",
       "     'num_comments': 5,\n",
       "     'send_replies': True,\n",
       "     'whitelist_status': None,\n",
       "     'contest_mode': False,\n",
       "     'mod_reports': [],\n",
       "     'author_patreon_flair': False,\n",
       "     'author_flair_text_color': None,\n",
       "     'permalink': '/r/whisky/comments/dbzuvg/just_cracked_open_a_new_stagg_jr_super_complex/',\n",
       "     'parent_whitelist_status': None,\n",
       "     'stickied': False,\n",
       "     'url': 'https://i.redd.it/qrx0u7oqvzp31.jpg',\n",
       "     'subreddit_subscribers': 20272,\n",
       "     'created_utc': 1569964080.0,\n",
       "     'num_crossposts': 0,\n",
       "     'media': None,\n",
       "     'is_video': False}}],\n",
       "  'after': 't3_dbzuvg',\n",
       "  'before': None}}"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "w_json2 = w_res.json()\n",
    "\n",
    "# getting the length of our next json set\n",
    "print(len(w_json2[\"data\"][\"children\"]))\n",
    "\n",
    "w_json2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 481,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'after': 't3_dbzuvg'}"
      ]
     },
     "execution_count": 481,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "{\"after\": w_json2[\"data\"][\"after\"] }"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Extracting json files and exporting into csv\n",
    "\n",
    "Now that we've figured out how to keep accessing each new set of 25 rows, we can create a function `ext_subr()` that will \n",
    "* make multiple API calls to extract json files\n",
    "* loop through each json file to build our list of posts\n",
    "* return that list of posts as a DataFrame object with `'name' ` as the index\n",
    "* save the DataFrame into a csv object into the current folder\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# function to extract a subreddit\n",
    "def ext_subr(url, csv_name): \n",
    "    \n",
    "    headers = {\"User-agent\": \"Fish\" }\n",
    "    param = \"\"\n",
    "    \n",
    "    this_list = []\n",
    "    \n",
    "    n_per_call = 25 # known number of rows an API call typically provides\n",
    "    n_calls = int(1000/n_per_call) # number of times we need to do API calls to get 1000 rows of data\n",
    "\n",
    "\n",
    "    n_rows = 0 # to help us keep track of the number of rows we've extracted from the subreddit\n",
    "\n",
    "    for calls in range(n_calls): \n",
    "\n",
    "        print(f\"Running batch #{calls+1}\")\n",
    "\n",
    "        res = requests.get(url, headers=headers, params=param)\n",
    "        status = res.status_code\n",
    "\n",
    "        # to 'catch' incidences when we have trouble establishing a connection with the server, and to break out of the for loop\n",
    "        if status != 200: \n",
    "\n",
    "            print(\"Error retrieving json\")\n",
    "            break\n",
    "\n",
    "        else: \n",
    "\n",
    "            this_json = res.json()\n",
    "            param = {\"after\": this_json[\"data\"][\"after\"] }\n",
    "            print(\"size of json file is:\",len(this_json[\"data\"][\"children\"]) )\n",
    "            n_rows = n_rows + len(this_json[\"data\"][\"children\"])\n",
    "\n",
    "            # just in case we don't have 1000 rows of data to work with\n",
    "            if (param[\"after\"] == \"\"):\n",
    "                for row in range(len(this_json[\"data\"][\"children\"])):\n",
    "                    this_list.append(this_json[\"data\"][\"children\"][row][\"data\"])\n",
    "\n",
    "\n",
    "                # since we're on the last \"page\"\"in the reddit we need to break out of the for loop            \n",
    "                break\n",
    "\n",
    "            else:\n",
    "                for row in range(len(this_json[\"data\"][\"children\"])):\n",
    "                    this_list.append(this_json[\"data\"][\"children\"][row][\"data\"])\n",
    "\n",
    "            print(\"---\\n\")\n",
    "\n",
    "\n",
    "\n",
    "        # taking a pause before the next API call to prevent overloading the server (or getting flagged as a DDOS attack!)\n",
    "        time.sleep(1)\n",
    "\n",
    "    print(\"TOTAL rows retrieved:\", n_rows)\n",
    "    \n",
    "    \n",
    "    df = pd.DataFrame(this_list)\n",
    "\n",
    "    # we want to re-order the columns so that we can look at the most useful columns first\n",
    "    cols_to_order = [\"name\", \"author\", \"created\", \"title\", \"selftext\", \"selftext_html\", \"url\", \"media\", \"subreddit\"]\n",
    "    new_columns = cols_to_order + (df.columns.drop(cols_to_order).tolist())\n",
    "    df = df[new_columns]\n",
    "    \n",
    "    df.to_csv(csv_name, index=False)\n",
    "    \n",
    "    print(f\"Returning DataFrame created from {url}\")\n",
    "    print(f\"{csv_name} created in current folder.\")\n",
    "    \n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "w_url = \"https://www.reddit.com/r/whisky.json\"\n",
    "v_url = \"https://www.reddit.com/r/wine.json\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running batch #1\n",
      "size of json file is: 27\n",
      "---\n",
      "\n",
      "Running batch #2\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #3\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #4\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #5\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #6\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #7\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #8\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #9\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #10\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #11\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #12\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #13\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #14\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #15\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #16\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #17\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #18\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #19\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #20\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #21\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #22\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #23\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #24\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #25\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #26\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #27\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #28\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #29\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #30\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #31\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #32\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #33\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #34\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #35\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #36\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #37\n",
      "size of json file is: 12\n",
      "---\n",
      "\n",
      "Running batch #38\n",
      "size of json file is: 27\n",
      "---\n",
      "\n",
      "Running batch #39\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #40\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "TOTAL rows retrieved: 991\n",
      "Returning DataFrame created from https://www.reddit.com/r/wine.json\n",
      "raw_vino.csv created in current folder.\n"
     ]
    }
   ],
   "source": [
    "raw_vino = ext_subr(v_url, \"raw_vino.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(991, 104)\n",
      "\n"
     ]
    },
    {
     "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>name</th>\n",
       "      <th>author</th>\n",
       "      <th>created</th>\n",
       "      <th>title</th>\n",
       "      <th>selftext</th>\n",
       "      <th>selftext_html</th>\n",
       "      <th>url</th>\n",
       "      <th>media</th>\n",
       "      <th>subreddit</th>\n",
       "      <th>all_awardings</th>\n",
       "      <th>allow_live_comments</th>\n",
       "      <th>approved_at_utc</th>\n",
       "      <th>approved_by</th>\n",
       "      <th>archived</th>\n",
       "      <th>author_flair_background_color</th>\n",
       "      <th>author_flair_css_class</th>\n",
       "      <th>author_flair_richtext</th>\n",
       "      <th>author_flair_template_id</th>\n",
       "      <th>author_flair_text</th>\n",
       "      <th>author_flair_text_color</th>\n",
       "      <th>author_flair_type</th>\n",
       "      <th>author_fullname</th>\n",
       "      <th>author_patreon_flair</th>\n",
       "      <th>awarders</th>\n",
       "      <th>banned_at_utc</th>\n",
       "      <th>banned_by</th>\n",
       "      <th>can_gild</th>\n",
       "      <th>can_mod_post</th>\n",
       "      <th>category</th>\n",
       "      <th>clicked</th>\n",
       "      <th>content_categories</th>\n",
       "      <th>contest_mode</th>\n",
       "      <th>created_utc</th>\n",
       "      <th>crosspost_parent</th>\n",
       "      <th>crosspost_parent_list</th>\n",
       "      <th>discussion_type</th>\n",
       "      <th>distinguished</th>\n",
       "      <th>domain</th>\n",
       "      <th>downs</th>\n",
       "      <th>edited</th>\n",
       "      <th>gilded</th>\n",
       "      <th>gildings</th>\n",
       "      <th>hidden</th>\n",
       "      <th>hide_score</th>\n",
       "      <th>id</th>\n",
       "      <th>is_crosspostable</th>\n",
       "      <th>is_meta</th>\n",
       "      <th>is_original_content</th>\n",
       "      <th>is_reddit_media_domain</th>\n",
       "      <th>is_robot_indexable</th>\n",
       "      <th>is_self</th>\n",
       "      <th>is_video</th>\n",
       "      <th>likes</th>\n",
       "      <th>link_flair_background_color</th>\n",
       "      <th>link_flair_css_class</th>\n",
       "      <th>link_flair_richtext</th>\n",
       "      <th>link_flair_text</th>\n",
       "      <th>link_flair_text_color</th>\n",
       "      <th>link_flair_type</th>\n",
       "      <th>locked</th>\n",
       "      <th>media_embed</th>\n",
       "      <th>media_metadata</th>\n",
       "      <th>media_only</th>\n",
       "      <th>mod_note</th>\n",
       "      <th>mod_reason_by</th>\n",
       "      <th>mod_reason_title</th>\n",
       "      <th>mod_reports</th>\n",
       "      <th>no_follow</th>\n",
       "      <th>num_comments</th>\n",
       "      <th>num_crossposts</th>\n",
       "      <th>num_reports</th>\n",
       "      <th>over_18</th>\n",
       "      <th>parent_whitelist_status</th>\n",
       "      <th>permalink</th>\n",
       "      <th>pinned</th>\n",
       "      <th>post_hint</th>\n",
       "      <th>preview</th>\n",
       "      <th>pwls</th>\n",
       "      <th>quarantine</th>\n",
       "      <th>removal_reason</th>\n",
       "      <th>report_reasons</th>\n",
       "      <th>saved</th>\n",
       "      <th>score</th>\n",
       "      <th>secure_media</th>\n",
       "      <th>secure_media_embed</th>\n",
       "      <th>send_replies</th>\n",
       "      <th>spoiler</th>\n",
       "      <th>steward_reports</th>\n",
       "      <th>stickied</th>\n",
       "      <th>subreddit_id</th>\n",
       "      <th>subreddit_name_prefixed</th>\n",
       "      <th>subreddit_subscribers</th>\n",
       "      <th>subreddit_type</th>\n",
       "      <th>suggested_sort</th>\n",
       "      <th>thumbnail</th>\n",
       "      <th>thumbnail_height</th>\n",
       "      <th>thumbnail_width</th>\n",
       "      <th>total_awards_received</th>\n",
       "      <th>ups</th>\n",
       "      <th>user_reports</th>\n",
       "      <th>view_count</th>\n",
       "      <th>visited</th>\n",
       "      <th>whitelist_status</th>\n",
       "      <th>wls</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>t3_dibnii</td>\n",
       "      <td>PhoenixRising20</td>\n",
       "      <td>1.571191e+09</td>\n",
       "      <td>**Monthly Wine Challenge - October 2019 Tastin...</td>\n",
       "      <td>Hi  Everyone!  I'm on time this month!  And ea...</td>\n",
       "      <td>&amp;lt;!-- SC_OFF --&amp;gt;&amp;lt;div class=\"md\"&amp;gt;&amp;lt...</td>\n",
       "      <td>https://www.reddit.com/r/wine/comments/dibnii/...</td>\n",
       "      <td>None</td>\n",
       "      <td>wine</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>Wino</td>\n",
       "      <td>dark</td>\n",
       "      <td>text</td>\n",
       "      <td>t2_b8geq</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>1.571162e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>self.wine</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>{}</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>dibnii</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>dark</td>\n",
       "      <td>text</td>\n",
       "      <td>False</td>\n",
       "      <td>{}</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>all_ads</td>\n",
       "      <td>/r/wine/comments/dibnii/monthly_wine_challenge...</td>\n",
       "      <td>False</td>\n",
       "      <td>self</td>\n",
       "      <td>{'images': [{'source': {'url': 'https://extern...</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>19</td>\n",
       "      <td>None</td>\n",
       "      <td>{}</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>t5_2qhs8</td>\n",
       "      <td>r/wine</td>\n",
       "      <td>95627</td>\n",
       "      <td>public</td>\n",
       "      <td>None</td>\n",
       "      <td>self</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>all_ads</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>t3_djmwhi</td>\n",
       "      <td>CondorKhan</td>\n",
       "      <td>1.571431e+09</td>\n",
       "      <td>Free Talk Friday</td>\n",
       "      <td>Bottle porn without notes, random musings, off...</td>\n",
       "      <td>&amp;lt;!-- SC_OFF --&amp;gt;&amp;lt;div class=\"md\"&amp;gt;&amp;lt...</td>\n",
       "      <td>https://www.reddit.com/r/wine/comments/djmwhi/...</td>\n",
       "      <td>None</td>\n",
       "      <td>wine</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>text</td>\n",
       "      <td>t2_89rd5</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>1.571402e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>moderator</td>\n",
       "      <td>self.wine</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>{}</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>djmwhi</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>dark</td>\n",
       "      <td>text</td>\n",
       "      <td>False</td>\n",
       "      <td>{}</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>all_ads</td>\n",
       "      <td>/r/wine/comments/djmwhi/free_talk_friday/</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>8</td>\n",
       "      <td>None</td>\n",
       "      <td>{}</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>t5_2qhs8</td>\n",
       "      <td>r/wine</td>\n",
       "      <td>95627</td>\n",
       "      <td>public</td>\n",
       "      <td>None</td>\n",
       "      <td>self</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>all_ads</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>t3_dmk4y8</td>\n",
       "      <td>nickro5</td>\n",
       "      <td>1.571969e+09</td>\n",
       "      <td>Any info on this wine? Found in a cellar that'...</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>https://i.redd.it/bq6v03jf3ju31.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>wine</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>text</td>\n",
       "      <td>t2_18xfrbfj</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>1.571940e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>i.redd.it</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>{}</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>dmk4y8</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>dark</td>\n",
       "      <td>text</td>\n",
       "      <td>False</td>\n",
       "      <td>{}</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>all_ads</td>\n",
       "      <td>/r/wine/comments/dmk4y8/any_info_on_this_wine_...</td>\n",
       "      <td>False</td>\n",
       "      <td>image</td>\n",
       "      <td>{'images': [{'source': {'url': 'https://previe...</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>13</td>\n",
       "      <td>None</td>\n",
       "      <td>{}</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>t5_2qhs8</td>\n",
       "      <td>r/wine</td>\n",
       "      <td>95627</td>\n",
       "      <td>public</td>\n",
       "      <td>None</td>\n",
       "      <td>https://a.thumbs.redditmedia.com/OVEmqD7HSdpq9...</td>\n",
       "      <td>140.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>all_ads</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>t3_dmhv2s</td>\n",
       "      <td>unusualbehavior</td>\n",
       "      <td>1.571959e+09</td>\n",
       "      <td>Seeking recommendations for wine(s) to pair wi...</td>\n",
       "      <td>Hi r/wine! I’m making [this](https://thewander...</td>\n",
       "      <td>&amp;lt;!-- SC_OFF --&amp;gt;&amp;lt;div class=\"md\"&amp;gt;&amp;lt...</td>\n",
       "      <td>https://www.reddit.com/r/wine/comments/dmhv2s/...</td>\n",
       "      <td>None</td>\n",
       "      <td>wine</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>text</td>\n",
       "      <td>t2_c1ykjt0</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>1.571930e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>self.wine</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>{}</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>dmhv2s</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>dark</td>\n",
       "      <td>text</td>\n",
       "      <td>False</td>\n",
       "      <td>{}</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>all_ads</td>\n",
       "      <td>/r/wine/comments/dmhv2s/seeking_recommendation...</td>\n",
       "      <td>False</td>\n",
       "      <td>self</td>\n",
       "      <td>{'images': [{'source': {'url': 'https://extern...</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>11</td>\n",
       "      <td>None</td>\n",
       "      <td>{}</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>t5_2qhs8</td>\n",
       "      <td>r/wine</td>\n",
       "      <td>95627</td>\n",
       "      <td>public</td>\n",
       "      <td>None</td>\n",
       "      <td>self</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>all_ads</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>t3_dm31kn</td>\n",
       "      <td>noodlemen2</td>\n",
       "      <td>1.571882e+09</td>\n",
       "      <td>Despite a last minute pants crisis, I passed!</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>https://i.redd.it/czkgyltbybu31.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>wine</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>text</td>\n",
       "      <td>t2_12mfgd</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>1.571854e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>i.redd.it</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>{}</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>dm31kn</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>dark</td>\n",
       "      <td>text</td>\n",
       "      <td>False</td>\n",
       "      <td>{}</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>48</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>all_ads</td>\n",
       "      <td>/r/wine/comments/dm31kn/despite_a_last_minute_...</td>\n",
       "      <td>False</td>\n",
       "      <td>image</td>\n",
       "      <td>{'images': [{'source': {'url': 'https://previe...</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>454</td>\n",
       "      <td>None</td>\n",
       "      <td>{}</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>t5_2qhs8</td>\n",
       "      <td>r/wine</td>\n",
       "      <td>95627</td>\n",
       "      <td>public</td>\n",
       "      <td>None</td>\n",
       "      <td>https://b.thumbs.redditmedia.com/KPd9gSlElgyDX...</td>\n",
       "      <td>94.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>0</td>\n",
       "      <td>454</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>all_ads</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>t3_dmd3c6</td>\n",
       "      <td>Hyrman</td>\n",
       "      <td>1.571932e+09</td>\n",
       "      <td>Wine bottle stopper fresh off the lathe</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>https://i.redd.it/0nenw89r1gu31.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>wine</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>text</td>\n",
       "      <td>t2_1i5tlrci</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>1.571903e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>i.redd.it</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>{}</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>dmd3c6</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>dark</td>\n",
       "      <td>text</td>\n",
       "      <td>False</td>\n",
       "      <td>{}</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>all_ads</td>\n",
       "      <td>/r/wine/comments/dmd3c6/wine_bottle_stopper_fr...</td>\n",
       "      <td>False</td>\n",
       "      <td>image</td>\n",
       "      <td>{'images': [{'source': {'url': 'https://previe...</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>32</td>\n",
       "      <td>None</td>\n",
       "      <td>{}</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>t5_2qhs8</td>\n",
       "      <td>r/wine</td>\n",
       "      <td>95627</td>\n",
       "      <td>public</td>\n",
       "      <td>None</td>\n",
       "      <td>https://b.thumbs.redditmedia.com/dBHsEYJ6mx5dr...</td>\n",
       "      <td>140.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>all_ads</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>t3_dm6cqp</td>\n",
       "      <td>JulienMiquel</td>\n",
       "      <td>1.571896e+09</td>\n",
       "      <td>Cabernet Franc wines from the Loire can be inc...</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>https://i.redd.it/76vzqwin2du31.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>wine</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>9670473a-bb06-11e1-aa05-12313b088941</td>\n",
       "      <td>Wine Pro</td>\n",
       "      <td>dark</td>\n",
       "      <td>text</td>\n",
       "      <td>t2_114s99is</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>1.571867e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>i.redd.it</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>{}</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>dm6cqp</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>dark</td>\n",
       "      <td>text</td>\n",
       "      <td>False</td>\n",
       "      <td>{}</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>all_ads</td>\n",
       "      <td>/r/wine/comments/dm6cqp/cabernet_franc_wines_f...</td>\n",
       "      <td>False</td>\n",
       "      <td>image</td>\n",
       "      <td>{'images': [{'source': {'url': 'https://previe...</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>136</td>\n",
       "      <td>None</td>\n",
       "      <td>{}</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>t5_2qhs8</td>\n",
       "      <td>r/wine</td>\n",
       "      <td>95627</td>\n",
       "      <td>public</td>\n",
       "      <td>None</td>\n",
       "      <td>https://b.thumbs.redditmedia.com/46xfnMfVeGAhW...</td>\n",
       "      <td>105.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>0</td>\n",
       "      <td>136</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>all_ads</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>t3_dm9jdr</td>\n",
       "      <td>shenglih</td>\n",
       "      <td>1.571911e+09</td>\n",
       "      <td>Excited to see the two giants in person today!</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>https://i.redd.it/8xf16c2v9eu31.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>wine</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>text</td>\n",
       "      <td>t2_10lazs</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>1.571882e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>i.redd.it</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>{}</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>dm9jdr</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>dark</td>\n",
       "      <td>text</td>\n",
       "      <td>False</td>\n",
       "      <td>{}</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>all_ads</td>\n",
       "      <td>/r/wine/comments/dm9jdr/excited_to_see_the_two...</td>\n",
       "      <td>False</td>\n",
       "      <td>image</td>\n",
       "      <td>{'images': [{'source': {'url': 'https://previe...</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>48</td>\n",
       "      <td>None</td>\n",
       "      <td>{}</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>t5_2qhs8</td>\n",
       "      <td>r/wine</td>\n",
       "      <td>95627</td>\n",
       "      <td>public</td>\n",
       "      <td>None</td>\n",
       "      <td>https://b.thumbs.redditmedia.com/sCpsgG1L3Iw_P...</td>\n",
       "      <td>105.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>0</td>\n",
       "      <td>48</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>all_ads</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>t3_dm9rs2</td>\n",
       "      <td>milovat</td>\n",
       "      <td>1.571912e+09</td>\n",
       "      <td>And so it begins. Hopefully in 4-6 months I’ll...</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>https://i.redd.it/p24n1bq9deu31.png</td>\n",
       "      <td>None</td>\n",
       "      <td>wine</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>text</td>\n",
       "      <td>t2_jwtaxci</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>1.571883e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>i.redd.it</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>{}</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>dm9rs2</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>dark</td>\n",
       "      <td>text</td>\n",
       "      <td>False</td>\n",
       "      <td>{}</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>all_ads</td>\n",
       "      <td>/r/wine/comments/dm9rs2/and_so_it_begins_hopef...</td>\n",
       "      <td>False</td>\n",
       "      <td>image</td>\n",
       "      <td>{'images': [{'source': {'url': 'https://previe...</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>39</td>\n",
       "      <td>None</td>\n",
       "      <td>{}</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>t5_2qhs8</td>\n",
       "      <td>r/wine</td>\n",
       "      <td>95627</td>\n",
       "      <td>public</td>\n",
       "      <td>None</td>\n",
       "      <td>https://b.thumbs.redditmedia.com/N0G4I06y8lnWF...</td>\n",
       "      <td>104.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>all_ads</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>t3_dm9pv6</td>\n",
       "      <td>had-me-at-bi-weekly</td>\n",
       "      <td>1.571911e+09</td>\n",
       "      <td>Celebratory East Bench Ridge</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>https://i.redd.it/se78nujjceu31.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>wine</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>text</td>\n",
       "      <td>t2_q3x01ln</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>1.571883e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>i.redd.it</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>{}</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>dm9pv6</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>dark</td>\n",
       "      <td>text</td>\n",
       "      <td>False</td>\n",
       "      <td>{}</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>all_ads</td>\n",
       "      <td>/r/wine/comments/dm9pv6/celebratory_east_bench...</td>\n",
       "      <td>False</td>\n",
       "      <td>image</td>\n",
       "      <td>{'images': [{'source': {'url': 'https://previe...</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>37</td>\n",
       "      <td>None</td>\n",
       "      <td>{}</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>t5_2qhs8</td>\n",
       "      <td>r/wine</td>\n",
       "      <td>95627</td>\n",
       "      <td>public</td>\n",
       "      <td>None</td>\n",
       "      <td>https://b.thumbs.redditmedia.com/fHQheAW66qcik...</td>\n",
       "      <td>140.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>all_ads</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        name               author       created  \\\n",
       "0  t3_dibnii      PhoenixRising20  1.571191e+09   \n",
       "1  t3_djmwhi           CondorKhan  1.571431e+09   \n",
       "2  t3_dmk4y8              nickro5  1.571969e+09   \n",
       "3  t3_dmhv2s      unusualbehavior  1.571959e+09   \n",
       "4  t3_dm31kn           noodlemen2  1.571882e+09   \n",
       "5  t3_dmd3c6               Hyrman  1.571932e+09   \n",
       "6  t3_dm6cqp         JulienMiquel  1.571896e+09   \n",
       "7  t3_dm9jdr             shenglih  1.571911e+09   \n",
       "8  t3_dm9rs2              milovat  1.571912e+09   \n",
       "9  t3_dm9pv6  had-me-at-bi-weekly  1.571911e+09   \n",
       "\n",
       "                                               title  \\\n",
       "0  **Monthly Wine Challenge - October 2019 Tastin...   \n",
       "1                                   Free Talk Friday   \n",
       "2  Any info on this wine? Found in a cellar that'...   \n",
       "3  Seeking recommendations for wine(s) to pair wi...   \n",
       "4      Despite a last minute pants crisis, I passed!   \n",
       "5            Wine bottle stopper fresh off the lathe   \n",
       "6  Cabernet Franc wines from the Loire can be inc...   \n",
       "7     Excited to see the two giants in person today!   \n",
       "8  And so it begins. Hopefully in 4-6 months I’ll...   \n",
       "9                       Celebratory East Bench Ridge   \n",
       "\n",
       "                                            selftext  \\\n",
       "0  Hi  Everyone!  I'm on time this month!  And ea...   \n",
       "1  Bottle porn without notes, random musings, off...   \n",
       "2                                                      \n",
       "3  Hi r/wine! I’m making [this](https://thewander...   \n",
       "4                                                      \n",
       "5                                                      \n",
       "6                                                      \n",
       "7                                                      \n",
       "8                                                      \n",
       "9                                                      \n",
       "\n",
       "                                       selftext_html  \\\n",
       "0  &lt;!-- SC_OFF --&gt;&lt;div class=\"md\"&gt;&lt...   \n",
       "1  &lt;!-- SC_OFF --&gt;&lt;div class=\"md\"&gt;&lt...   \n",
       "2                                               None   \n",
       "3  &lt;!-- SC_OFF --&gt;&lt;div class=\"md\"&gt;&lt...   \n",
       "4                                               None   \n",
       "5                                               None   \n",
       "6                                               None   \n",
       "7                                               None   \n",
       "8                                               None   \n",
       "9                                               None   \n",
       "\n",
       "                                                 url media subreddit  \\\n",
       "0  https://www.reddit.com/r/wine/comments/dibnii/...  None      wine   \n",
       "1  https://www.reddit.com/r/wine/comments/djmwhi/...  None      wine   \n",
       "2                https://i.redd.it/bq6v03jf3ju31.jpg  None      wine   \n",
       "3  https://www.reddit.com/r/wine/comments/dmhv2s/...  None      wine   \n",
       "4                https://i.redd.it/czkgyltbybu31.jpg  None      wine   \n",
       "5                https://i.redd.it/0nenw89r1gu31.jpg  None      wine   \n",
       "6                https://i.redd.it/76vzqwin2du31.jpg  None      wine   \n",
       "7                https://i.redd.it/8xf16c2v9eu31.jpg  None      wine   \n",
       "8                https://i.redd.it/p24n1bq9deu31.png  None      wine   \n",
       "9                https://i.redd.it/se78nujjceu31.jpg  None      wine   \n",
       "\n",
       "  all_awardings  allow_live_comments approved_at_utc approved_by  archived  \\\n",
       "0            []                False            None        None     False   \n",
       "1            []                 True            None        None     False   \n",
       "2            []                False            None        None     False   \n",
       "3            []                False            None        None     False   \n",
       "4            []                 True            None        None     False   \n",
       "5            []                False            None        None     False   \n",
       "6            []                False            None        None     False   \n",
       "7            []                False            None        None     False   \n",
       "8            []                False            None        None     False   \n",
       "9            []                 True            None        None     False   \n",
       "\n",
       "  author_flair_background_color author_flair_css_class author_flair_richtext  \\\n",
       "0                                                                         []   \n",
       "1                          None                   None                    []   \n",
       "2                          None                   None                    []   \n",
       "3                          None                   None                    []   \n",
       "4                          None                   None                    []   \n",
       "5                          None                   None                    []   \n",
       "6                          None                   None                    []   \n",
       "7                          None                   None                    []   \n",
       "8                          None                   None                    []   \n",
       "9                          None                   None                    []   \n",
       "\n",
       "               author_flair_template_id author_flair_text  \\\n",
       "0                                  None              Wino   \n",
       "1                                  None              None   \n",
       "2                                  None              None   \n",
       "3                                  None              None   \n",
       "4                                  None              None   \n",
       "5                                  None              None   \n",
       "6  9670473a-bb06-11e1-aa05-12313b088941          Wine Pro   \n",
       "7                                  None              None   \n",
       "8                                  None              None   \n",
       "9                                  None              None   \n",
       "\n",
       "  author_flair_text_color author_flair_type author_fullname  \\\n",
       "0                    dark              text        t2_b8geq   \n",
       "1                    None              text        t2_89rd5   \n",
       "2                    None              text     t2_18xfrbfj   \n",
       "3                    None              text      t2_c1ykjt0   \n",
       "4                    None              text       t2_12mfgd   \n",
       "5                    None              text     t2_1i5tlrci   \n",
       "6                    dark              text     t2_114s99is   \n",
       "7                    None              text       t2_10lazs   \n",
       "8                    None              text      t2_jwtaxci   \n",
       "9                    None              text      t2_q3x01ln   \n",
       "\n",
       "  author_patreon_flair awarders banned_at_utc banned_by  can_gild  \\\n",
       "0                False       []          None      None     False   \n",
       "1                False       []          None      None     False   \n",
       "2                False       []          None      None     False   \n",
       "3                False       []          None      None     False   \n",
       "4                False       []          None      None     False   \n",
       "5                False       []          None      None     False   \n",
       "6                False       []          None      None     False   \n",
       "7                False       []          None      None     False   \n",
       "8                False       []          None      None     False   \n",
       "9                False       []          None      None     False   \n",
       "\n",
       "   can_mod_post category  clicked content_categories  contest_mode  \\\n",
       "0         False     None    False               None         False   \n",
       "1         False     None    False               None         False   \n",
       "2         False     None    False               None         False   \n",
       "3         False     None    False               None         False   \n",
       "4         False     None    False               None         False   \n",
       "5         False     None    False               None         False   \n",
       "6         False     None    False               None         False   \n",
       "7         False     None    False               None         False   \n",
       "8         False     None    False               None         False   \n",
       "9         False     None    False               None         False   \n",
       "\n",
       "    created_utc crosspost_parent crosspost_parent_list discussion_type  \\\n",
       "0  1.571162e+09              NaN                   NaN            None   \n",
       "1  1.571402e+09              NaN                   NaN            None   \n",
       "2  1.571940e+09              NaN                   NaN            None   \n",
       "3  1.571930e+09              NaN                   NaN            None   \n",
       "4  1.571854e+09              NaN                   NaN            None   \n",
       "5  1.571903e+09              NaN                   NaN            None   \n",
       "6  1.571867e+09              NaN                   NaN            None   \n",
       "7  1.571882e+09              NaN                   NaN            None   \n",
       "8  1.571883e+09              NaN                   NaN            None   \n",
       "9  1.571883e+09              NaN                   NaN            None   \n",
       "\n",
       "  distinguished     domain  downs edited  gilded gildings  hidden  hide_score  \\\n",
       "0          None  self.wine      0  False       0       {}   False       False   \n",
       "1     moderator  self.wine      0  False       0       {}   False       False   \n",
       "2          None  i.redd.it      0  False       0       {}   False        True   \n",
       "3          None  self.wine      0  False       0       {}   False       False   \n",
       "4          None  i.redd.it      0  False       0       {}   False       False   \n",
       "5          None  i.redd.it      0  False       0       {}   False       False   \n",
       "6          None  i.redd.it      0  False       0       {}   False       False   \n",
       "7          None  i.redd.it      0  False       0       {}   False       False   \n",
       "8          None  i.redd.it      0  False       0       {}   False       False   \n",
       "9          None  i.redd.it      0  False       0       {}   False       False   \n",
       "\n",
       "       id  is_crosspostable  is_meta  is_original_content  \\\n",
       "0  dibnii             False    False                False   \n",
       "1  djmwhi             False    False                False   \n",
       "2  dmk4y8             False    False                False   \n",
       "3  dmhv2s             False    False                False   \n",
       "4  dm31kn             False    False                False   \n",
       "5  dmd3c6             False    False                False   \n",
       "6  dm6cqp             False    False                False   \n",
       "7  dm9jdr             False    False                False   \n",
       "8  dm9rs2             False    False                False   \n",
       "9  dm9pv6             False    False                False   \n",
       "\n",
       "   is_reddit_media_domain  is_robot_indexable  is_self  is_video likes  \\\n",
       "0                   False                True     True     False  None   \n",
       "1                   False                True     True     False  None   \n",
       "2                    True                True    False     False  None   \n",
       "3                   False                True     True     False  None   \n",
       "4                    True                True    False     False  None   \n",
       "5                    True                True    False     False  None   \n",
       "6                    True                True    False     False  None   \n",
       "7                    True                True    False     False  None   \n",
       "8                    True                True    False     False  None   \n",
       "9                    True                True    False     False  None   \n",
       "\n",
       "  link_flair_background_color link_flair_css_class link_flair_richtext  \\\n",
       "0                                             None                  []   \n",
       "1                                             None                  []   \n",
       "2                                             None                  []   \n",
       "3                                             None                  []   \n",
       "4                                             None                  []   \n",
       "5                                             None                  []   \n",
       "6                                             None                  []   \n",
       "7                                             None                  []   \n",
       "8                                             None                  []   \n",
       "9                                             None                  []   \n",
       "\n",
       "  link_flair_text link_flair_text_color link_flair_type  locked media_embed  \\\n",
       "0            None                  dark            text   False          {}   \n",
       "1            None                  dark            text   False          {}   \n",
       "2            None                  dark            text   False          {}   \n",
       "3            None                  dark            text   False          {}   \n",
       "4            None                  dark            text   False          {}   \n",
       "5            None                  dark            text   False          {}   \n",
       "6            None                  dark            text   False          {}   \n",
       "7            None                  dark            text   False          {}   \n",
       "8            None                  dark            text   False          {}   \n",
       "9            None                  dark            text   False          {}   \n",
       "\n",
       "  media_metadata  media_only mod_note mod_reason_by mod_reason_title  \\\n",
       "0            NaN       False     None          None             None   \n",
       "1            NaN       False     None          None             None   \n",
       "2            NaN       False     None          None             None   \n",
       "3            NaN       False     None          None             None   \n",
       "4            NaN       False     None          None             None   \n",
       "5            NaN       False     None          None             None   \n",
       "6            NaN       False     None          None             None   \n",
       "7            NaN       False     None          None             None   \n",
       "8            NaN       False     None          None             None   \n",
       "9            NaN       False     None          None             None   \n",
       "\n",
       "  mod_reports  no_follow  num_comments  num_crossposts num_reports  over_18  \\\n",
       "0          []      False            16               0        None    False   \n",
       "1          []      False            34               0        None    False   \n",
       "2          []      False             3               0        None    False   \n",
       "3          []      False            12               0        None    False   \n",
       "4          []      False            48               0        None    False   \n",
       "5          []      False             1               0        None    False   \n",
       "6          []      False            19               0        None    False   \n",
       "7          []      False             7               0        None    False   \n",
       "8          []      False             5               0        None    False   \n",
       "9          []      False             9               0        None    False   \n",
       "\n",
       "  parent_whitelist_status                                          permalink  \\\n",
       "0                 all_ads  /r/wine/comments/dibnii/monthly_wine_challenge...   \n",
       "1                 all_ads          /r/wine/comments/djmwhi/free_talk_friday/   \n",
       "2                 all_ads  /r/wine/comments/dmk4y8/any_info_on_this_wine_...   \n",
       "3                 all_ads  /r/wine/comments/dmhv2s/seeking_recommendation...   \n",
       "4                 all_ads  /r/wine/comments/dm31kn/despite_a_last_minute_...   \n",
       "5                 all_ads  /r/wine/comments/dmd3c6/wine_bottle_stopper_fr...   \n",
       "6                 all_ads  /r/wine/comments/dm6cqp/cabernet_franc_wines_f...   \n",
       "7                 all_ads  /r/wine/comments/dm9jdr/excited_to_see_the_two...   \n",
       "8                 all_ads  /r/wine/comments/dm9rs2/and_so_it_begins_hopef...   \n",
       "9                 all_ads  /r/wine/comments/dm9pv6/celebratory_east_bench...   \n",
       "\n",
       "   pinned post_hint                                            preview  pwls  \\\n",
       "0   False      self  {'images': [{'source': {'url': 'https://extern...     6   \n",
       "1   False       NaN                                                NaN     6   \n",
       "2   False     image  {'images': [{'source': {'url': 'https://previe...     6   \n",
       "3   False      self  {'images': [{'source': {'url': 'https://extern...     6   \n",
       "4   False     image  {'images': [{'source': {'url': 'https://previe...     6   \n",
       "5   False     image  {'images': [{'source': {'url': 'https://previe...     6   \n",
       "6   False     image  {'images': [{'source': {'url': 'https://previe...     6   \n",
       "7   False     image  {'images': [{'source': {'url': 'https://previe...     6   \n",
       "8   False     image  {'images': [{'source': {'url': 'https://previe...     6   \n",
       "9   False     image  {'images': [{'source': {'url': 'https://previe...     6   \n",
       "\n",
       "   quarantine removal_reason report_reasons  saved  score secure_media  \\\n",
       "0       False           None           None  False     19         None   \n",
       "1       False           None           None  False      8         None   \n",
       "2       False           None           None  False     13         None   \n",
       "3       False           None           None  False     11         None   \n",
       "4       False           None           None  False    454         None   \n",
       "5       False           None           None  False     32         None   \n",
       "6       False           None           None  False    136         None   \n",
       "7       False           None           None  False     48         None   \n",
       "8       False           None           None  False     39         None   \n",
       "9       False           None           None  False     37         None   \n",
       "\n",
       "  secure_media_embed  send_replies  spoiler steward_reports  stickied  \\\n",
       "0                 {}          True    False              []      True   \n",
       "1                 {}          True    False              []      True   \n",
       "2                 {}          True    False              []     False   \n",
       "3                 {}          True    False              []     False   \n",
       "4                 {}          True    False              []     False   \n",
       "5                 {}          True    False              []     False   \n",
       "6                 {}          True    False              []     False   \n",
       "7                 {}          True    False              []     False   \n",
       "8                 {}          True    False              []     False   \n",
       "9                 {}          True    False              []     False   \n",
       "\n",
       "  subreddit_id subreddit_name_prefixed  subreddit_subscribers subreddit_type  \\\n",
       "0     t5_2qhs8                  r/wine                  95627         public   \n",
       "1     t5_2qhs8                  r/wine                  95627         public   \n",
       "2     t5_2qhs8                  r/wine                  95627         public   \n",
       "3     t5_2qhs8                  r/wine                  95627         public   \n",
       "4     t5_2qhs8                  r/wine                  95627         public   \n",
       "5     t5_2qhs8                  r/wine                  95627         public   \n",
       "6     t5_2qhs8                  r/wine                  95627         public   \n",
       "7     t5_2qhs8                  r/wine                  95627         public   \n",
       "8     t5_2qhs8                  r/wine                  95627         public   \n",
       "9     t5_2qhs8                  r/wine                  95627         public   \n",
       "\n",
       "  suggested_sort                                          thumbnail  \\\n",
       "0           None                                               self   \n",
       "1           None                                               self   \n",
       "2           None  https://a.thumbs.redditmedia.com/OVEmqD7HSdpq9...   \n",
       "3           None                                               self   \n",
       "4           None  https://b.thumbs.redditmedia.com/KPd9gSlElgyDX...   \n",
       "5           None  https://b.thumbs.redditmedia.com/dBHsEYJ6mx5dr...   \n",
       "6           None  https://b.thumbs.redditmedia.com/46xfnMfVeGAhW...   \n",
       "7           None  https://b.thumbs.redditmedia.com/sCpsgG1L3Iw_P...   \n",
       "8           None  https://b.thumbs.redditmedia.com/N0G4I06y8lnWF...   \n",
       "9           None  https://b.thumbs.redditmedia.com/fHQheAW66qcik...   \n",
       "\n",
       "   thumbnail_height  thumbnail_width  total_awards_received  ups user_reports  \\\n",
       "0               NaN              NaN                      0   19           []   \n",
       "1               NaN              NaN                      0    8           []   \n",
       "2             140.0            140.0                      0   13           []   \n",
       "3               NaN              NaN                      0   11           []   \n",
       "4              94.0            140.0                      0  454           []   \n",
       "5             140.0            140.0                      0   32           []   \n",
       "6             105.0            140.0                      0  136           []   \n",
       "7             105.0            140.0                      0   48           []   \n",
       "8             104.0            140.0                      0   39           []   \n",
       "9             140.0            140.0                      0   37           []   \n",
       "\n",
       "  view_count  visited whitelist_status  wls  \n",
       "0       None    False          all_ads    6  \n",
       "1       None    False          all_ads    6  \n",
       "2       None    False          all_ads    6  \n",
       "3       None    False          all_ads    6  \n",
       "4       None    False          all_ads    6  \n",
       "5       None    False          all_ads    6  \n",
       "6       None    False          all_ads    6  \n",
       "7       None    False          all_ads    6  \n",
       "8       None    False          all_ads    6  \n",
       "9       None    False          all_ads    6  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(raw_vino.shape)\n",
    "print()\n",
    "raw_vino.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running batch #1\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #2\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #3\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #4\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #5\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #6\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #7\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #8\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #9\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #10\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #11\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #12\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #13\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #14\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #15\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #16\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #17\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #18\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #19\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #20\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #21\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #22\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #23\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #24\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #25\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #26\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #27\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #28\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #29\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #30\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #31\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #32\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #33\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #34\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #35\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #36\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #37\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #38\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #39\n",
      "size of json file is: 25\n",
      "---\n",
      "\n",
      "Running batch #40\n",
      "size of json file is: 22\n",
      "---\n",
      "\n",
      "TOTAL rows retrieved: 997\n",
      "Returning DataFrame created from https://www.reddit.com/r/whisky.json\n",
      "raw_whisky.csv created in current folder.\n"
     ]
    }
   ],
   "source": [
    "# now to create the csv file and DataFrame for the whisky subreddit\n",
    "\n",
    "raw_whisky = ext_subr(w_url, \"raw_whisky.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(997, 105)\n",
      "\n"
     ]
    },
    {
     "data": {
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       "<style scoped>\n",
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       "\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>name</th>\n",
       "      <th>author</th>\n",
       "      <th>created</th>\n",
       "      <th>title</th>\n",
       "      <th>selftext</th>\n",
       "      <th>selftext_html</th>\n",
       "      <th>url</th>\n",
       "      <th>media</th>\n",
       "      <th>subreddit</th>\n",
       "      <th>all_awardings</th>\n",
       "      <th>allow_live_comments</th>\n",
       "      <th>approved_at_utc</th>\n",
       "      <th>approved_by</th>\n",
       "      <th>archived</th>\n",
       "      <th>author_cakeday</th>\n",
       "      <th>author_flair_background_color</th>\n",
       "      <th>author_flair_css_class</th>\n",
       "      <th>author_flair_richtext</th>\n",
       "      <th>author_flair_template_id</th>\n",
       "      <th>author_flair_text</th>\n",
       "      <th>author_flair_text_color</th>\n",
       "      <th>author_flair_type</th>\n",
       "      <th>author_fullname</th>\n",
       "      <th>author_patreon_flair</th>\n",
       "      <th>awarders</th>\n",
       "      <th>banned_at_utc</th>\n",
       "      <th>banned_by</th>\n",
       "      <th>can_gild</th>\n",
       "      <th>can_mod_post</th>\n",
       "      <th>category</th>\n",
       "      <th>clicked</th>\n",
       "      <th>content_categories</th>\n",
       "      <th>contest_mode</th>\n",
       "      <th>created_utc</th>\n",
       "      <th>crosspost_parent</th>\n",
       "      <th>crosspost_parent_list</th>\n",
       "      <th>discussion_type</th>\n",
       "      <th>distinguished</th>\n",
       "      <th>domain</th>\n",
       "      <th>downs</th>\n",
       "      <th>edited</th>\n",
       "      <th>gilded</th>\n",
       "      <th>gildings</th>\n",
       "      <th>hidden</th>\n",
       "      <th>hide_score</th>\n",
       "      <th>id</th>\n",
       "      <th>is_crosspostable</th>\n",
       "      <th>is_meta</th>\n",
       "      <th>is_original_content</th>\n",
       "      <th>is_reddit_media_domain</th>\n",
       "      <th>is_robot_indexable</th>\n",
       "      <th>is_self</th>\n",
       "      <th>is_video</th>\n",
       "      <th>likes</th>\n",
       "      <th>link_flair_background_color</th>\n",
       "      <th>link_flair_css_class</th>\n",
       "      <th>link_flair_richtext</th>\n",
       "      <th>link_flair_text</th>\n",
       "      <th>link_flair_text_color</th>\n",
       "      <th>link_flair_type</th>\n",
       "      <th>locked</th>\n",
       "      <th>media_embed</th>\n",
       "      <th>media_metadata</th>\n",
       "      <th>media_only</th>\n",
       "      <th>mod_note</th>\n",
       "      <th>mod_reason_by</th>\n",
       "      <th>mod_reason_title</th>\n",
       "      <th>mod_reports</th>\n",
       "      <th>no_follow</th>\n",
       "      <th>num_comments</th>\n",
       "      <th>num_crossposts</th>\n",
       "      <th>num_reports</th>\n",
       "      <th>over_18</th>\n",
       "      <th>parent_whitelist_status</th>\n",
       "      <th>permalink</th>\n",
       "      <th>pinned</th>\n",
       "      <th>post_hint</th>\n",
       "      <th>preview</th>\n",
       "      <th>pwls</th>\n",
       "      <th>quarantine</th>\n",
       "      <th>removal_reason</th>\n",
       "      <th>report_reasons</th>\n",
       "      <th>saved</th>\n",
       "      <th>score</th>\n",
       "      <th>secure_media</th>\n",
       "      <th>secure_media_embed</th>\n",
       "      <th>send_replies</th>\n",
       "      <th>spoiler</th>\n",
       "      <th>steward_reports</th>\n",
       "      <th>stickied</th>\n",
       "      <th>subreddit_id</th>\n",
       "      <th>subreddit_name_prefixed</th>\n",
       "      <th>subreddit_subscribers</th>\n",
       "      <th>subreddit_type</th>\n",
       "      <th>suggested_sort</th>\n",
       "      <th>thumbnail</th>\n",
       "      <th>thumbnail_height</th>\n",
       "      <th>thumbnail_width</th>\n",
       "      <th>total_awards_received</th>\n",
       "      <th>ups</th>\n",
       "      <th>user_reports</th>\n",
       "      <th>view_count</th>\n",
       "      <th>visited</th>\n",
       "      <th>whitelist_status</th>\n",
       "      <th>wls</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>t3_dlttu2</td>\n",
       "      <td>alexwblack</td>\n",
       "      <td>1.571832e+09</td>\n",
       "      <td>The Fascinating History of Whiskey in North Am...</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>https://www.primermagazine.com/2019/learn/nort...</td>\n",
       "      <td>None</td>\n",
       "      <td>whisky</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
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       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "      <td>t2_pwox5</td>\n",
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       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>1.571803e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>None</td>\n",
       "      <td>primermagazine.com</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>dlttu2</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
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       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>dark</td>\n",
       "      <td>text</td>\n",
       "      <td>False</td>\n",
       "      <td>{}</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>/r/whisky/comments/dlttu2/the_fascinating_hist...</td>\n",
       "      <td>False</td>\n",
       "      <td>link</td>\n",
       "      <td>{'images': [{'source': {'url': 'https://extern...</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>39</td>\n",
       "      <td>None</td>\n",
       "      <td>{}</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>t5_2qryn</td>\n",
       "      <td>r/whisky</td>\n",
       "      <td>20272</td>\n",
       "      <td>public</td>\n",
       "      <td>None</td>\n",
       "      <td>https://b.thumbs.redditmedia.com/pCLlwR0UiIQLC...</td>\n",
       "      <td>73.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>t3_dlk3fi</td>\n",
       "      <td>UisgeLobos</td>\n",
       "      <td>1.571789e+09</td>\n",
       "      <td>Whisky tasting night</td>\n",
       "      <td>I'm hosting a Whisky tasting night at a local ...</td>\n",
       "      <td>&amp;lt;!-- SC_OFF --&amp;gt;&amp;lt;div class=\"md\"&amp;gt;&amp;lt...</td>\n",
       "      <td>https://www.reddit.com/r/whisky/comments/dlk3f...</td>\n",
       "      <td>None</td>\n",
       "      <td>whisky</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>text</td>\n",
       "      <td>t2_ouo8fii</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>1.571761e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>self.whisky</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>{}</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>dlk3fi</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>dark</td>\n",
       "      <td>text</td>\n",
       "      <td>False</td>\n",
       "      <td>{}</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>/r/whisky/comments/dlk3fi/whisky_tasting_night/</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>9</td>\n",
       "      <td>None</td>\n",
       "      <td>{}</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>t5_2qryn</td>\n",
       "      <td>r/whisky</td>\n",
       "      <td>20272</td>\n",
       "      <td>public</td>\n",
       "      <td>None</td>\n",
       "      <td>self</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>t3_dlgoqh</td>\n",
       "      <td>the_wordless_one</td>\n",
       "      <td>1.571773e+09</td>\n",
       "      <td>Could anyone help an Islay fanatic choose a ne...</td>\n",
       "      <td>I'll start by saying hello, everyone! First po...</td>\n",
       "      <td>&amp;lt;!-- SC_OFF --&amp;gt;&amp;lt;div class=\"md\"&amp;gt;&amp;lt...</td>\n",
       "      <td>https://www.reddit.com/r/whisky/comments/dlgoq...</td>\n",
       "      <td>None</td>\n",
       "      <td>whisky</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>text</td>\n",
       "      <td>t2_178lf4</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>1.571744e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>self.whisky</td>\n",
       "      <td>0</td>\n",
       "      <td>1.5718e+09</td>\n",
       "      <td>0</td>\n",
       "      <td>{}</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>dlgoqh</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>dark</td>\n",
       "      <td>text</td>\n",
       "      <td>False</td>\n",
       "      <td>{}</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>/r/whisky/comments/dlgoqh/could_anyone_help_an...</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>12</td>\n",
       "      <td>None</td>\n",
       "      <td>{}</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>t5_2qryn</td>\n",
       "      <td>r/whisky</td>\n",
       "      <td>20272</td>\n",
       "      <td>public</td>\n",
       "      <td>None</td>\n",
       "      <td>self</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>t3_dloix7</td>\n",
       "      <td>Peatysmokeygoodness</td>\n",
       "      <td>1.571807e+09</td>\n",
       "      <td>IAMA Student at University of Illinois conduct...</td>\n",
       "      <td>Please tell me why you love whiskey and what a...</td>\n",
       "      <td>&amp;lt;!-- SC_OFF --&amp;gt;&amp;lt;div class=\"md\"&amp;gt;&amp;lt...</td>\n",
       "      <td>https://www.reddit.com/r/whisky/comments/dloix...</td>\n",
       "      <td>None</td>\n",
       "      <td>whisky</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>text</td>\n",
       "      <td>t2_4uopsi6y</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>1.571779e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>self.whisky</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>{}</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>dloix7</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>dark</td>\n",
       "      <td>text</td>\n",
       "      <td>False</td>\n",
       "      <td>{}</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>True</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>/r/whisky/comments/dloix7/iama_student_at_univ...</td>\n",
       "      <td>False</td>\n",
       "      <td>self</td>\n",
       "      <td>{'images': [{'source': {'url': 'https://extern...</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>{}</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>t5_2qryn</td>\n",
       "      <td>r/whisky</td>\n",
       "      <td>20272</td>\n",
       "      <td>public</td>\n",
       "      <td>None</td>\n",
       "      <td>self</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>t3_dl6boj</td>\n",
       "      <td>sjaakarie</td>\n",
       "      <td>1.571718e+09</td>\n",
       "      <td>Has anyone already tried this?</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>https://i.redd.it/aenpzbpvdyt31.jpg</td>\n",
       "      <td>None</td>\n",
       "      <td>whisky</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>text</td>\n",
       "      <td>t2_1124re</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>1.571689e+09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>i.redd.it</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>{}</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>dl6boj</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>dark</td>\n",
       "      <td>text</td>\n",
       "      <td>False</td>\n",
       "      <td>{}</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>/r/whisky/comments/dl6boj/has_anyone_already_t...</td>\n",
       "      <td>False</td>\n",
       "      <td>image</td>\n",
       "      <td>{'images': [{'source': {'url': 'https://previe...</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>19</td>\n",
       "      <td>None</td>\n",
       "      <td>{}</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>t5_2qryn</td>\n",
       "      <td>r/whisky</td>\n",
       "      <td>20272</td>\n",
       "      <td>public</td>\n",
       "      <td>None</td>\n",
       "      <td>https://b.thumbs.redditmedia.com/YZTIuHXLnNc2U...</td>\n",
       "      <td>105.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>[]</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        name               author       created  \\\n",
       "0  t3_dlttu2           alexwblack  1.571832e+09   \n",
       "1  t3_dlk3fi           UisgeLobos  1.571789e+09   \n",
       "2  t3_dlgoqh     the_wordless_one  1.571773e+09   \n",
       "3  t3_dloix7  Peatysmokeygoodness  1.571807e+09   \n",
       "4  t3_dl6boj            sjaakarie  1.571718e+09   \n",
       "\n",
       "                                               title  \\\n",
       "0  The Fascinating History of Whiskey in North Am...   \n",
       "1                               Whisky tasting night   \n",
       "2  Could anyone help an Islay fanatic choose a ne...   \n",
       "3  IAMA Student at University of Illinois conduct...   \n",
       "4                     Has anyone already tried this?   \n",
       "\n",
       "                                            selftext  \\\n",
       "0                                                      \n",
       "1  I'm hosting a Whisky tasting night at a local ...   \n",
       "2  I'll start by saying hello, everyone! First po...   \n",
       "3  Please tell me why you love whiskey and what a...   \n",
       "4                                                      \n",
       "\n",
       "                                       selftext_html  \\\n",
       "0                                               None   \n",
       "1  &lt;!-- SC_OFF --&gt;&lt;div class=\"md\"&gt;&lt...   \n",
       "2  &lt;!-- SC_OFF --&gt;&lt;div class=\"md\"&gt;&lt...   \n",
       "3  &lt;!-- SC_OFF --&gt;&lt;div class=\"md\"&gt;&lt...   \n",
       "4                                               None   \n",
       "\n",
       "                                                 url media subreddit  \\\n",
       "0  https://www.primermagazine.com/2019/learn/nort...  None    whisky   \n",
       "1  https://www.reddit.com/r/whisky/comments/dlk3f...  None    whisky   \n",
       "2  https://www.reddit.com/r/whisky/comments/dlgoq...  None    whisky   \n",
       "3  https://www.reddit.com/r/whisky/comments/dloix...  None    whisky   \n",
       "4                https://i.redd.it/aenpzbpvdyt31.jpg  None    whisky   \n",
       "\n",
       "  all_awardings  allow_live_comments approved_at_utc approved_by  archived  \\\n",
       "0            []                False            None        None     False   \n",
       "1            []                False            None        None     False   \n",
       "2            []                False            None        None     False   \n",
       "3            []                False            None        None     False   \n",
       "4            []                False            None        None     False   \n",
       "\n",
       "  author_cakeday author_flair_background_color author_flair_css_class  \\\n",
       "0            NaN                          None                   None   \n",
       "1            NaN                          None                   None   \n",
       "2            NaN                          None                   None   \n",
       "3            NaN                          None                   None   \n",
       "4            NaN                          None                   None   \n",
       "\n",
       "  author_flair_richtext author_flair_template_id author_flair_text  \\\n",
       "0                    []                     None              None   \n",
       "1                    []                     None              None   \n",
       "2                    []                     None              None   \n",
       "3                    []                     None              None   \n",
       "4                    []                     None              None   \n",
       "\n",
       "  author_flair_text_color author_flair_type author_fullname  \\\n",
       "0                    None              text        t2_pwox5   \n",
       "1                    None              text      t2_ouo8fii   \n",
       "2                    None              text       t2_178lf4   \n",
       "3                    None              text     t2_4uopsi6y   \n",
       "4                    None              text       t2_1124re   \n",
       "\n",
       "  author_patreon_flair awarders banned_at_utc banned_by  can_gild  \\\n",
       "0                False       []          None      None     False   \n",
       "1                False       []          None      None     False   \n",
       "2                False       []          None      None     False   \n",
       "3                False       []          None      None     False   \n",
       "4                False       []          None      None     False   \n",
       "\n",
       "   can_mod_post category  clicked content_categories  contest_mode  \\\n",
       "0         False     None    False               None         False   \n",
       "1         False     None    False               None         False   \n",
       "2         False     None    False               None         False   \n",
       "3         False     None    False               None         False   \n",
       "4         False     None    False               None         False   \n",
       "\n",
       "    created_utc crosspost_parent crosspost_parent_list discussion_type  \\\n",
       "0  1.571803e+09              NaN                   NaN            None   \n",
       "1  1.571761e+09              NaN                   NaN            None   \n",
       "2  1.571744e+09              NaN                   NaN            None   \n",
       "3  1.571779e+09              NaN                   NaN            None   \n",
       "4  1.571689e+09              NaN                   NaN            None   \n",
       "\n",
       "  distinguished              domain  downs      edited  gilded gildings  \\\n",
       "0          None  primermagazine.com      0       False       0       {}   \n",
       "1          None         self.whisky      0       False       0       {}   \n",
       "2          None         self.whisky      0  1.5718e+09       0       {}   \n",
       "3          None         self.whisky      0       False       0       {}   \n",
       "4          None           i.redd.it      0       False       0       {}   \n",
       "\n",
       "   hidden  hide_score      id  is_crosspostable  is_meta  is_original_content  \\\n",
       "0   False       False  dlttu2             False    False                False   \n",
       "1   False       False  dlk3fi             False    False                False   \n",
       "2   False       False  dlgoqh             False    False                False   \n",
       "3   False       False  dloix7             False    False                False   \n",
       "4   False       False  dl6boj             False    False                False   \n",
       "\n",
       "   is_reddit_media_domain  is_robot_indexable  is_self  is_video likes  \\\n",
       "0                   False                True    False     False  None   \n",
       "1                   False                True     True     False  None   \n",
       "2                   False                True     True     False  None   \n",
       "3                   False                True     True     False  None   \n",
       "4                    True                True    False     False  None   \n",
       "\n",
       "  link_flair_background_color link_flair_css_class link_flair_richtext  \\\n",
       "0                                             None                  []   \n",
       "1                                             None                  []   \n",
       "2                                             None                  []   \n",
       "3                                             None                  []   \n",
       "4                                             None                  []   \n",
       "\n",
       "  link_flair_text link_flair_text_color link_flair_type  locked media_embed  \\\n",
       "0            None                  dark            text   False          {}   \n",
       "1            None                  dark            text   False          {}   \n",
       "2            None                  dark            text   False          {}   \n",
       "3            None                  dark            text   False          {}   \n",
       "4            None                  dark            text   False          {}   \n",
       "\n",
       "  media_metadata  media_only mod_note mod_reason_by mod_reason_title  \\\n",
       "0            NaN       False     None          None             None   \n",
       "1            NaN       False     None          None             None   \n",
       "2            NaN       False     None          None             None   \n",
       "3            NaN       False     None          None             None   \n",
       "4            NaN       False     None          None             None   \n",
       "\n",
       "  mod_reports  no_follow  num_comments  num_crossposts num_reports  over_18  \\\n",
       "0          []      False             2               0        None    False   \n",
       "1          []      False             9               0        None    False   \n",
       "2          []      False            49               0        None    False   \n",
       "3          []       True             6               0        None    False   \n",
       "4          []      False            26               0        None    False   \n",
       "\n",
       "  parent_whitelist_status                                          permalink  \\\n",
       "0                    None  /r/whisky/comments/dlttu2/the_fascinating_hist...   \n",
       "1                    None    /r/whisky/comments/dlk3fi/whisky_tasting_night/   \n",
       "2                    None  /r/whisky/comments/dlgoqh/could_anyone_help_an...   \n",
       "3                    None  /r/whisky/comments/dloix7/iama_student_at_univ...   \n",
       "4                    None  /r/whisky/comments/dl6boj/has_anyone_already_t...   \n",
       "\n",
       "   pinned post_hint                                            preview  pwls  \\\n",
       "0   False      link  {'images': [{'source': {'url': 'https://extern...  None   \n",
       "1   False       NaN                                                NaN  None   \n",
       "2   False       NaN                                                NaN  None   \n",
       "3   False      self  {'images': [{'source': {'url': 'https://extern...  None   \n",
       "4   False     image  {'images': [{'source': {'url': 'https://previe...  None   \n",
       "\n",
       "   quarantine removal_reason report_reasons  saved  score secure_media  \\\n",
       "0       False           None           None  False     39         None   \n",
       "1       False           None           None  False      9         None   \n",
       "2       False           None           None  False     12         None   \n",
       "3       False           None           None  False      0         None   \n",
       "4       False           None           None  False     19         None   \n",
       "\n",
       "  secure_media_embed  send_replies  spoiler steward_reports  stickied  \\\n",
       "0                 {}         False    False              []     False   \n",
       "1                 {}          True    False              []     False   \n",
       "2                 {}          True    False              []     False   \n",
       "3                 {}          True    False              []     False   \n",
       "4                 {}          True    False              []     False   \n",
       "\n",
       "  subreddit_id subreddit_name_prefixed  subreddit_subscribers subreddit_type  \\\n",
       "0     t5_2qryn                r/whisky                  20272         public   \n",
       "1     t5_2qryn                r/whisky                  20272         public   \n",
       "2     t5_2qryn                r/whisky                  20272         public   \n",
       "3     t5_2qryn                r/whisky                  20272         public   \n",
       "4     t5_2qryn                r/whisky                  20272         public   \n",
       "\n",
       "  suggested_sort                                          thumbnail  \\\n",
       "0           None  https://b.thumbs.redditmedia.com/pCLlwR0UiIQLC...   \n",
       "1           None                                               self   \n",
       "2           None                                               self   \n",
       "3           None                                               self   \n",
       "4           None  https://b.thumbs.redditmedia.com/YZTIuHXLnNc2U...   \n",
       "\n",
       "   thumbnail_height  thumbnail_width  total_awards_received  ups user_reports  \\\n",
       "0              73.0            140.0                      0   39           []   \n",
       "1               NaN              NaN                      0    9           []   \n",
       "2               NaN              NaN                      0   12           []   \n",
       "3               NaN              NaN                      0    0           []   \n",
       "4             105.0            140.0                      0   19           []   \n",
       "\n",
       "  view_count  visited whitelist_status   wls  \n",
       "0       None    False             None  None  \n",
       "1       None    False             None  None  \n",
       "2       None    False             None  None  \n",
       "3       None    False             None  None  \n",
       "4       None    False             None  None  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(raw_whisky.shape)\n",
    "print()\n",
    "raw_whisky.head()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To make it easier for the rest of the technical report to be run en-masse without having to wait through the data-extracting process, the technical report has been split into two components.\n",
    "\n",
    "Please continue to Project_3_part_two.ipnyb"
   ]
  }
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