Using Reddit's API for Predicting Comments

My model for predicting whether a Reddit post will elicit an above-average number of comments, based on data scraped from thousands of Reddit posts.

Executive Summary:

Reddit is an online content platform which recently surpassed facebook as the third most trafficed site in the US. Because Reddit has the structure of a community-driven platform, and its users are more interested in user-generated content than in paid advertizements, companies have strong incentives to create content that appears user-generated.

The site consists of posts on which users can vote or comment. Each post gets a score based on the number of “upvotes” and “downvotes” it receives, and each post pertains to a particular “subreddit”, a page organized around a particular topic. Posts from a variety of subreddits are aggregated to the front page (reddit.com), and can be sorted by ‘new’, ‘hot’, ‘trending’, and ‘top’.

This presents an important question for advertizers and their opponents: can reddit be gamed? In general, what influences the popularity of a post?

In this analysis I attempt to predict whether a reddit post gets an above- or below-average amount of interaction (as measured by number of comments), using natural language processing and classification models.

I find that the most important predictors of a post’s success are its score and the length of time since it was posted. The contributions of individual words added very little explanatory power compared to a model which predicted comment levels based on a post’s subreddit, length of time online, and score. This strongly suggests that it is difficult to game reddit based solely on picking good titles. Most of a post’s success appears to depend on its quality as judged by reddit users (and bots).

OUTLINE:

In this project I attempt to figure out what information can help predict the number of comments a reddit post receives. The two major steps are:

  1. Scraping data from reddit into a usable format.
  2. Building a model using that data to predict a post’s number of comments, and interpreting that model.

My problem statement is: What characteristics of a post on Reddit contribute most to the number of comments?

The source of data is the ‘hot’ tab of reddit’s homepage (https://www.reddit.com/hot). I’ll acquire 5 pieces of information about each thread:

  1. The title of the thread
  2. The subreddit that the thread corresponds to
  3. The length of time it has been up on Reddit
  4. The post’s score (a function of upvotes and downvotes)
  5. The number of comments on the thread

Then, I build a classification model that uses Natural Language Processing and predicts whether or not a post will have more or fewer than the median number of comments for all the posts I scraped.

Scraping Post Info from Reddit.com:

import requests
import json
import time
import pandas as pd

# the URL from which I'm going to scrape posts
URL = "http://www.reddit.com/hot.json"

# In order to scrape reddit I need to give a custom user agent (kind of like a user name), otherwise
# Python will use the default user name, and reddit will block it since there are so many people
# using the same user name, so here I define my new reddit username.
headers = {'User-agent': 'Ben_Ironside'}

# make a request object to get and store the data from the above URL
res = requests.get(URL, headers = headers)

# check the status of the connection with the URL. Since I'm using a custom
# user agent, it should be fine (status = 200)
res.status_code

200

# download the webpage's data in JSON format using the res (requests) object
json_data = res.json()

# check how the data is organized in the JSON
json_data.keys()

dict_keys(['kind', 'data'])

# check out what's in each of those keys
json_data['kind']

'Listing'

json_data['data']

{'after': 't3_8o8nsm',
 'before': None,
 'children': [{'data': {'approved_at_utc': None,
    'approved_by': None,
    'archived': False,
    'author': 'maxwellhill',
    'author_flair_css_class': None,
    'author_flair_template_id': None,
    'author_flair_text': None,
    'banned_at_utc': None,
    'banned_by': None,
    'can_gild': False,
    'can_mod_post': False,
    'clicked': False,
    'contest_mode': False,
    'created': 1528066997.0,
    'created_utc': 1528038197.0,
    'distinguished': None,
    'domain': 'thehill.com',
    'downs': 0,
    'edited': False,
    'gilded': 0,
    'hidden': False,
    'hide_score': False,
    'id': '8o917w',
    'is_crosspostable': False,
    'is_reddit_media_domain': False,
    'is_self': False,
    'is_video': False,
    'likes': None,
    'link_flair_css_class': None,
    'link_flair_text': None,
    'locked': False,
    'media': None,
    'media_embed': {},
    'media_only': False,
    'mod_note': None,
    'mod_reason_by': None,
    'mod_reason_title': None,
    'mod_reports': [],
    'name': 't3_8o917w',
    'no_follow': False,
    'num_comments': 3225,
    'num_crossposts': 0,
    'num_reports': None,
    'over_18': False,
    'parent_whitelist_status': 'all_ads',
    'permalink': '/r/worldnews/comments/8o917w/trudeau_its_insulting_that_the_us_considers/',
    'pinned': False,
    'post_categories': None,
    'post_hint': 'link',
    'preview': {'enabled': False,
     'images': [{'id': 'UPq31VlrvZ6XMJCJ-nAqotpxibElKMS51EDx0KFl9EQ',
       'resolutions': [{'height': 60,
         'url': 'https://i.redditmedia.com/xYpMhO3a8uw877Ii_1VC88lZXW1KV3N8ZbWbWKMv4oo.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=108&s=165d6563c8bbfdfacfb4274c636e9a04',
         'width': 108},
        {'height': 121,
         'url': 'https://i.redditmedia.com/xYpMhO3a8uw877Ii_1VC88lZXW1KV3N8ZbWbWKMv4oo.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=216&s=ae414e52af67f67898b26f71a7edec98',
         'width': 216},
        {'height': 179,
         'url': 'https://i.redditmedia.com/xYpMhO3a8uw877Ii_1VC88lZXW1KV3N8ZbWbWKMv4oo.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=320&s=d99a21eee8ba40780f8c28d9387357c5',
         'width': 320},
        {'height': 359,
         'url': 'https://i.redditmedia.com/xYpMhO3a8uw877Ii_1VC88lZXW1KV3N8ZbWbWKMv4oo.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=640&s=f9fd84e4168d21238cced85c16fef051',
         'width': 640},
        {'height': 539,
         'url': 'https://i.redditmedia.com/xYpMhO3a8uw877Ii_1VC88lZXW1KV3N8ZbWbWKMv4oo.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=960&s=63113b7973cac3e0191410a0be1e5101',
         'width': 960}],
       'source': {'height': 551,
        'url': 'https://i.redditmedia.com/xYpMhO3a8uw877Ii_1VC88lZXW1KV3N8ZbWbWKMv4oo.jpg?s=5d44f51987887d365a94875c51537d81',
        'width': 980},
       'variants': {}}]},
    'pwls': 6,
    'quarantine': False,
    'removal_reason': None,
    'report_reasons': None,
    'saved': False,
    'score': 26783,
    'secure_media': None,
    'secure_media_embed': {},
    'selftext': '',
    'selftext_html': None,
    'send_replies': False,
    'spoiler': False,
    'stickied': False,
    'subreddit': 'worldnews',
    'subreddit_id': 't5_2qh13',
    'subreddit_name_prefixed': 'r/worldnews',
    'subreddit_subscribers': 18800039,
    'subreddit_type': 'public',
    'suggested_sort': None,
    'thumbnail': 'default',
    'thumbnail_height': 78,
    'thumbnail_width': 140,
    'title': "Trudeau: It's 'insulting' that the US considers Canada a national security threat",
    'ups': 26783,
    'url': 'http://thehill.com/policy/international/390425-trudeau-its-insulting-that-the-us-considers-canada-a-national-security',
    'user_reports': [],
    'view_count': None,
    'visited': False,
    'whitelist_status': 'all_ads',
    'wls': 6},
   'kind': 't3'},
  {'data': {'approved_at_utc': None,
    'approved_by': None,
    'archived': False,
    'author': 'DanDelta100',
    'author_flair_css_class': None,
    'author_flair_template_id': None,
    'author_flair_text': None,
    'banned_at_utc': None,
    'banned_by': None,
    'can_gild': False,
    'can_mod_post': False,
    'clicked': False,
    'contest_mode': False,
    'created': 1528061969.0,
    'created_utc': 1528033169.0,
    'distinguished': None,
    'domain': 'i.imgur.com',
    'downs': 0,
    'edited': False,
    'gilded': 0,
    'hidden': False,
    'hide_score': False,
    'id': '8o8l4h',
    'is_crosspostable': False,
    'is_reddit_media_domain': False,
    'is_self': False,
    'is_video': False,
    'likes': None,
    'link_flair_css_class': None,
    'link_flair_text': None,
    'locked': False,
    'media': None,
    'media_embed': {},
    'media_only': False,
    'mod_note': None,
    'mod_reason_by': None,
    'mod_reason_title': None,
    'mod_reports': [],
    'name': 't3_8o8l4h',
    'no_follow': False,
    'num_comments': 300,
    'num_crossposts': 6,
    'num_reports': None,
    'over_18': False,
    'parent_whitelist_status': 'all_ads',
    'permalink': '/r/WhitePeopleTwitter/comments/8o8l4h/this_modelling_job_was_a_mistake/',
    'pinned': False,
    'post_categories': None,
    'post_hint': 'image',
    'preview': {'enabled': True,
     'images': [{'id': '-fuAdxoX20QM4qfKpnAFYgj5Fubho3EucANUO1in3Ss',
       'resolutions': [{'height': 148,
         'url': 'https://i.redditmedia.com/EtUvnVGMej7malWhBBousuUs67GFdjoSH2RDNmw3WVM.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=108&s=c37a419c8c682d3a3295d48345f1fe71',
         'width': 108},
        {'height': 297,
         'url': 'https://i.redditmedia.com/EtUvnVGMej7malWhBBousuUs67GFdjoSH2RDNmw3WVM.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=216&s=ecc27ca387ba94c79228cba6e48a01a3',
         'width': 216},
        {'height': 440,
         'url': 'https://i.redditmedia.com/EtUvnVGMej7malWhBBousuUs67GFdjoSH2RDNmw3WVM.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=320&s=831ac811249b8896f4d72d5bc9f3058c',
         'width': 320},
        {'height': 880,
         'url': 'https://i.redditmedia.com/EtUvnVGMej7malWhBBousuUs67GFdjoSH2RDNmw3WVM.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=640&s=a98e92750bc90ccc7011668273fb14f7',
         'width': 640},
        {'height': 1320,
         'url': 'https://i.redditmedia.com/EtUvnVGMej7malWhBBousuUs67GFdjoSH2RDNmw3WVM.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=960&s=61cf5b1f3eac0257903c4f8ed8a59a1c',
         'width': 960}],
       'source': {'height': 1459,
        'url': 'https://i.redditmedia.com/EtUvnVGMej7malWhBBousuUs67GFdjoSH2RDNmw3WVM.jpg?s=0a8a33a7094867646630bd84a8aa6b45',
        'width': 1061},
       'variants': {}}]},
    'pwls': 6,
    'quarantine': False,
    'removal_reason': None,
    'report_reasons': None,
    'saved': False,
    'score': 22464,
    'secure_media': None,
    'secure_media_embed': {},
    'selftext': '',
    'selftext_html': None,
    'send_replies': True,
    'spoiler': False,
    'stickied': False,
    'subreddit': 'WhitePeopleTwitter',
    'subreddit_id': 't5_35n7t',
    'subreddit_name_prefixed': 'r/WhitePeopleTwitter',
    'subreddit_subscribers': 524358,
    'subreddit_type': 'public',
    'suggested_sort': None,
    'thumbnail': 'https://b.thumbs.redditmedia.com/Fc1oYgekK2xuf0QWz6VRZMo6w9ClCEipfDqndiWBCSY.jpg',
    'thumbnail_height': 140,
    'thumbnail_width': 140,
    'title': 'This Modelling job was a Mistake 🍌😔',
    'ups': 22464,
    'url': 'https://i.imgur.com/8ss2pJ6.jpg',
    'user_reports': [],
    'view_count': None,
    'visited': False,
    'whitelist_status': 'all_ads',
    'wls': 6},
   'kind': 't3'},
  {'data': {'approved_at_utc': None,
    'approved_by': None,
    'archived': False,
    'author': 'joha7609',
    'author_flair_css_class': None,
    'author_flair_template_id': None,
    'author_flair_text': None,
    'banned_at_utc': None,
    'banned_by': None,
    'can_gild': False,
    'can_mod_post': False,
    'clicked': False,
    'contest_mode': False,
    'created': 1528067437.0,
    'created_utc': 1528038637.0,
    'distinguished': None,
    'domain': 'self.AskReddit',
    'downs': 0,
    'edited': False,
    'gilded': 1,
    'hidden': False,
    'hide_score': False,
    'id': '8o937s',
    'is_crosspostable': False,
    'is_reddit_media_domain': False,
    'is_self': True,
    'is_video': False,
    'likes': None,
    'link_flair_css_class': None,
    'link_flair_text': None,
    'locked': False,
    'media': None,
    'media_embed': {},
    'media_only': False,
    'mod_note': None,
    'mod_reason_by': None,
    'mod_reason_title': None,
    'mod_reports': [],
    'name': 't3_8o937s',
    'no_follow': False,
    'num_comments': 4082,
    'num_crossposts': 0,
    'num_reports': None,
    'over_18': False,
    'parent_whitelist_status': 'all_ads',
    'permalink': '/r/AskReddit/comments/8o937s/what_are_some_of_the_best_choices_youve_made_in/',
    'pinned': False,
    'post_categories': None,
    'pwls': 6,
    'quarantine': False,
    'removal_reason': None,
    'report_reasons': None,
    'saved': False,
    'score': 9819,
    'secure_media': None,
    'secure_media_embed': {},
    'selftext': '',
    'selftext_html': None,
    'send_replies': True,
    'spoiler': False,
    'stickied': False,
    'subreddit': 'AskReddit',
    'subreddit_id': 't5_2qh1i',
    'subreddit_name_prefixed': 'r/AskReddit',
    'subreddit_subscribers': 19317713,
    'subreddit_type': 'public',
    'suggested_sort': None,
    'thumbnail': 'self',
    'thumbnail_height': None,
    'thumbnail_width': None,
    'title': "What are some of the BEST choices, you've made in your life?",
    'ups': 9819,
    'url': 'https://www.reddit.com/r/AskReddit/comments/8o937s/what_are_some_of_the_best_choices_youve_made_in/',
    'user_reports': [],
    'view_count': None,
    'visited': False,
    'whitelist_status': 'all_ads',
    'wls': 6},
   'kind': 't3'},
  {'data': {'approved_at_utc': None,
    'approved_by': None,
    'archived': False,
    'author': 'HelpMeImPhat',
    'author_flair_css_class': None,
    'author_flair_template_id': None,
    'author_flair_text': None,
    'banned_at_utc': None,
    'banned_by': None,
    'can_gild': False,
    'can_mod_post': False,
    'clicked': False,
    'contest_mode': False,
    'created': 1528064216.0,
    'created_utc': 1528035416.0,
    'distinguished': None,
    'domain': 'i.redd.it',
    'downs': 0,
    'edited': False,
    'gilded': 0,
    'hidden': False,
    'hide_score': False,
    'id': '8o8sss',
    'is_crosspostable': False,
    'is_reddit_media_domain': True,
    'is_self': False,
    'is_video': False,
    'likes': None,
    'link_flair_css_class': None,
    'link_flair_text': '/r/all',
    'locked': False,
    'media': None,
    'media_embed': {},
    'media_only': False,
    'mod_note': None,
    'mod_reason_by': None,
    'mod_reason_title': None,
    'mod_reports': [],
    'name': 't3_8o8sss',
    'no_follow': False,
    'num_comments': 475,
    'num_crossposts': 1,
    'num_reports': None,
    'over_18': False,
    'parent_whitelist_status': 'all_ads',
    'permalink': '/r/iamverysmart/comments/8o8sss/he_was_ten_and_realized_this_how_could_you_not/',
    'pinned': False,
    'post_categories': None,
    'post_hint': 'image',
    'preview': {'enabled': True,
     'images': [{'id': 'MSeaXNWglASF0C-KSADCSQPmWJuDDCDwkvZdaxcE_gE',
       'resolutions': [{'height': 108,
         'url': 'https://i.redditmedia.com/sgmN0FDsl3IJVAyOnpH7Xh2N7ynuWYjfu3ZY_0GRSSc.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=108&s=fab98c9d871deb4ed4d16f0c347e1735',
         'width': 108},
        {'height': 216,
         'url': 'https://i.redditmedia.com/sgmN0FDsl3IJVAyOnpH7Xh2N7ynuWYjfu3ZY_0GRSSc.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=216&s=653d68e8568292f96d9fd2c774956118',
         'width': 216},
        {'height': 320,
         'url': 'https://i.redditmedia.com/sgmN0FDsl3IJVAyOnpH7Xh2N7ynuWYjfu3ZY_0GRSSc.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=320&s=d8d27f313c1852299bd97f7a4b11e96c',
         'width': 320},
        {'height': 640,
         'url': 'https://i.redditmedia.com/sgmN0FDsl3IJVAyOnpH7Xh2N7ynuWYjfu3ZY_0GRSSc.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=640&s=1f353a266237138f75ab21f01a498692',
         'width': 640},
        {'height': 960,
         'url': 'https://i.redditmedia.com/sgmN0FDsl3IJVAyOnpH7Xh2N7ynuWYjfu3ZY_0GRSSc.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=960&s=e4cbe50fe71f3a8f609a831058db1838',
         'width': 960},
        {'height': 1080,
         'url': 'https://i.redditmedia.com/sgmN0FDsl3IJVAyOnpH7Xh2N7ynuWYjfu3ZY_0GRSSc.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=1080&s=769d90b20400cbdde16a217ea06312e2',
         'width': 1080}],
       'source': {'height': 2048,
        'url': 'https://i.redditmedia.com/sgmN0FDsl3IJVAyOnpH7Xh2N7ynuWYjfu3ZY_0GRSSc.jpg?s=7f4bf3736e8840da0c72021c6ac3e65f',
        'width': 2048},
       'variants': {}}]},
    'pwls': 6,
    'quarantine': False,
    'removal_reason': None,
    'report_reasons': None,
    'saved': False,
    'score': 15823,
    'secure_media': None,
    'secure_media_embed': {},
    'selftext': '',
    'selftext_html': None,
    'send_replies': True,
    'spoiler': False,
    'stickied': False,
    'subreddit': 'iamverysmart',
    'subreddit_id': 't5_2yuej',
    'subreddit_name_prefixed': 'r/iamverysmart',
    'subreddit_subscribers': 692219,
    'subreddit_type': 'public',
    'suggested_sort': None,
    'thumbnail': 'https://b.thumbs.redditmedia.com/nI-OgqFPWbb2T1QiAnp8T-JrvQjKDzyFGusfyUCF0XM.jpg',
    'thumbnail_height': 140,
    'thumbnail_width': 140,
    'title': 'He was TEN and realized this, how could you not?!',
    'ups': 15823,
    'url': 'https://i.redd.it/7b95fykaos111.jpg',
    'user_reports': [],
    'view_count': None,
    'visited': False,
    'whitelist_status': 'all_ads',
    'wls': 6},
   'kind': 't3'},
  {'data': {'approved_at_utc': None,
    'approved_by': None,
    'archived': False,
    'author': 'Salvadore1',
    'author_flair_css_class': None,
    'author_flair_template_id': None,
    'author_flair_text': None,
    'banned_at_utc': None,
    'banned_by': None,
    'can_gild': False,
    'can_mod_post': False,
    'clicked': False,
    'contest_mode': False,
    'created': 1528064151.0,
    'created_utc': 1528035351.0,
    'distinguished': None,
    'domain': 'i.redd.it',
    'downs': 0,
    'edited': False,
    'gilded': 0,
    'hidden': False,
    'hide_score': False,
    'id': '8o8skp',
    'is_crosspostable': False,
    'is_reddit_media_domain': True,
    'is_self': False,
    'is_video': False,
    'likes': None,
    'link_flair_css_class': None,
    'link_flair_text': None,
    'locked': False,
    'media': None,
    'media_embed': {},
    'media_only': False,
    'mod_note': None,
    'mod_reason_by': None,
    'mod_reason_title': None,
    'mod_reports': [],
    'name': 't3_8o8skp',
    'no_follow': False,
    'num_comments': 484,
    'num_crossposts': 1,
    'num_reports': None,
    'over_18': False,
    'parent_whitelist_status': 'all_ads',
    'permalink': '/r/quityourbullshit/comments/8o8skp/redditor_on_rgifs_calls_out_op_who_is_claiming_to/',
    'pinned': False,
    'post_categories': None,
    'post_hint': 'image',
    'preview': {'enabled': True,
     'images': [{'id': 'c0zVf-JrFoQtbqU7HoXlXY27GCFCa4IPp6jb3KCF620',
       'resolutions': [{'height': 192,
         'url': 'https://i.redditmedia.com/H3pEOQRTdFC62QKfhB85iEIBHo1T4A3Yofot5CKTK9A.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=108&s=7359e82fdeef77d1b42d0fde9b17a4a3',
         'width': 108},
        {'height': 384,
         'url': 'https://i.redditmedia.com/H3pEOQRTdFC62QKfhB85iEIBHo1T4A3Yofot5CKTK9A.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=216&s=0ce8ff590b3dfef92e212cc6ff9183b6',
         'width': 216},
        {'height': 568,
         'url': 'https://i.redditmedia.com/H3pEOQRTdFC62QKfhB85iEIBHo1T4A3Yofot5CKTK9A.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=320&s=78dd33969700835402ca47d13383bcac',
         'width': 320},
        {'height': 1137,
         'url': 'https://i.redditmedia.com/H3pEOQRTdFC62QKfhB85iEIBHo1T4A3Yofot5CKTK9A.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=640&s=e753a43d90c659f3dd9f2e2c1bd78d66',
         'width': 640}],
       'source': {'height': 1280,
        'url': 'https://i.redditmedia.com/H3pEOQRTdFC62QKfhB85iEIBHo1T4A3Yofot5CKTK9A.jpg?s=5eeb84b25b865ab42db1632e9780509d',
        'width': 720},
       'variants': {}}]},
    'pwls': 6,
    'quarantine': False,
    'removal_reason': None,
    'report_reasons': None,
    'saved': False,
    'score': 11795,
    'secure_media': None,
    'secure_media_embed': {},
    'selftext': '',
    'selftext_html': None,
    'send_replies': False,
    'spoiler': False,
    'stickied': False,
    'subreddit': 'quityourbullshit',
    'subreddit_id': 't5_2y8xf',
    'subreddit_name_prefixed': 'r/quityourbullshit',
    'subreddit_subscribers': 703324,
    'subreddit_type': 'public',
    'suggested_sort': None,
    'thumbnail': 'https://b.thumbs.redditmedia.com/2O3OhQiwet4Gvo8t-ykqtf5LRJ92yuQvGcLnmfTFiwA.jpg',
    'thumbnail_height': 140,
    'thumbnail_width': 140,
    'title': "Redditor on r/gifs calls out OP, who is claiming to have the world's deadliest acid in a glass.",
    'ups': 11795,
    'url': 'https://i.redd.it/5k2s4fa3os111.jpg',
    'user_reports': [],
    'view_count': None,
    'visited': False,
    'whitelist_status': 'all_ads',
    'wls': 6},
   'kind': 't3'},
  {'data': {'approved_at_utc': None,
    'approved_by': None,
    'archived': False,
    'author': 'minxwell',
    'author_flair_css_class': None,
    'author_flair_template_id': None,
    'author_flair_text': None,
    'banned_at_utc': None,
    'banned_by': None,
    'can_gild': False,
    'can_mod_post': False,
    'clicked': False,
    'contest_mode': False,
    'created': 1528061324.0,
    'created_utc': 1528032524.0,
    'distinguished': None,
    'domain': 'i.imgur.com',
    'downs': 0,
    'edited': False,
    'gilded': 1,
    'hidden': False,
    'hide_score': False,
    'id': '8o8ixe',
    'is_crosspostable': False,
    'is_reddit_media_domain': False,
    'is_self': False,
    'is_video': False,
    'likes': None,
    'link_flair_css_class': None,
    'link_flair_text': None,
    'locked': False,
    'media': None,
    'media_embed': {},
    'media_only': False,
    'mod_note': None,
    'mod_reason_by': None,
    'mod_reason_title': None,
    'mod_reports': [],
    'name': 't3_8o8ixe',
    'no_follow': False,
    'num_comments': 3900,
    'num_crossposts': 4,
    'num_reports': None,
    'over_18': False,
    'parent_whitelist_status': 'all_ads',
    'permalink': '/r/pics/comments/8o8ixe/unfriendly_reminder_that_uc_davis_paid_100k_to/',
    'pinned': False,
    'post_categories': None,
    'post_hint': 'image',
    'preview': {'enabled': True,
     'images': [{'id': 'StszwK7S7H1rnarRwc8hRqlpxJeKvREaBYozNWHK70Q',
       'resolutions': [{'height': 72,
         'url': 'https://i.redditmedia.com/0Z43_FZ_opfxlEzMwyDm5AU-sL7pfWwyTnRmroo_mxY.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=108&s=4ec623a5a49e34a0d4e0fd4b1e18f767',
         'width': 108},
        {'height': 144,
         'url': 'https://i.redditmedia.com/0Z43_FZ_opfxlEzMwyDm5AU-sL7pfWwyTnRmroo_mxY.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=216&s=015b65fea4022162819ccf2838658290',
         'width': 216},
        {'height': 213,
         'url': 'https://i.redditmedia.com/0Z43_FZ_opfxlEzMwyDm5AU-sL7pfWwyTnRmroo_mxY.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=320&s=d3870f8b16ca69766ec77061c55632b3',
         'width': 320},
        {'height': 427,
         'url': 'https://i.redditmedia.com/0Z43_FZ_opfxlEzMwyDm5AU-sL7pfWwyTnRmroo_mxY.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=640&s=1b79dd0ce843589f11fac051e3f49dd8',
         'width': 640}],
       'source': {'height': 614,
        'url': 'https://i.redditmedia.com/0Z43_FZ_opfxlEzMwyDm5AU-sL7pfWwyTnRmroo_mxY.jpg?s=b0b82aaf4eb585aa698754cd27d8fa0d',
        'width': 920},
       'variants': {}}]},
    'pwls': 6,
    'quarantine': False,
    'removal_reason': None,
    'report_reasons': None,
    'saved': False,
    'score': 103591,
    'secure_media': None,
    'secure_media_embed': {},
    'selftext': '',
    'selftext_html': None,
    'send_replies': True,
    'spoiler': False,
    'stickied': False,
    'subreddit': 'pics',
    'subreddit_id': 't5_2qh0u',
    'subreddit_name_prefixed': 'r/pics',
    'subreddit_subscribers': 18711293,
    'subreddit_type': 'public',
    'suggested_sort': None,
    'thumbnail': 'https://b.thumbs.redditmedia.com/4DWRG9Ve_UoLzAOt7tD-bcVrwK0iQOGo5Xn2f6pkLpE.jpg',
    'thumbnail_height': 93,
    'thumbnail_width': 140,
    'title': 'Unfriendly reminder that UC Davis paid >$100k to remove this photo from the internet. Let’s not forget the pepper spray incident.',
    'ups': 103591,
    'url': 'https://i.imgur.com/TV93pH9.jpg',
    'user_reports': [],
    'view_count': None,
    'visited': False,
    'whitelist_status': 'all_ads',
    'wls': 6},
   'kind': 't3'},
  {'data': {'approved_at_utc': None,
    'approved_by': None,
    'archived': False,
    'author': 'germshots',
    'author_flair_css_class': None,
    'author_flair_template_id': None,
    'author_flair_text': None,
    'banned_at_utc': None,
    'banned_by': None,
    'can_gild': False,
    'can_mod_post': False,
    'clicked': False,
    'contest_mode': False,
    'created': 1528063137.0,
    'created_utc': 1528034337.0,
    'distinguished': None,
    'domain': 'v.redd.it',
    'downs': 0,
    'edited': False,
    'gilded': 0,
    'hidden': False,
    'hide_score': False,
    'id': '8o8ox6',
    'is_crosspostable': False,
    'is_reddit_media_domain': True,
    'is_self': False,
    'is_video': True,
    'likes': None,
    'link_flair_css_class': None,
    'link_flair_text': None,
    'locked': False,
    'media': {'reddit_video': {'dash_url': 'https://v.redd.it/j7rtc461ls111/DASHPlaylist.mpd',
      'duration': 16,
      'fallback_url': 'https://v.redd.it/j7rtc461ls111/DASH_2_4_M',
      'height': 480,
      'hls_url': 'https://v.redd.it/j7rtc461ls111/HLSPlaylist.m3u8',
      'is_gif': True,
      'scrubber_media_url': 'https://v.redd.it/j7rtc461ls111/DASH_600_K',
      'transcoding_status': 'completed',
      'width': 480}},
    'media_embed': {},
    'media_only': False,
    'mod_note': None,
    'mod_reason_by': None,
    'mod_reason_title': None,
    'mod_reports': [],
    'name': 't3_8o8ox6',
    'no_follow': False,
    'num_comments': 156,
    'num_crossposts': 1,
    'num_reports': None,
    'over_18': False,
    'parent_whitelist_status': 'all_ads',
    'permalink': '/r/gifs/comments/8o8ox6/mr_peabody/',
    'pinned': False,
    'post_categories': None,
    'post_hint': 'hosted:video',
    'preview': {'enabled': False,
     'images': [{'id': 'HPjRKL2Y8wPQagpq-OcZN7UMLA4NoUjgsl8ve6irYRE',
       'resolutions': [{'height': 108,
         'url': 'https://i.redditmedia.com/0ogznvN_fj7oz9wD4oYPjCPWJ4lY2aHbYve7wPka22E.png?fit=crop&crop=faces%2Centropy&arh=2&w=108&s=2c22e55d31877f6b3bea6a1a6088c162',
         'width': 108},
        {'height': 216,
         'url': 'https://i.redditmedia.com/0ogznvN_fj7oz9wD4oYPjCPWJ4lY2aHbYve7wPka22E.png?fit=crop&crop=faces%2Centropy&arh=2&w=216&s=3348ca398a42f8ac9273a7013e43da9c',
         'width': 216},
        {'height': 320,
         'url': 'https://i.redditmedia.com/0ogznvN_fj7oz9wD4oYPjCPWJ4lY2aHbYve7wPka22E.png?fit=crop&crop=faces%2Centropy&arh=2&w=320&s=e504113546ac18fe0acb616dda963e24',
         'width': 320},
        {'height': 640,
         'url': 'https://i.redditmedia.com/0ogznvN_fj7oz9wD4oYPjCPWJ4lY2aHbYve7wPka22E.png?fit=crop&crop=faces%2Centropy&arh=2&w=640&s=d279b68f1cc984b6babe68230985d3b2',
         'width': 640}],
       'source': {'height': 640,
        'url': 'https://i.redditmedia.com/0ogznvN_fj7oz9wD4oYPjCPWJ4lY2aHbYve7wPka22E.png?s=16a7bb8592b45aa6e9c135499a995b0a',
        'width': 640},
       'variants': {}}]},
    'pwls': 6,
    'quarantine': False,
    'removal_reason': None,
    'report_reasons': None,
    'saved': False,
    'score': 12293,
    'secure_media': {'reddit_video': {'dash_url': 'https://v.redd.it/j7rtc461ls111/DASHPlaylist.mpd',
      'duration': 16,
      'fallback_url': 'https://v.redd.it/j7rtc461ls111/DASH_2_4_M',
      'height': 480,
      'hls_url': 'https://v.redd.it/j7rtc461ls111/HLSPlaylist.m3u8',
      'is_gif': True,
      'scrubber_media_url': 'https://v.redd.it/j7rtc461ls111/DASH_600_K',
      'transcoding_status': 'completed',
      'width': 480}},
    'secure_media_embed': {},
    'selftext': '',
    'selftext_html': None,
    'send_replies': False,
    'spoiler': False,
    'stickied': False,
    'subreddit': 'gifs',
    'subreddit_id': 't5_2qt55',
    'subreddit_name_prefixed': 'r/gifs',
    'subreddit_subscribers': 16185387,
    'subreddit_type': 'public',
    'suggested_sort': None,
    'thumbnail': 'https://b.thumbs.redditmedia.com/Oof0ebKWhuy--jlpFlT64O6GXO8RFz3FWnEjDJEnDoU.jpg',
    'thumbnail_height': 140,
    'thumbnail_width': 140,
    'title': 'Mr Peabody??',
    'ups': 12293,
    'url': 'https://v.redd.it/j7rtc461ls111',
    'user_reports': [],
    'view_count': None,
    'visited': False,
    'whitelist_status': 'all_ads',
    'wls': 6},
   'kind': 't3'},
  {'data': {'approved_at_utc': None,
    'approved_by': None,
    'archived': False,
    'author': 'comanderz',
    'author_flair_css_class': None,
    'author_flair_template_id': None,
    'author_flair_text': None,
    'banned_at_utc': None,
    'banned_by': None,
    'can_gild': False,
    'can_mod_post': False,
    'clicked': False,
    'contest_mode': False,
    'created': 1528065712.0,
    'created_utc': 1528036912.0,
    'distinguished': None,
    'domain': 'i.imgur.com',
    'downs': 0,
    'edited': False,
    'gilded': 0,
    'hidden': False,
    'hide_score': False,
    'id': '8o8x9u',
    'is_crosspostable': False,
    'is_reddit_media_domain': False,
    'is_self': False,
    'is_video': False,
    'likes': None,
    'link_flair_css_class': None,
    'link_flair_text': None,
    'locked': False,
    'media': None,
    'media_embed': {},
    'media_only': False,
    'mod_note': None,
    'mod_reason_by': None,
    'mod_reason_title': None,
    'mod_reports': [],
    'name': 't3_8o8x9u',
    'no_follow': False,
    'num_comments': 71,
    'num_crossposts': 2,
    'num_reports': None,
    'over_18': False,
    'parent_whitelist_status': 'all_ads',
    'permalink': '/r/funny/comments/8o8x9u/wait_let_me_help_you/',
    'pinned': False,
    'post_categories': None,
    'post_hint': 'link',
    'preview': {'enabled': True,
     'images': [{'id': 'jjb9a_GO6I6S3zj3ukB2gM9bFDCGtk1Y1gD4HT1dYHM',
       'resolutions': [{'height': 105,
         'url': 'https://i.redditmedia.com/jjb9a_GO6I6S3zj3ukB2gM9bFDCGtk1Y1gD4HT1dYHM.gif?fit=crop&crop=faces%2Centropy&arh=2&w=108&fm=jpg&s=327f5b45ebc7cc54bf9018d68e267f87',
         'width': 108},
        {'height': 211,
         'url': 'https://i.redditmedia.com/jjb9a_GO6I6S3zj3ukB2gM9bFDCGtk1Y1gD4HT1dYHM.gif?fit=crop&crop=faces%2Centropy&arh=2&w=216&fm=jpg&s=fc4a08c7fbef9414a1dbf93aebc57852',
         'width': 216}],
       'source': {'height': 304,
        'url': 'https://i.redditmedia.com/jjb9a_GO6I6S3zj3ukB2gM9bFDCGtk1Y1gD4HT1dYHM.gif?fm=jpg&s=de09600d7aaef5c8070f99b008fa41ae',
        'width': 311},
       'variants': {'gif': {'resolutions': [{'height': 105,
           'url': 'https://g.redditmedia.com/jjb9a_GO6I6S3zj3ukB2gM9bFDCGtk1Y1gD4HT1dYHM.gif?fit=crop&crop=faces%2Centropy&arh=2&w=108&s=c37af5130d394cfab6742a8983420f58',
           'width': 108},
          {'height': 211,
           'url': 'https://g.redditmedia.com/jjb9a_GO6I6S3zj3ukB2gM9bFDCGtk1Y1gD4HT1dYHM.gif?fit=crop&crop=faces%2Centropy&arh=2&w=216&s=1b706bf40b763180402fe4e2bf168845',
           'width': 216}],
         'source': {'height': 304,
          'url': 'https://g.redditmedia.com/jjb9a_GO6I6S3zj3ukB2gM9bFDCGtk1Y1gD4HT1dYHM.gif?s=31b85d328082cfac10b5dc7d4cc1df8e',
          'width': 311}},
        'mp4': {'resolutions': [{'height': 105,
           'url': 'https://g.redditmedia.com/jjb9a_GO6I6S3zj3ukB2gM9bFDCGtk1Y1gD4HT1dYHM.gif?fit=crop&crop=faces%2Centropy&arh=2&w=108&fm=mp4&mp4-fragmented=false&s=957995ee6821c3aeefc5d11a4cc1030b',
           'width': 108},
          {'height': 211,
           'url': 'https://g.redditmedia.com/jjb9a_GO6I6S3zj3ukB2gM9bFDCGtk1Y1gD4HT1dYHM.gif?fit=crop&crop=faces%2Centropy&arh=2&w=216&fm=mp4&mp4-fragmented=false&s=b4526fda06bb77b0fa20c07274e0ab55',
           'width': 216}],
         'source': {'height': 304,
          'url': 'https://g.redditmedia.com/jjb9a_GO6I6S3zj3ukB2gM9bFDCGtk1Y1gD4HT1dYHM.gif?fm=mp4&mp4-fragmented=false&s=08e00aff08f131ce38ff623834328fe6',
          'width': 311}}}}],
     'reddit_video_preview': {'dash_url': 'https://v.redd.it/mk25bhiqls111/DASHPlaylist.mpd',
      'duration': 10,
      'fallback_url': 'https://v.redd.it/mk25bhiqls111/DASH_600_K',
      'height': 240,
      'hls_url': 'https://v.redd.it/mk25bhiqls111/HLSPlaylist.m3u8',
      'is_gif': True,
      'scrubber_media_url': 'https://v.redd.it/mk25bhiqls111/DASH_600_K',
      'transcoding_status': 'completed',
      'width': 244}},
    'pwls': 6,
    'quarantine': False,
    'removal_reason': None,
    'report_reasons': None,
    'saved': False,
    'score': 6513,
    'secure_media': None,
    'secure_media_embed': {},
    'selftext': '',
    'selftext_html': None,
    'send_replies': True,
    'spoiler': False,
    'stickied': False,
    'subreddit': 'funny',
    'subreddit_id': 't5_2qh33',
    'subreddit_name_prefixed': 'r/funny',
    'subreddit_subscribers': 19643480,
    'subreddit_type': 'public',
    'suggested_sort': None,
    'thumbnail': 'https://b.thumbs.redditmedia.com/MsRBUNFQ-qudlqLyBRQcMYHYN26B80COYXGhQRFhK-o.jpg',
    'thumbnail_height': 136,
    'thumbnail_width': 140,
    'title': 'Wait! Let me help you!',
    'ups': 6513,
    'url': 'https://i.imgur.com/J3g0KCk.gifv',
    'user_reports': [],
    'view_count': None,
    'visited': False,
    'whitelist_status': 'all_ads',
    'wls': 6},
   'kind': 't3'},
  {'data': {'approved_at_utc': None,
    'approved_by': None,
    'archived': False,
    'author': 'BlockedEyes',
    'author_flair_css_class': None,
    'author_flair_template_id': None,
    'author_flair_text': None,
    'banned_at_utc': None,
    'banned_by': None,
    'can_gild': False,
    'can_mod_post': False,
    'clicked': False,
    'contest_mode': False,
    'created': 1528059038.0,
    'created_utc': 1528030238.0,
    'distinguished': None,
    'domain': 'i.imgur.com',
    'downs': 0,
    'edited': False,
    'gilded': 0,
    'hidden': False,
    'hide_score': False,
    'id': '8o8bhl',
    'is_crosspostable': False,
    'is_reddit_media_domain': False,
    'is_self': False,
    'is_video': False,
    'likes': None,
    'link_flair_css_class': None,
    'link_flair_text': None,
    'locked': False,
    'media': None,
    'media_embed': {},
    'media_only': False,
    'mod_note': None,
    'mod_reason_by': None,
    'mod_reason_title': None,
    'mod_reports': [],
    'name': 't3_8o8bhl',
    'no_follow': False,
    'num_comments': 502,
    'num_crossposts': 3,
    'num_reports': None,
    'over_18': False,
    'parent_whitelist_status': 'all_ads',
    'permalink': '/r/bigboye/comments/8o8bhl/sweet_african_danger_dog/',
    'pinned': False,
    'post_categories': None,
    'post_hint': 'link',
    'preview': {'enabled': True,
     'images': [{'id': 'YWkEfdaK3zGF4dIrHINDGziGicaoMHb4CSrwos8LV14',
       'resolutions': [{'height': 135,
         'url': 'https://i.redditmedia.com/z1_Kc8-Wlfr9mYWTYHboM47-YfXU4_2cxcSQLP0KDnY.gif?fit=crop&crop=faces%2Centropy&arh=2&w=108&fm=jpg&s=28ce075617a57ea98be856476656d02c',
         'width': 108},
        {'height': 270,
         'url': 'https://i.redditmedia.com/z1_Kc8-Wlfr9mYWTYHboM47-YfXU4_2cxcSQLP0KDnY.gif?fit=crop&crop=faces%2Centropy&arh=2&w=216&fm=jpg&s=f23dcd46606e020b59853d507439e2d0',
         'width': 216},
        {'height': 400,
         'url': 'https://i.redditmedia.com/z1_Kc8-Wlfr9mYWTYHboM47-YfXU4_2cxcSQLP0KDnY.gif?fit=crop&crop=faces%2Centropy&arh=2&w=320&fm=jpg&s=a1176e9a6d5c3f57faba969d03ded246',
         'width': 320},
        {'height': 800,
         'url': 'https://i.redditmedia.com/z1_Kc8-Wlfr9mYWTYHboM47-YfXU4_2cxcSQLP0KDnY.gif?fit=crop&crop=faces%2Centropy&arh=2&w=640&fm=jpg&s=fe346923c9af3d8bdaad5eeb7e910560',
         'width': 640}],
       'source': {'height': 910,
        'url': 'https://i.redditmedia.com/z1_Kc8-Wlfr9mYWTYHboM47-YfXU4_2cxcSQLP0KDnY.gif?fm=jpg&s=252332b26f0bfe3dbda44a56c6a3e6d5',
        'width': 728},
       'variants': {'gif': {'resolutions': [{'height': 135,
           'url': 'https://g.redditmedia.com/z1_Kc8-Wlfr9mYWTYHboM47-YfXU4_2cxcSQLP0KDnY.gif?fit=crop&crop=faces%2Centropy&arh=2&w=108&s=be1383573b739860fe1017ac933ae149',
           'width': 108},
          {'height': 270,
           'url': 'https://g.redditmedia.com/z1_Kc8-Wlfr9mYWTYHboM47-YfXU4_2cxcSQLP0KDnY.gif?fit=crop&crop=faces%2Centropy&arh=2&w=216&s=54f4ca7bc91e63470d0ab57c8acfe9c1',
           'width': 216},
          {'height': 400,
           'url': 'https://g.redditmedia.com/z1_Kc8-Wlfr9mYWTYHboM47-YfXU4_2cxcSQLP0KDnY.gif?fit=crop&crop=faces%2Centropy&arh=2&w=320&s=31b642132418e98eb3e3382e71127afa',
           'width': 320},
          {'height': 800,
           'url': 'https://g.redditmedia.com/z1_Kc8-Wlfr9mYWTYHboM47-YfXU4_2cxcSQLP0KDnY.gif?fit=crop&crop=faces%2Centropy&arh=2&w=640&s=708eb5be42a86f17aa38b894d0ceebb1',
           'width': 640}],
         'source': {'height': 910,
          'url': 'https://g.redditmedia.com/z1_Kc8-Wlfr9mYWTYHboM47-YfXU4_2cxcSQLP0KDnY.gif?s=467d5b9764df6a086ce8e09616b12c75',
          'width': 728}},
        'mp4': {'resolutions': [{'height': 135,
           'url': 'https://g.redditmedia.com/z1_Kc8-Wlfr9mYWTYHboM47-YfXU4_2cxcSQLP0KDnY.gif?fit=crop&crop=faces%2Centropy&arh=2&w=108&fm=mp4&mp4-fragmented=false&s=701a34209e7bb6979fef200a80766bf9',
           'width': 108},
          {'height': 270,
           'url': 'https://g.redditmedia.com/z1_Kc8-Wlfr9mYWTYHboM47-YfXU4_2cxcSQLP0KDnY.gif?fit=crop&crop=faces%2Centropy&arh=2&w=216&fm=mp4&mp4-fragmented=false&s=9810bfbf65ef975b66cc14810b27952e',
           'width': 216},
          {'height': 400,
           'url': 'https://g.redditmedia.com/z1_Kc8-Wlfr9mYWTYHboM47-YfXU4_2cxcSQLP0KDnY.gif?fit=crop&crop=faces%2Centropy&arh=2&w=320&fm=mp4&mp4-fragmented=false&s=99a4e3aedfeffa4fd8a657a3742e39ce',
           'width': 320},
          {'height': 800,
           'url': 'https://g.redditmedia.com/z1_Kc8-Wlfr9mYWTYHboM47-YfXU4_2cxcSQLP0KDnY.gif?fit=crop&crop=faces%2Centropy&arh=2&w=640&fm=mp4&mp4-fragmented=false&s=053ed4743fd473eb706bb2e37c7e1bf7',
           'width': 640}],
         'source': {'height': 910,
          'url': 'https://g.redditmedia.com/z1_Kc8-Wlfr9mYWTYHboM47-YfXU4_2cxcSQLP0KDnY.gif?fm=mp4&mp4-fragmented=false&s=ccdf2fc992ffc7f321988763f2eed1d2',
          'width': 728}}}}],
     'reddit_video_preview': {'dash_url': 'https://v.redd.it/rthbv0vy8s111/DASHPlaylist.mpd',
      'duration': 12,
      'fallback_url': 'https://v.redd.it/rthbv0vy8s111/DASH_4_8_M',
      'height': 720,
      'hls_url': 'https://v.redd.it/rthbv0vy8s111/HLSPlaylist.m3u8',
      'is_gif': True,
      'scrubber_media_url': 'https://v.redd.it/rthbv0vy8s111/DASH_600_K',
      'transcoding_status': 'completed',
      'width': 576}},
    'pwls': 6,
    'quarantine': False,
    'removal_reason': None,
    'report_reasons': None,
    'saved': False,
    'score': 13562,
    'secure_media': None,
    'secure_media_embed': {},
    'selftext': '',
    'selftext_html': None,
    'send_replies': True,
    'spoiler': False,
    'stickied': False,
    'subreddit': 'bigboye',
    'subreddit_id': 't5_3k32c',
    'subreddit_name_prefixed': 'r/bigboye',
    'subreddit_subscribers': 95022,
    'subreddit_type': 'public',
    'suggested_sort': None,
    'thumbnail': 'https://a.thumbs.redditmedia.com/dfuBSRed5KnsInI4URR9DE8XIgW4mph3dUucWiULwd4.jpg',
    'thumbnail_height': 140,
    'thumbnail_width': 140,
    'title': 'Sweet African Danger Dog',
    'ups': 13562,
    'url': 'https://i.imgur.com/qah0K39.gifv',
    'user_reports': [],
    'view_count': None,
    'visited': False,
    'whitelist_status': 'all_ads',
    'wls': 6},
   'kind': 't3'},
  {'data': {'approved_at_utc': None,
    'approved_by': None,
    'archived': False,
    'author': 'rosesarewet',
    'author_flair_css_class': None,
    'author_flair_template_id': None,
    'author_flair_text': None,
    'banned_at_utc': None,
    'banned_by': None,
    'can_gild': False,
    'can_mod_post': False,
    'clicked': False,
    'contest_mode': False,
    'created': 1528066493.0,
    'created_utc': 1528037693.0,
    'distinguished': None,
    'domain': 'i.imgur.com',
    'downs': 0,
    'edited': False,
    'gilded': 0,
    'hidden': False,
    'hide_score': False,
    'id': '8o8zmm',
    'is_crosspostable': False,
    'is_reddit_media_domain': False,
    'is_self': False,
    'is_video': False,
    'likes': None,
    'link_flair_css_class': 'l-i',
    'link_flair_text': 'Image',
    'locked': False,
    'media': None,
    'media_embed': {},
    'media_only': False,
    'mod_note': None,
    'mod_reason_by': None,
    'mod_reason_title': None,
    'mod_reports': [],
    'name': 't3_8o8zmm',
    'no_follow': False,
    'num_comments': 64,
    'num_crossposts': 1,
    'num_reports': None,
    'over_18': False,
    'parent_whitelist_status': 'all_ads',
    'permalink': '/r/Damnthatsinteresting/comments/8o8zmm/bioluminescent_photoplankton_at_night/',
    'pinned': False,
    'post_categories': None,
    'post_hint': 'image',
    'preview': {'enabled': True,
     'images': [{'id': '-YOdeE16wFns5QmWI8GfbUZaMtsmT4RV6ANDlmfApn0',
       'resolutions': [{'height': 134,
         'url': 'https://i.redditmedia.com/Eq_bAO6zXFauon5Uu2zEJF9OAz4zlqF8gVj6Orb4dHw.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=108&s=af9a10348c64dda3a4d0cbe43bed5a75',
         'width': 108},
        {'height': 268,
         'url': 'https://i.redditmedia.com/Eq_bAO6zXFauon5Uu2zEJF9OAz4zlqF8gVj6Orb4dHw.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=216&s=af727f620ec9505d511786df5ab80410',
         'width': 216},
        {'height': 397,
         'url': 'https://i.redditmedia.com/Eq_bAO6zXFauon5Uu2zEJF9OAz4zlqF8gVj6Orb4dHw.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=320&s=cad9d81c0a04b5aebbeca325da85f44d',
         'width': 320},
        {'height': 794,
         'url': 'https://i.redditmedia.com/Eq_bAO6zXFauon5Uu2zEJF9OAz4zlqF8gVj6Orb4dHw.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=640&s=fb2f9cf8600dc99321725ef86a06f11d',
         'width': 640},
        {'height': 1191,
         'url': 'https://i.redditmedia.com/Eq_bAO6zXFauon5Uu2zEJF9OAz4zlqF8gVj6Orb4dHw.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=960&s=d1703f19f81d3d5483b0056e17b2e920',
         'width': 960},
        {'height': 1340,
         'url': 'https://i.redditmedia.com/Eq_bAO6zXFauon5Uu2zEJF9OAz4zlqF8gVj6Orb4dHw.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=1080&s=a749d63bde614f2f7160b081d631697d',
         'width': 1080}],
       'source': {'height': 1542,
        'url': 'https://i.redditmedia.com/Eq_bAO6zXFauon5Uu2zEJF9OAz4zlqF8gVj6Orb4dHw.jpg?s=604438a73cc7853c19d3ebc68703a61f',
        'width': 1242},
       'variants': {}}]},
    'pwls': 6,
    'quarantine': False,
    'removal_reason': None,
    'report_reasons': None,
    'saved': False,
    'score': 6608,
    'secure_media': None,
    'secure_media_embed': {},
    'selftext': '',
    'selftext_html': None,
    'send_replies': True,
    'spoiler': False,
    'stickied': False,
    'subreddit': 'Damnthatsinteresting',
    'subreddit_id': 't5_2xxyj',
    'subreddit_name_prefixed': 'r/Damnthatsinteresting',
    'subreddit_subscribers': 733642,
    'subreddit_type': 'public',
    'suggested_sort': None,
    'thumbnail': 'https://a.thumbs.redditmedia.com/Z0xNv2etImoCox890yrElMGzc5euYt0lDNGLedqs6z0.jpg',
    'thumbnail_height': 140,
    'thumbnail_width': 140,
    'title': 'Bioluminescent photoplankton at night',
    'ups': 6608,
    'url': 'https://i.imgur.com/DvqZBpS.jpg',
    'user_reports': [],
    'view_count': None,
    'visited': False,
    'whitelist_status': 'all_ads',
    'wls': 6},
   'kind': 't3'},
  {'data': {'approved_at_utc': None,
    'approved_by': None,
    'archived': False,
    'author': 'diddylongbreadz_rm',
    'author_flair_css_class': None,
    'author_flair_template_id': None,
    'author_flair_text': None,
    'banned_at_utc': None,
    'banned_by': None,
    'can_gild': False,
    'can_mod_post': False,
    'clicked': False,
    'contest_mode': False,
    'created': 1528060438.0,
    'created_utc': 1528031638.0,
    'distinguished': None,
    'domain': 'i.imgur.com',
    'downs': 0,
    'edited': False,
    'gilded': 0,
    'hidden': False,
    'hide_score': False,
    'id': '8o8g0c',
    'is_crosspostable': False,
    'is_reddit_media_domain': False,
    'is_self': False,
    'is_video': False,
    'likes': None,
    'link_flair_css_class': None,
    'link_flair_text': None,
    'locked': False,
    'media': None,
    'media_embed': {},
    'media_only': False,
    'mod_note': None,
    'mod_reason_by': None,
    'mod_reason_title': None,
    'mod_reports': [],
    'name': 't3_8o8g0c',
    'no_follow': False,
    'num_comments': 227,
    'num_crossposts': 0,
    'num_reports': None,
    'over_18': False,
    'parent_whitelist_status': 'all_ads',
    'permalink': '/r/OldSchoolCool/comments/8o8g0c/lynda_carter_joking_with_some_extras_on_the_set/',
    'pinned': False,
    'post_categories': None,
    'post_hint': 'image',
    'preview': {'enabled': True,
     'images': [{'id': 'Skc-YzEQRJ5EJ8Xm3pn5QbzcMSk82bDC4jCal8QWWqk',
       'resolutions': [{'height': 155,
         'url': 'https://i.redditmedia.com/cRaJ65YYyMDK3sHW4skmfihZS6OOMtd6WHy1GVbpfmc.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=108&s=05c962316df1d8cb06776a47aff0674b',
         'width': 108},
        {'height': 310,
         'url': 'https://i.redditmedia.com/cRaJ65YYyMDK3sHW4skmfihZS6OOMtd6WHy1GVbpfmc.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=216&s=de36eeb5b4c5b287849ab701d7f67486',
         'width': 216},
        {'height': 460,
         'url': 'https://i.redditmedia.com/cRaJ65YYyMDK3sHW4skmfihZS6OOMtd6WHy1GVbpfmc.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=320&s=04c50554bff95ed0ebbb5bc2bacb4119',
         'width': 320}],
       'source': {'height': 906,
        'url': 'https://i.redditmedia.com/cRaJ65YYyMDK3sHW4skmfihZS6OOMtd6WHy1GVbpfmc.jpg?s=ef5f5335e3a71cdba68193ba835a2338',
        'width': 630},
       'variants': {}}]},
    'pwls': 6,
    'quarantine': False,
    'removal_reason': None,
    'report_reasons': None,
    'saved': False,
    'score': 11301,
    'secure_media': None,
    'secure_media_embed': {},
    'selftext': '',
    'selftext_html': None,
    'send_replies': True,
    'spoiler': False,
    'stickied': False,
    'subreddit': 'OldSchoolCool',
    'subreddit_id': 't5_2tycb',
    'subreddit_name_prefixed': 'r/OldSchoolCool',
    'subreddit_subscribers': 12863928,
    'subreddit_type': 'public',
    'suggested_sort': None,
    'thumbnail': 'https://b.thumbs.redditmedia.com/0FlCF7kPLHrGe2vfjBcJf5hIBqx_PeDwtEcZPvgalnQ.jpg',
    'thumbnail_height': 140,
    'thumbnail_width': 140,
    'title': "Lynda Carter joking with some extras on the set of 'Wonder Woman'. (1976)",
    'ups': 11301,
    'url': 'https://i.imgur.com/R1cIsXY.jpg',
    'user_reports': [],
    'view_count': None,
    'visited': False,
    'whitelist_status': 'all_ads',
    'wls': 6},
   'kind': 't3'},
  {'data': {'approved_at_utc': None,
    'approved_by': None,
    'archived': False,
    'author': 'stop_hating1',
    'author_flair_css_class': None,
    'author_flair_template_id': None,
    'author_flair_text': None,
    'banned_at_utc': None,
    'banned_by': None,
    'can_gild': False,
    'can_mod_post': False,
    'clicked': False,
    'contest_mode': False,
    'created': 1528066579.0,
    'created_utc': 1528037779.0,
    'distinguished': None,
    'domain': 'i.imgur.com',
    'downs': 0,
    'edited': False,
    'gilded': 0,
    'hidden': False,
    'hide_score': False,
    'id': '8o8zvw',
    'is_crosspostable': False,
    'is_reddit_media_domain': False,
    'is_self': False,
    'is_video': False,
    'likes': None,
    'link_flair_css_class': None,
    'link_flair_text': None,
    'locked': False,
    'media': None,
    'media_embed': {},
    'media_only': False,
    'mod_note': None,
    'mod_reason_by': None,
    'mod_reason_title': None,
    'mod_reports': [],
    'name': 't3_8o8zvw',
    'no_follow': False,
    'num_comments': 60,
    'num_crossposts': 2,
    'num_reports': None,
    'over_18': False,
    'parent_whitelist_status': 'all_ads',
    'permalink': '/r/BetterEveryLoop/comments/8o8zvw/collecting_your_luggage/',
    'pinned': False,
    'post_categories': None,
    'post_hint': 'link',
    'preview': {'enabled': True,
     'images': [{'id': 'vSvXRglXfw3bYBRDn6-ucU_bqeAwbagdpBOaJZuAlbE',
       'resolutions': [{'height': 108,
         'url': 'https://i.redditmedia.com/mcdUmk3ubbEv-SGikDdPdknQMbZCpNcQKucWR6X90ss.gif?fit=crop&crop=faces%2Centropy&arh=2&w=108&fm=jpg&s=637933d579aac732f160b656cb371f12',
         'width': 108},
        {'height': 216,
         'url': 'https://i.redditmedia.com/mcdUmk3ubbEv-SGikDdPdknQMbZCpNcQKucWR6X90ss.gif?fit=crop&crop=faces%2Centropy&arh=2&w=216&fm=jpg&s=c1aaf89aec84ddb9a93e8f4019b85828',
         'width': 216},
        {'height': 320,
         'url': 'https://i.redditmedia.com/mcdUmk3ubbEv-SGikDdPdknQMbZCpNcQKucWR6X90ss.gif?fit=crop&crop=faces%2Centropy&arh=2&w=320&fm=jpg&s=8c204efb7193a413e7f3b43b543986ef',
         'width': 320}],
       'source': {'height': 480,
        'url': 'https://i.redditmedia.com/mcdUmk3ubbEv-SGikDdPdknQMbZCpNcQKucWR6X90ss.gif?fm=jpg&s=3bef62092cbec33413a567cbd19ce931',
        'width': 480},
       'variants': {'gif': {'resolutions': [{'height': 108,
           'url': 'https://g.redditmedia.com/mcdUmk3ubbEv-SGikDdPdknQMbZCpNcQKucWR6X90ss.gif?fit=crop&crop=faces%2Centropy&arh=2&w=108&s=a9e75b7ebf27ca2b70b3f437b1251827',
           'width': 108},
          {'height': 216,
           'url': 'https://g.redditmedia.com/mcdUmk3ubbEv-SGikDdPdknQMbZCpNcQKucWR6X90ss.gif?fit=crop&crop=faces%2Centropy&arh=2&w=216&s=14c2d43f80a2e74dee87b5261074e340',
           'width': 216},
          {'height': 320,
           'url': 'https://g.redditmedia.com/mcdUmk3ubbEv-SGikDdPdknQMbZCpNcQKucWR6X90ss.gif?fit=crop&crop=faces%2Centropy&arh=2&w=320&s=4d54f07620b7add5255d630d5e56fbb5',
           'width': 320}],
         'source': {'height': 480,
          'url': 'https://g.redditmedia.com/mcdUmk3ubbEv-SGikDdPdknQMbZCpNcQKucWR6X90ss.gif?s=501eb643201243fee929994eb14c3af3',
          'width': 480}},
        'mp4': {'resolutions': [{'height': 108,
           'url': 'https://g.redditmedia.com/mcdUmk3ubbEv-SGikDdPdknQMbZCpNcQKucWR6X90ss.gif?fit=crop&crop=faces%2Centropy&arh=2&w=108&fm=mp4&mp4-fragmented=false&s=f53b97787286418bb7f4af6bf9ac2a1d',
           'width': 108},
          {'height': 216,
           'url': 'https://g.redditmedia.com/mcdUmk3ubbEv-SGikDdPdknQMbZCpNcQKucWR6X90ss.gif?fit=crop&crop=faces%2Centropy&arh=2&w=216&fm=mp4&mp4-fragmented=false&s=b6f70e20953d205942f106fa629db7b0',
           'width': 216},
          {'height': 320,
           'url': 'https://g.redditmedia.com/mcdUmk3ubbEv-SGikDdPdknQMbZCpNcQKucWR6X90ss.gif?fit=crop&crop=faces%2Centropy&arh=2&w=320&fm=mp4&mp4-fragmented=false&s=1465ecd7eabbb91f87062bcbcc4c5882',
           'width': 320}],
         'source': {'height': 480,
          'url': 'https://g.redditmedia.com/mcdUmk3ubbEv-SGikDdPdknQMbZCpNcQKucWR6X90ss.gif?fm=mp4&mp4-fragmented=false&s=b67bd46fc5d25d4c3849a2213c0c6abb',
          'width': 480}}}}],
     'reddit_video_preview': {'dash_url': 'https://v.redd.it/j0rs3i5cvs111/DASHPlaylist.mpd',
      'duration': 22,
      'fallback_url': 'https://v.redd.it/j0rs3i5cvs111/DASH_2_4_M',
      'height': 480,
      'hls_url': 'https://v.redd.it/j0rs3i5cvs111/HLSPlaylist.m3u8',
      'is_gif': True,
      'scrubber_media_url': 'https://v.redd.it/j0rs3i5cvs111/DASH_600_K',
      'transcoding_status': 'completed',
      'width': 480}},
    'previous_visits': [],
    'pwls': 6,
    'quarantine': False,
    'removal_reason': None,
    'report_reasons': None,
    'saved': False,
    'score': 6502,
    'secure_media': None,
    'secure_media_embed': {},
    'selftext': '',
    'selftext_html': None,
    'send_replies': False,
    'spoiler': False,
    'stickied': False,
    'subreddit': 'BetterEveryLoop',
    'subreddit_id': 't5_3abwq',
    'subreddit_name_prefixed': 'r/BetterEveryLoop',
    'subreddit_subscribers': 699670,
    'subreddit_type': 'public',
    'suggested_sort': None,
    'thumbnail': 'https://b.thumbs.redditmedia.com/naZyP6AOCEYLSFI4FREJ-kBC-zlg8uvSz0wZKCKEl7M.jpg',
    'thumbnail_height': 140,
    'thumbnail_width': 140,
    'title': 'Collecting your luggage.',
    'ups': 6502,
    'url': 'https://i.imgur.com/qBDeAC4.gifv',
    'user_reports': [],
    'view_count': None,
    'visited': False,
    'whitelist_status': 'all_ads',
    'wls': 6},
   'kind': 't3'},
  {'data': {'approved_at_utc': None,
    'approved_by': None,
    'archived': False,
    'author': 'Hdalby33',
    'author_flair_css_class': None,
    'author_flair_template_id': None,
    'author_flair_text': None,
    'banned_at_utc': None,
    'banned_by': None,
    'can_gild': False,
    'can_mod_post': False,
    'clicked': False,
    'contest_mode': False,
    'created': 1528064997.0,
    'created_utc': 1528036197.0,
    'distinguished': None,
    'domain': 'i.imgur.com',
    'downs': 0,
    'edited': False,
    'gilded': 0,
    'hidden': False,
    'hide_score': False,
    'id': '8o8v5f',
    'is_crosspostable': False,
    'is_reddit_media_domain': False,
    'is_self': False,
    'is_video': False,
    'likes': None,
    'link_flair_css_class': None,
    'link_flair_text': '/r/all',
    'locked': False,
    'media': None,
    'media_embed': {},
    'media_only': False,
    'mod_note': None,
    'mod_reason_by': None,
    'mod_reason_title': None,
    'mod_reports': [],
    'name': 't3_8o8v5f',
    'no_follow': False,
    'num_comments': 87,
    'num_crossposts': 1,
    'num_reports': None,
    'over_18': False,
    'parent_whitelist_status': 'all_ads',
    'permalink': '/r/Eyebleach/comments/8o8v5f/formerly_paralyzed_patient_surprises_the_nurse/',
    'pinned': False,
    'post_categories': None,
    'post_hint': 'link',
    'preview': {'enabled': False,
     'images': [{'id': 'xuh3vJS01LMYALTnQQT12hsituPydPOI1Sq8uRN-VEw',
       'resolutions': [{'height': 191,
         'url': 'https://i.redditmedia.com/_kh5_5FLvOz_dR97jtKh5pl-wEotq1qeP6oF8mBOvLY.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=108&s=a9cd5a33fa7cc25bb763b90d00e0f46f',
         'width': 108},
        {'height': 382,
         'url': 'https://i.redditmedia.com/_kh5_5FLvOz_dR97jtKh5pl-wEotq1qeP6oF8mBOvLY.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=216&s=d4e016bc67d80a41d5d59aa84cf75eff',
         'width': 216},
        {'height': 567,
         'url': 'https://i.redditmedia.com/_kh5_5FLvOz_dR97jtKh5pl-wEotq1qeP6oF8mBOvLY.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=320&s=3383d9a3e2cc868aab85619b3dccad57',
         'width': 320},
        {'height': 1134,
         'url': 'https://i.redditmedia.com/_kh5_5FLvOz_dR97jtKh5pl-wEotq1qeP6oF8mBOvLY.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=640&s=c354ab41dfd2d43113432d59f16a3311',
         'width': 640}],
       'source': {'height': 1276,
        'url': 'https://i.redditmedia.com/_kh5_5FLvOz_dR97jtKh5pl-wEotq1qeP6oF8mBOvLY.jpg?s=4eb3be4c437bebe7da2d8a50e2308b50',
        'width': 720},
       'variants': {}}],
     'reddit_video_preview': {'dash_url': 'https://v.redd.it/1y5wrl5fqs111/DASHPlaylist.mpd',
      'duration': 16,
      'fallback_url': 'https://v.redd.it/1y5wrl5fqs111/DASH_9_6_M',
      'height': 1080,
      'hls_url': 'https://v.redd.it/1y5wrl5fqs111/HLSPlaylist.m3u8',
      'is_gif': True,
      'scrubber_media_url': 'https://v.redd.it/1y5wrl5fqs111/DASH_600_K',
      'transcoding_status': 'completed',
      'width': 610}},
    'pwls': 6,
    'quarantine': False,
    'removal_reason': None,
    'report_reasons': None,
    'saved': False,
    'score': 7863,
    'secure_media': None,
    'secure_media_embed': {},
    'selftext': '',
    'selftext_html': None,
    'send_replies': True,
    'spoiler': False,
    'stickied': False,
    'subreddit': 'Eyebleach',
    'subreddit_id': 't5_2s427',
    'subreddit_name_prefixed': 'r/Eyebleach',
    'subreddit_subscribers': 860864,
    'subreddit_type': 'public',
    'suggested_sort': None,
    'thumbnail': 'https://b.thumbs.redditmedia.com/h74pK9eqXsc9_6Cqc6TzqBPExeYNMT7C5mvtJ-dpq2M.jpg',
    'thumbnail_height': 140,
    'thumbnail_width': 140,
    'title': 'Formerly paralyzed patient surprises the nurse that took care of her by standing up.',
    'ups': 7863,
    'url': 'https://i.imgur.com/2TR6W9P.gifv',
    'user_reports': [],
    'view_count': None,
    'visited': False,
    'whitelist_status': 'all_ads',
    'wls': 6},
   'kind': 't3'},
  {'data': {'approved_at_utc': None,
    'approved_by': None,
    'archived': False,
    'author': 'onthewall2983',
    'author_flair_css_class': None,
    'author_flair_template_id': None,
    'author_flair_text': None,
    'banned_at_utc': None,
    'banned_by': None,
    'can_gild': False,
    'can_mod_post': False,
    'clicked': False,
    'contest_mode': False,
    'created': 1528070871.0,
    'created_utc': 1528042071.0,
    'distinguished': None,
    'domain': 'self.movies',
    'downs': 0,
    'edited': False,
    'gilded': 0,
    'hidden': False,
    'hide_score': False,
    'id': '8o9ikh',
    'is_crosspostable': False,
    'is_reddit_media_domain': False,
    'is_self': True,
    'is_video': False,
    'likes': None,
    'link_flair_css_class': None,
    'link_flair_text': None,
    'locked': False,
    'media': None,
    'media_embed': {},
    'media_only': False,
    'mod_note': None,
    'mod_reason_by': None,
    'mod_reason_title': None,
    'mod_reports': [],
    'name': 't3_8o9ikh',
    'no_follow': False,
    'num_comments': 339,
    'num_crossposts': 1,
    'num_reports': None,
    'over_18': False,
    'parent_whitelist_status': 'all_ads',
    'permalink': '/r/movies/comments/8o9ikh/blade_runner_2049_premiered_on_hbo_last_night/',
    'pinned': False,
    'post_categories': None,
    'pwls': 6,
    'quarantine': False,
    'removal_reason': None,
    'report_reasons': None,
    'saved': False,
    'score': 3935,
    'secure_media': None,
    'secure_media_embed': {},
    'selftext': 'HBO is infamous for showing widescreen movies in the pan & scan format in the old days, and more recently scanning them to fit modern TVs. But lately for the last few years they have shown several films (off the top of my head, Gone Girl, The Martian, The Revenant and Logan, mostly Fox films) in their original aspect ratios. \n\nIt was a real treat to revisit this movie this way almost a year after seeing it on the big screen.',
    'selftext_html': '<!-- SC_OFF --><div class="md"><p>HBO is infamous for showing widescreen movies in the pan & scan format in the old days, and more recently scanning them to fit modern TVs. But lately for the last few years they have shown several films (off the top of my head, Gone Girl, The Martian, The Revenant and Logan, mostly Fox films) in their original aspect ratios. </p>\n\n<p>It was a real treat to revisit this movie this way almost a year after seeing it on the big screen.</p>\n</div><!-- SC_ON -->',
    'send_replies': False,
    'spoiler': False,
    'stickied': False,
    'subreddit': 'movies',
    'subreddit_id': 't5_2qh3s',
    'subreddit_name_prefixed': 'r/movies',
    'subreddit_subscribers': 17646541,
    'subreddit_type': 'public',
    'suggested_sort': None,
    'thumbnail': 'self',
    'thumbnail_height': None,
    'thumbnail_width': None,
    'title': "Blade Runner 2049 premiered on HBO last night, shown fully in it's widescreen format",
    'ups': 3935,
    'url': 'https://www.reddit.com/r/movies/comments/8o9ikh/blade_runner_2049_premiered_on_hbo_last_night/',
    'user_reports': [],
    'view_count': None,
    'visited': False,
    'whitelist_status': 'all_ads',
    'wls': 6},
   'kind': 't3'},
  {'data': {'approved_at_utc': None,
    'approved_by': None,
    'archived': False,
    'author': 'berrysardar',
    'author_flair_css_class': None,
    'author_flair_template_id': None,
    'author_flair_text': None,
    'banned_at_utc': None,
    'banned_by': None,
    'can_gild': False,
    'can_mod_post': False,
    'clicked': False,
    'contest_mode': False,
    'created': 1528055336.0,
    'created_utc': 1528026536.0,
    'distinguished': None,
    'domain': 'i.redd.it',
    'downs': 0,
    'edited': False,
    'gilded': 0,
    'hidden': False,
    'hide_score': False,
    'id': '8o817m',
    'is_crosspostable': False,
    'is_reddit_media_domain': True,
    'is_self': False,
    'is_video': False,
    'likes': None,
    'link_flair_css_class': None,
    'link_flair_text': None,
    'locked': False,
    'media': None,
    'media_embed': {},
    'media_only': False,
    'mod_note': None,
    'mod_reason_by': None,
    'mod_reason_title': None,
    'mod_reports': [],
    'name': 't3_8o817m',
    'no_follow': False,
    'num_comments': 1201,
    'num_crossposts': 10,
    'num_reports': None,
    'over_18': False,
    'parent_whitelist_status': 'all_ads',
    'permalink': '/r/space/comments/8o817m/temperature_of_the_universe_from_absolute_cold_to/',
    'pinned': False,
    'post_categories': None,
    'post_hint': 'image',
    'preview': {'enabled': True,
     'images': [{'id': 'exKRPBLwnrQ5Kc-cMYfRoXdC8mWCDK2JuKhOcVYvdHk',
       'resolutions': [{'height': 216,
         'url': 'https://i.redditmedia.com/qOOZ6sy-qDfV2MYGWxuPrDAT_P7qYzhQh7tAKS4Yx2w.png?fit=crop&crop=faces%2Centropy&arh=2&w=108&s=b206a4225d501338642fc7024e224118',
         'width': 108},
        {'height': 432,
         'url': 'https://i.redditmedia.com/qOOZ6sy-qDfV2MYGWxuPrDAT_P7qYzhQh7tAKS4Yx2w.png?fit=crop&crop=faces%2Centropy&arh=2&w=216&s=dca2d89b768537068a3e1a3f3fc9f1df',
         'width': 216},
        {'height': 640,
         'url': 'https://i.redditmedia.com/qOOZ6sy-qDfV2MYGWxuPrDAT_P7qYzhQh7tAKS4Yx2w.png?fit=crop&crop=faces%2Centropy&arh=2&w=320&s=1e12dc03295a10cb413780575bcd7b8d',
         'width': 320},
        {'height': 1280,
         'url': 'https://i.redditmedia.com/qOOZ6sy-qDfV2MYGWxuPrDAT_P7qYzhQh7tAKS4Yx2w.png?fit=crop&crop=faces%2Centropy&arh=2&w=640&s=5c9ef75d214d3444e522e6544db8c48c',
         'width': 640}],
       'source': {'height': 4000,
        'url': 'https://i.redditmedia.com/qOOZ6sy-qDfV2MYGWxuPrDAT_P7qYzhQh7tAKS4Yx2w.png?s=ce694e67ae98d7428d744755ff57ef5e',
        'width': 883},
       'variants': {}}]},
    'pwls': 6,
    'quarantine': False,
    'removal_reason': None,
    'report_reasons': None,
    'saved': False,
    'score': 29911,
    'secure_media': None,
    'secure_media_embed': {},
    'selftext': '',
    'selftext_html': None,
    'send_replies': False,
    'spoiler': False,
    'stickied': False,
    'subreddit': 'space',
    'subreddit_id': 't5_2qh87',
    'subreddit_name_prefixed': 'r/space',
    'subreddit_subscribers': 13882075,
    'subreddit_type': 'public',
    'suggested_sort': None,
    'thumbnail': 'https://b.thumbs.redditmedia.com/HabSQRAQ7Dp5eL4_1nqIMs1C6HRd99lR9DKm62LGtcQ.jpg',
    'thumbnail_height': 140,
    'thumbnail_width': 140,
    'title': 'Temperature of the Universe from Absolute Cold to Absolute Hot',
    'ups': 29911,
    'url': 'https://i.redd.it/cc55dg4wxr111.png',
    'user_reports': [],
    'view_count': None,
    'visited': False,
    'whitelist_status': 'all_ads',
    'wls': 6},
   'kind': 't3'},
  {'data': {'approved_at_utc': None,
    'approved_by': None,
    'archived': False,
    'author': 'booboo1998',
    'author_flair_css_class': None,
    'author_flair_template_id': None,
    'author_flair_text': None,
    'banned_at_utc': None,
    'banned_by': None,
    'can_gild': False,
    'can_mod_post': False,
    'clicked': False,
    'contest_mode': False,
    'created': 1528059822.0,
    'created_utc': 1528031022.0,
    'distinguished': None,
    'domain': 'i.imgur.com',
    'downs': 0,
    'edited': False,
    'gilded': 0,
    'hidden': False,
    'hide_score': False,
    'id': '8o8dxg',
    'is_crosspostable': False,
    'is_reddit_media_domain': False,
    'is_self': False,
    'is_video': False,
    'likes': None,
    'link_flair_css_class': None,
    'link_flair_text': None,
    'locked': False,
    'media': None,
    'media_embed': {},
    'media_only': False,
    'mod_note': None,
    'mod_reason_by': None,
    'mod_reason_title': None,
    'mod_reports': [],
    'name': 't3_8o8dxg',
    'no_follow': False,
    'num_comments': 356,
    'num_crossposts': 2,
    'num_reports': None,
    'over_18': False,
    'parent_whitelist_status': 'all_ads',
    'permalink': '/r/gaming/comments/8o8dxg/there_are_no_winners_in_war_only_losers/',
    'pinned': False,
    'post_categories': None,
    'post_hint': 'image',
    'preview': {'enabled': True,
     'images': [{'id': 'yr5AKSzzhUCjufWJ4OIOvfuIUjZDif7P7_rg56_7zKk',
       'resolutions': [{'height': 60,
         'url': 'https://i.redditmedia.com/vDnu7R3ZqVZdyy3s5Hv1sus2p1xX6GlZ73mgKgSn_Do.gif?fit=crop&crop=faces%2Centropy&arh=2&w=108&fm=jpg&s=1524620c35100fb59db0b7f5e38a6d68',
         'width': 108},
        {'height': 121,
         'url': 'https://i.redditmedia.com/vDnu7R3ZqVZdyy3s5Hv1sus2p1xX6GlZ73mgKgSn_Do.gif?fit=crop&crop=faces%2Centropy&arh=2&w=216&fm=jpg&s=560620025678c8a413cba33959d0b78b',
         'width': 216},
        {'height': 179,
         'url': 'https://i.redditmedia.com/vDnu7R3ZqVZdyy3s5Hv1sus2p1xX6GlZ73mgKgSn_Do.gif?fit=crop&crop=faces%2Centropy&arh=2&w=320&fm=jpg&s=b48f73ebd0f6e449b65a3546845f9ff1',
         'width': 320},
        {'height': 358,
         'url': 'https://i.redditmedia.com/vDnu7R3ZqVZdyy3s5Hv1sus2p1xX6GlZ73mgKgSn_Do.gif?fit=crop&crop=faces%2Centropy&arh=2&w=640&fm=jpg&s=4b7ff348d2f08919a7f8aba228a22b98',
         'width': 640}],
       'source': {'height': 408,
        'url': 'https://i.redditmedia.com/vDnu7R3ZqVZdyy3s5Hv1sus2p1xX6GlZ73mgKgSn_Do.gif?fm=jpg&s=e4cde2be91954766a5c83a1358595703',
        'width': 728},
       'variants': {'gif': {'resolutions': [{'height': 60,
           'url': 'https://g.redditmedia.com/vDnu7R3ZqVZdyy3s5Hv1sus2p1xX6GlZ73mgKgSn_Do.gif?fit=crop&crop=faces%2Centropy&arh=2&w=108&s=9d9fe32d7ea59d3d5bad7051f2155cd4',
           'width': 108},
          {'height': 121,
           'url': 'https://g.redditmedia.com/vDnu7R3ZqVZdyy3s5Hv1sus2p1xX6GlZ73mgKgSn_Do.gif?fit=crop&crop=faces%2Centropy&arh=2&w=216&s=76d64a1b6fbe1a207969252c2ce99f8f',
           'width': 216},
          {'height': 179,
           'url': 'https://g.redditmedia.com/vDnu7R3ZqVZdyy3s5Hv1sus2p1xX6GlZ73mgKgSn_Do.gif?fit=crop&crop=faces%2Centropy&arh=2&w=320&s=b2d29167dc5aabceef89350b788265a1',
           'width': 320},
          {'height': 358,
           'url': 'https://g.redditmedia.com/vDnu7R3ZqVZdyy3s5Hv1sus2p1xX6GlZ73mgKgSn_Do.gif?fit=crop&crop=faces%2Centropy&arh=2&w=640&s=a41130dbf49d2cf9434d9c09290c5452',
           'width': 640}],
         'source': {'height': 408,
          'url': 'https://g.redditmedia.com/vDnu7R3ZqVZdyy3s5Hv1sus2p1xX6GlZ73mgKgSn_Do.gif?s=b74280dfac951138a31740305a5f5e8b',
          'width': 728}},
        'mp4': {'resolutions': [{'height': 60,
           'url': 'https://g.redditmedia.com/vDnu7R3ZqVZdyy3s5Hv1sus2p1xX6GlZ73mgKgSn_Do.gif?fit=crop&crop=faces%2Centropy&arh=2&w=108&fm=mp4&mp4-fragmented=false&s=45052290f5838e0a3c9da6e61c11215b',
           'width': 108},
          {'height': 121,
           'url': 'https://g.redditmedia.com/vDnu7R3ZqVZdyy3s5Hv1sus2p1xX6GlZ73mgKgSn_Do.gif?fit=crop&crop=faces%2Centropy&arh=2&w=216&fm=mp4&mp4-fragmented=false&s=348a1ce0fe827f261a325fa7fb5f53b4',
           'width': 216},
          {'height': 179,
           'url': 'https://g.redditmedia.com/vDnu7R3ZqVZdyy3s5Hv1sus2p1xX6GlZ73mgKgSn_Do.gif?fit=crop&crop=faces%2Centropy&arh=2&w=320&fm=mp4&mp4-fragmented=false&s=fd837e47f4f4b21a4354e2cecda0e175',
           'width': 320},
          {'height': 358,
           'url': 'https://g.redditmedia.com/vDnu7R3ZqVZdyy3s5Hv1sus2p1xX6GlZ73mgKgSn_Do.gif?fit=crop&crop=faces%2Centropy&arh=2&w=640&fm=mp4&mp4-fragmented=false&s=96b813fd70a76e020ee77567c87262d7',
           'width': 640}],
         'source': {'height': 408,
          'url': 'https://g.redditmedia.com/vDnu7R3ZqVZdyy3s5Hv1sus2p1xX6GlZ73mgKgSn_Do.gif?fm=mp4&mp4-fragmented=false&s=4bfe01fbb7a42ed8aba55dd0f6323729',
          'width': 728}}}}],
     'reddit_video_preview': {'dash_url': 'https://v.redd.it/yfvf3q4has111/DASHPlaylist.mpd',
      'duration': 11,
      'fallback_url': 'https://v.redd.it/yfvf3q4has111/DASH_1_2_M',
      'height': 360,
      'hls_url': 'https://v.redd.it/yfvf3q4has111/HLSPlaylist.m3u8',
      'is_gif': True,
      'scrubber_media_url': 'https://v.redd.it/yfvf3q4has111/DASH_600_K',
      'transcoding_status': 'completed',
      'width': 640}},
    'pwls': 6,
    'quarantine': False,
    'removal_reason': None,
    'report_reasons': None,
    'saved': False,
    'score': 28140,
    'secure_media': None,
    'secure_media_embed': {},
    'selftext': '',
    'selftext_html': None,
    'send_replies': True,
    'spoiler': False,
    'stickied': False,
    'subreddit': 'gaming',
    'subreddit_id': 't5_2qh03',
    'subreddit_name_prefixed': 'r/gaming',
    'subreddit_subscribers': 18208527,
    'subreddit_type': 'public',
    'suggested_sort': None,
    'thumbnail': 'https://b.thumbs.redditmedia.com/iJZF3bi5JUgpYbbdGRCyt4J3WBJUySFhnVu9UfjJ1YE.jpg',
    'thumbnail_height': 78,
    'thumbnail_width': 140,
    'title': "'There are no winners in war, only losers'",
    'ups': 28140,
    'url': 'https://i.imgur.com/WnuTjH7.gif',
    'user_reports': [],
    'view_count': None,
    'visited': False,
    'whitelist_status': 'all_ads',
    'wls': 6},
   'kind': 't3'},
  {'data': {'approved_at_utc': None,
    'approved_by': None,
    'archived': False,
    'author': 'cartoonartist',
    'author_flair_css_class': None,
    'author_flair_template_id': None,
    'author_flair_text': None,
    'banned_at_utc': None,
    'banned_by': None,
    'can_gild': False,
    'can_mod_post': False,
    'clicked': False,
    'contest_mode': False,
    'created': 1528056645.0,
    'created_utc': 1528027845.0,
    'distinguished': None,
    'domain': 'i.imgur.com',
    'downs': 0,
    'edited': False,
    'gilded': 0,
    'hidden': False,
    'hide_score': False,
    'id': '8o84py',
    'is_crosspostable': False,
    'is_reddit_media_domain': False,
    'is_self': False,
    'is_video': False,
    'likes': None,
    'link_flair_css_class': None,
    'link_flair_text': None,
    'locked': False,
    'media': None,
    'media_embed': {},
    'media_only': False,
    'mod_note': None,
    'mod_reason_by': None,
    'mod_reason_title': None,
    'mod_reports': [],
    'name': 't3_8o84py',
    'no_follow': False,
    'num_comments': 344,
    'num_crossposts': 5,
    'num_reports': None,
    'over_18': False,
    'parent_whitelist_status': 'all_ads',
    'permalink': '/r/comics/comments/8o84py/natural_selection/',
    'pinned': False,
    'post_categories': None,
    'post_hint': 'image',
    'preview': {'enabled': True,
     'images': [{'id': 'gRMVFnyJ6Cu0cJJc2hgHkawv5mPmLtyTCapcwm7yAzk',
       'resolutions': [{'height': 180,
         'url': 'https://i.redditmedia.com/THJAgRHIOQ7bo58lcGf39dPfnndoQBiIXbvZ1pfP8gg.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=108&s=27c68665cfb39a4925815ca451cd160c',
         'width': 108},
        {'height': 360,
         'url': 'https://i.redditmedia.com/THJAgRHIOQ7bo58lcGf39dPfnndoQBiIXbvZ1pfP8gg.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=216&s=61bfdc604d39b4267070f4c6b3f3fcc1',
         'width': 216},
        {'height': 533,
         'url': 'https://i.redditmedia.com/THJAgRHIOQ7bo58lcGf39dPfnndoQBiIXbvZ1pfP8gg.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=320&s=9614f24e886732d3eec05c4feda4478b',
         'width': 320},
        {'height': 1066,
         'url': 'https://i.redditmedia.com/THJAgRHIOQ7bo58lcGf39dPfnndoQBiIXbvZ1pfP8gg.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=640&s=4ad90a36b11088ca712ab5713f077535',
         'width': 640},
        {'height': 1600,
         'url': 'https://i.redditmedia.com/THJAgRHIOQ7bo58lcGf39dPfnndoQBiIXbvZ1pfP8gg.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=960&s=17b28fd7ec5b0d4b1a5ea4e3561a8ac5',
         'width': 960}],
       'source': {'height': 1617,
        'url': 'https://i.redditmedia.com/THJAgRHIOQ7bo58lcGf39dPfnndoQBiIXbvZ1pfP8gg.jpg?s=16d7b4a2de049b2c8fa5966a9d7eda80',
        'width': 970},
       'variants': {}}]},
    'pwls': 6,
    'quarantine': False,
    'removal_reason': None,
    'report_reasons': None,
    'saved': False,
    'score': 20257,
    'secure_media': None,
    'secure_media_embed': {},
    'selftext': '',
    'selftext_html': None,
    'send_replies': True,
    'spoiler': False,
    'stickied': False,
    'subreddit': 'comics',
    'subreddit_id': 't5_2qh0s',
    'subreddit_name_prefixed': 'r/comics',
    'subreddit_subscribers': 926031,
    'subreddit_type': 'public',
    'suggested_sort': None,
    'thumbnail': 'https://b.thumbs.redditmedia.com/AhvrFwoiV8uwddrKzrMVMOo1QbT87GrLPE2q45nUHhw.jpg',
    'thumbnail_height': 140,
    'thumbnail_width': 140,
    'title': 'Natural selection',
    'ups': 20257,
    'url': 'https://i.imgur.com/NSMz711.jpg',
    'user_reports': [],
    'view_count': None,
    'visited': False,
    'whitelist_status': 'all_ads',
    'wls': 6},
   'kind': 't3'},
  {'data': {'approved_at_utc': None,
    'approved_by': None,
    'archived': False,
    'author': 'Thund3rbolt',
    'author_flair_css_class': None,
    'author_flair_template_id': None,
    'author_flair_text': None,
    'banned_at_utc': None,
    'banned_by': None,
    'can_gild': False,
    'can_mod_post': False,
    'clicked': False,
    'contest_mode': False,
    'created': 1528068973.0,
    'created_utc': 1528040173.0,
    'distinguished': None,
    'domain': 'i.imgur.com',
    'downs': 0,
    'edited': False,
    'gilded': 0,
    'hidden': False,
    'hide_score': False,
    'id': '8o99x7',
    'is_crosspostable': False,
    'is_reddit_media_domain': False,
    'is_self': False,
    'is_video': False,
    'likes': None,
    'link_flair_css_class': None,
    'link_flair_text': None,
    'locked': False,
    'media': None,
    'media_embed': {},
    'media_only': False,
    'mod_note': None,
    'mod_reason_by': None,
    'mod_reason_title': None,
    'mod_reports': [],
    'name': 't3_8o99x7',
    'no_follow': False,
    'num_comments': 130,
    'num_crossposts': 1,
    'num_reports': None,
    'over_18': False,
    'parent_whitelist_status': 'all_ads',
    'permalink': '/r/aww/comments/8o99x7/efficient_and_appealing/',
    'pinned': False,
    'post_categories': None,
    'post_hint': 'link',
    'preview': {'enabled': True,
     'images': [{'id': 'Rd5sWjXFyi0KLYrqmnpmX1iyAT5CPoDwQjznDeK8Ka4',
       'resolutions': [{'height': 156,
         'url': 'https://i.redditmedia.com/hUg46RKbWLGQyh6qyemmMCswbW5YKdMj1wWFIoXIIOE.gif?fit=crop&crop=faces%2Centropy&arh=2&w=108&fm=jpg&s=59e89c2e34ee0e06421b623d25c0a897',
         'width': 108},
        {'height': 313,
         'url': 'https://i.redditmedia.com/hUg46RKbWLGQyh6qyemmMCswbW5YKdMj1wWFIoXIIOE.gif?fit=crop&crop=faces%2Centropy&arh=2&w=216&fm=jpg&s=2e5e832942a32fbea231401e8b0598c9',
         'width': 216},
        {'height': 464,
         'url': 'https://i.redditmedia.com/hUg46RKbWLGQyh6qyemmMCswbW5YKdMj1wWFIoXIIOE.gif?fit=crop&crop=faces%2Centropy&arh=2&w=320&fm=jpg&s=900e52551b174501a7220ae2d1edc64c',
         'width': 320}],
       'source': {'height': 668,
        'url': 'https://i.redditmedia.com/hUg46RKbWLGQyh6qyemmMCswbW5YKdMj1wWFIoXIIOE.gif?fm=jpg&s=1ec6b0b20e5178d79aaf59f504efa752',
        'width': 460},
       'variants': {'gif': {'resolutions': [{'height': 156,
           'url': 'https://g.redditmedia.com/hUg46RKbWLGQyh6qyemmMCswbW5YKdMj1wWFIoXIIOE.gif?fit=crop&crop=faces%2Centropy&arh=2&w=108&s=dad89f0e33313eeb9486200abe8d3924',
           'width': 108},
          {'height': 313,
           'url': 'https://g.redditmedia.com/hUg46RKbWLGQyh6qyemmMCswbW5YKdMj1wWFIoXIIOE.gif?fit=crop&crop=faces%2Centropy&arh=2&w=216&s=2a2540789c09a4e408fa23b33765eaba',
           'width': 216},
          {'height': 464,
           'url': 'https://g.redditmedia.com/hUg46RKbWLGQyh6qyemmMCswbW5YKdMj1wWFIoXIIOE.gif?fit=crop&crop=faces%2Centropy&arh=2&w=320&s=97f55cb9ea3f294095a8855f1eacdc7b',
           'width': 320}],
         'source': {'height': 668,
          'url': 'https://g.redditmedia.com/hUg46RKbWLGQyh6qyemmMCswbW5YKdMj1wWFIoXIIOE.gif?s=4f80bf1b8a1fa39c25ea77bfafa6a424',
          'width': 460}},
        'mp4': {'resolutions': [{'height': 156,
           'url': 'https://g.redditmedia.com/hUg46RKbWLGQyh6qyemmMCswbW5YKdMj1wWFIoXIIOE.gif?fit=crop&crop=faces%2Centropy&arh=2&w=108&fm=mp4&mp4-fragmented=false&s=093f98f89e2f541981855c44016bba2b',
           'width': 108},
          {'height': 313,
           'url': 'https://g.redditmedia.com/hUg46RKbWLGQyh6qyemmMCswbW5YKdMj1wWFIoXIIOE.gif?fit=crop&crop=faces%2Centropy&arh=2&w=216&fm=mp4&mp4-fragmented=false&s=75806675c6268c663adaba4ec85aa71f',
           'width': 216},
          {'height': 464,
           'url': 'https://g.redditmedia.com/hUg46RKbWLGQyh6qyemmMCswbW5YKdMj1wWFIoXIIOE.gif?fit=crop&crop=faces%2Centropy&arh=2&w=320&fm=mp4&mp4-fragmented=false&s=b61195f80cd50056be7c716cdd3dc80e',
           'width': 320}],
         'source': {'height': 668,
          'url': 'https://g.redditmedia.com/hUg46RKbWLGQyh6qyemmMCswbW5YKdMj1wWFIoXIIOE.gif?fm=mp4&mp4-fragmented=false&s=ee8f5c7f44ab810e8c350621da430451',
          'width': 460}}}}],
     'reddit_video_preview': {'dash_url': 'https://v.redd.it/iyk8gfjh2t111/DASHPlaylist.mpd',
      'duration': 19,
      'fallback_url': 'https://v.redd.it/iyk8gfjh2t111/DASH_2_4_M',
      'height': 480,
      'hls_url': 'https://v.redd.it/iyk8gfjh2t111/HLSPlaylist.m3u8',
      'is_gif': True,
      'scrubber_media_url': 'https://v.redd.it/iyk8gfjh2t111/DASH_600_K',
      'transcoding_status': 'completed',
      'width': 330}},
    'pwls': 6,
    'quarantine': False,
    'removal_reason': None,
    'report_reasons': None,
    'saved': False,
    'score': 4769,
    'secure_media': None,
    'secure_media_embed': {},
    'selftext': '',
    'selftext_html': None,
    'send_replies': True,
    'spoiler': False,
    'stickied': False,
    'subreddit': 'aww',
    'subreddit_id': 't5_2qh1o',
    'subreddit_name_prefixed': 'r/aww',
    'subreddit_subscribers': 17229875,
    'subreddit_type': 'public',
    'suggested_sort': None,
    'thumbnail': 'https://b.thumbs.redditmedia.com/m90NV70LRE8-F14VCTdDe6-JizssnPXVsroQYl2O50I.jpg',
    'thumbnail_height': 140,
    'thumbnail_width': 140,
    'title': 'Efficient and Appealing',
    'ups': 4769,
    'url': 'https://i.imgur.com/UZJPQIh.gifv',
    'user_reports': [],
    'view_count': None,
    'visited': False,
    'whitelist_status': 'all_ads',
    'wls': 6},
   'kind': 't3'},
  {'data': {'approved_at_utc': None,
    'approved_by': None,
    'archived': False,
    'author': 'dumbgringo',
    'author_flair_css_class': None,
    'author_flair_template_id': None,
    'author_flair_text': None,
    'banned_at_utc': None,
    'banned_by': None,
    'can_gild': False,
    'can_mod_post': False,
    'clicked': False,
    'contest_mode': False,
    'created': 1528055838.0,
    'created_utc': 1528027038.0,
    'distinguished': None,
    'domain': 'abcnews.go.com',
    'downs': 0,
    'edited': False,
    'gilded': 0,
    'hidden': False,
    'hide_score': False,
    'id': '8o82im',
    'is_crosspostable': False,
    'is_reddit_media_domain': False,
    'is_self': False,
    'is_video': False,
    'likes': None,
    'link_flair_css_class': None,
    'link_flair_text': None,
    'locked': False,
    'media': None,
    'media_embed': {},
    'media_only': False,
    'mod_note': None,
    'mod_reason_by': None,
    'mod_reason_title': None,
    'mod_reports': [],
    'name': 't3_8o82im',
    'no_follow': False,
    'num_comments': 1860,
    'num_crossposts': 1,
    'num_reports': None,
    'over_18': False,
    'parent_whitelist_status': 'all_ads',
    'permalink': '/r/news/comments/8o82im/officer_fired_after_intentionally_hitting_fleeing/',
    'pinned': False,
    'post_categories': None,
    'post_hint': 'link',
    'preview': {'enabled': False,
     'images': [{'id': 'P2GOi16DPjsq1jXfzUmVtVk7WGWyOiYLUQdB67iL1FY',
       'resolutions': [{'height': 60,
         'url': 'https://i.redditmedia.com/PRhKk41jMlcUbE_4XjrPnhXmNRx9oJnlFHl2JE_smc8.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=108&s=7ed75651db2907a993a6ff5690fe09b2',
         'width': 108},
        {'height': 121,
         'url': 'https://i.redditmedia.com/PRhKk41jMlcUbE_4XjrPnhXmNRx9oJnlFHl2JE_smc8.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=216&s=b721da9be1930fb6fa5271c33db6fd2f',
         'width': 216},
        {'height': 180,
         'url': 'https://i.redditmedia.com/PRhKk41jMlcUbE_4XjrPnhXmNRx9oJnlFHl2JE_smc8.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=320&s=135080e17a7d2afbe04b3c173126a184',
         'width': 320},
        {'height': 360,
         'url': 'https://i.redditmedia.com/PRhKk41jMlcUbE_4XjrPnhXmNRx9oJnlFHl2JE_smc8.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=640&s=32e34eb00c994170b5eae061036329cd',
         'width': 640},
        {'height': 540,
         'url': 'https://i.redditmedia.com/PRhKk41jMlcUbE_4XjrPnhXmNRx9oJnlFHl2JE_smc8.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=960&s=231becf5a6772ae59460e757ff848a2a',
         'width': 960}],
       'source': {'height': 558,
        'url': 'https://i.redditmedia.com/PRhKk41jMlcUbE_4XjrPnhXmNRx9oJnlFHl2JE_smc8.jpg?s=a5632c88d0e2ced5c91ba43e791655f9',
        'width': 992},
       'variants': {}}]},
    'pwls': 6,
    'quarantine': False,
    'removal_reason': None,
    'report_reasons': None,
    'saved': False,
    'score': 18516,
    'secure_media': None,
    'secure_media_embed': {},
    'selftext': '',
    'selftext_html': None,
    'send_replies': False,
    'spoiler': False,
    'stickied': False,
    'subreddit': 'news',
    'subreddit_id': 't5_2qh3l',
    'subreddit_name_prefixed': 'r/news',
    'subreddit_subscribers': 16093316,
    'subreddit_type': 'public',
    'suggested_sort': None,
    'thumbnail': 'default',
    'thumbnail_height': 78,
    'thumbnail_width': 140,
    'title': 'Officer fired after intentionally hitting fleeing suspect with his police car.',
    'ups': 18516,
    'url': 'https://abcnews.go.com/US/officer-fired-intentionally-hitting-fleeing-suspect-police-car/story?id=55613845',
    'user_reports': [],
    'view_count': None,
    'visited': False,
    'whitelist_status': 'all_ads',
    'wls': 6},
   'kind': 't3'},
  {'data': {'approved_at_utc': None,
    'approved_by': None,
    'archived': False,
    'author': 'getjiggywithit69',
    'author_flair_css_class': None,
    'author_flair_template_id': None,
    'author_flair_text': None,
    'banned_at_utc': None,
    'banned_by': None,
    'can_gild': False,
    'can_mod_post': False,
    'clicked': False,
    'contest_mode': False,
    'created': 1528057374.0,
    'created_utc': 1528028574.0,
    'distinguished': None,
    'domain': 'i.redd.it',
    'downs': 0,
    'edited': False,
    'gilded': 0,
    'hidden': False,
    'hide_score': False,
    'id': '8o86pt',
    'is_crosspostable': False,
    'is_reddit_media_domain': True,
    'is_self': False,
    'is_video': False,
    'likes': None,
    'link_flair_css_class': 'flash1',
    'link_flair_text': 'r/all',
    'locked': False,
    'media': None,
    'media_embed': {},
    'media_only': False,
    'mod_note': None,
    'mod_reason_by': None,
    'mod_reason_title': None,
    'mod_reports': [],
    'name': 't3_8o86pt',
    'no_follow': False,
    'num_comments': 314,
    'num_crossposts': 1,
    'num_reports': None,
    'over_18': False,
    'parent_whitelist_status': None,
    'permalink': '/r/holdmyredbull/comments/8o86pt/hmrb_literally_as_i_submit_my_last_massive/',
    'pinned': False,
    'post_categories': None,
    'post_hint': 'image',
    'preview': {'enabled': True,
     'images': [{'id': '7lWynpH8DBF6-wBPyUwj4T00TvqQQ8NctzMCLtCAtKU',
       'resolutions': [{'height': 80,
         'url': 'https://i.redditmedia.com/bm9pCjQnkL1hhqqnAhRuvQ70NzGmSkcnrm34z5nA3LA.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=108&s=c2220d16ef5fb538b50cf35b8f72177e',
         'width': 108},
        {'height': 161,
         'url': 'https://i.redditmedia.com/bm9pCjQnkL1hhqqnAhRuvQ70NzGmSkcnrm34z5nA3LA.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=216&s=7c63997acb545f24a8dbacbcccc5908e',
         'width': 216},
        {'height': 238,
         'url': 'https://i.redditmedia.com/bm9pCjQnkL1hhqqnAhRuvQ70NzGmSkcnrm34z5nA3LA.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=320&s=748b6017e1ab99e612c46475ada0706b',
         'width': 320},
        {'height': 477,
         'url': 'https://i.redditmedia.com/bm9pCjQnkL1hhqqnAhRuvQ70NzGmSkcnrm34z5nA3LA.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=640&s=1f0f5550eeb02991ea0d2f4352602e44',
         'width': 640},
        {'height': 716,
         'url': 'https://i.redditmedia.com/bm9pCjQnkL1hhqqnAhRuvQ70NzGmSkcnrm34z5nA3LA.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=960&s=f4eb8a952983289e05a1e3e0d5b300d9',
         'width': 960},
        {'height': 806,
         'url': 'https://i.redditmedia.com/bm9pCjQnkL1hhqqnAhRuvQ70NzGmSkcnrm34z5nA3LA.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=1080&s=14336fb51bc0924194e23ead20a3a668',
         'width': 1080}],
       'source': {'height': 806,
        'url': 'https://i.redditmedia.com/bm9pCjQnkL1hhqqnAhRuvQ70NzGmSkcnrm34z5nA3LA.jpg?s=467c5f4cd8f5c84ccbf08ff0f1fd717a',
        'width': 1080},
       'variants': {}}]},
    'pwls': None,
    'quarantine': False,
    'removal_reason': None,
    'report_reasons': None,
    'saved': False,
    'score': 15961,
    'secure_media': None,
    'secure_media_embed': {},
    'selftext': '',
    'selftext_html': None,
    'send_replies': False,
    'spoiler': False,
    'stickied': False,
    'subreddit': 'holdmyredbull',
    'subreddit_id': 't5_30dl9',
    'subreddit_name_prefixed': 'r/holdmyredbull',
    'subreddit_subscribers': 243711,
    'subreddit_type': 'public',
    'suggested_sort': 'confidence',
    'thumbnail': 'https://a.thumbs.redditmedia.com/4Ext4xQoFy-yCLIhvYvRej0ynXqc7HnnM5Gvm2GrzV0.jpg',
    'thumbnail_height': 104,
    'thumbnail_width': 140,
    'title': 'HMRB (literally) as I submit my last massive assignment ever for my degree with 7 seconds to spare',
    'ups': 15961,
    'url': 'https://i.redd.it/xcvcnj6y3s111.jpg',
    'user_reports': [],
    'view_count': None,
    'visited': False,
    'whitelist_status': None,
    'wls': None},
   'kind': 't3'},
  {'data': {'approved_at_utc': None,
    'approved_by': None,
    'archived': False,
    'author': 'KadenCG',
    'author_flair_css_class': None,
    'author_flair_template_id': None,
    'author_flair_text': None,
    'banned_at_utc': None,
    'banned_by': None,
    'can_gild': False,
    'can_mod_post': False,
    'clicked': False,
    'contest_mode': False,
    'created': 1528064427.0,
    'created_utc': 1528035627.0,
    'distinguished': None,
    'domain': 'v.redd.it',
    'downs': 0,
    'edited': False,
    'gilded': 0,
    'hidden': False,
    'hide_score': False,
    'id': '8o8teq',
    'is_crosspostable': False,
    'is_reddit_media_domain': True,
    'is_self': False,
    'is_video': True,
    'likes': None,
    'link_flair_css_class': None,
    'link_flair_text': None,
    'locked': False,
    'media': {'reddit_video': {'dash_url': 'https://v.redd.it/gbktcawuos111/DASHPlaylist.mpd',
      'duration': 10,
      'fallback_url': 'https://v.redd.it/gbktcawuos111/DASH_600_K',
      'height': 240,
      'hls_url': 'https://v.redd.it/gbktcawuos111/HLSPlaylist.m3u8',
      'is_gif': True,
      'scrubber_media_url': 'https://v.redd.it/gbktcawuos111/DASH_600_K',
      'transcoding_status': 'completed',
      'width': 242}},
    'media_embed': {},
    'media_only': False,
    'mod_note': None,
    'mod_reason_by': None,
    'mod_reason_title': None,
    'mod_reports': [],
    'name': 't3_8o8teq',
    'no_follow': False,
    'num_comments': 78,
    'num_crossposts': 0,
    'num_reports': None,
    'over_18': False,
    'parent_whitelist_status': 'all_ads',
    'permalink': '/r/tippytaps/comments/8o8teq/excited_boy_plays_fetch/',
    'pinned': False,
    'post_categories': None,
    'post_hint': 'hosted:video',
    'preview': {'enabled': False,
     'images': [{'id': '1cGi_mzP69Dq1mAzf12IwqlodGe72fXBfrj3BmAUclk',
       'resolutions': [{'height': 107,
         'url': 'https://i.redditmedia.com/I8IeSRsZCSbS0aMK9aPjwWXfpitTr536YBTBqFawoyE.png?fit=crop&crop=faces%2Centropy&arh=2&w=108&s=fc2d907b8da62fe18dfa64bb2af8fea3',
         'width': 108},
        {'height': 214,
         'url': 'https://i.redditmedia.com/I8IeSRsZCSbS0aMK9aPjwWXfpitTr536YBTBqFawoyE.png?fit=crop&crop=faces%2Centropy&arh=2&w=216&s=d90ca8a6175443a28db9a85f4be9d3dd',
         'width': 216},
        {'height': 318,
         'url': 'https://i.redditmedia.com/I8IeSRsZCSbS0aMK9aPjwWXfpitTr536YBTBqFawoyE.png?fit=crop&crop=faces%2Centropy&arh=2&w=320&s=1731e742e6964678e6ec47bd475fe5a8',
         'width': 320}],
       'source': {'height': 318,
        'url': 'https://i.redditmedia.com/I8IeSRsZCSbS0aMK9aPjwWXfpitTr536YBTBqFawoyE.png?s=4bfc5970fcd0bd14462279b5a1d584c6',
        'width': 320},
       'variants': {}}]},
    'pwls': 6,
    'quarantine': False,
    'removal_reason': None,
    'report_reasons': None,
    'saved': False,
    'score': 6154,
    'secure_media': {'reddit_video': {'dash_url': 'https://v.redd.it/gbktcawuos111/DASHPlaylist.mpd',
      'duration': 10,
      'fallback_url': 'https://v.redd.it/gbktcawuos111/DASH_600_K',
      'height': 240,
      'hls_url': 'https://v.redd.it/gbktcawuos111/HLSPlaylist.m3u8',
      'is_gif': True,
      'scrubber_media_url': 'https://v.redd.it/gbktcawuos111/DASH_600_K',
      'transcoding_status': 'completed',
      'width': 242}},
    'secure_media_embed': {},
    'selftext': '',
    'selftext_html': None,
    'send_replies': True,
    'spoiler': False,
    'stickied': False,
    'subreddit': 'tippytaps',
    'subreddit_id': 't5_3frqi',
    'subreddit_name_prefixed': 'r/tippytaps',
    'subreddit_subscribers': 235396,
    'subreddit_type': 'public',
    'suggested_sort': None,
    'thumbnail': 'https://a.thumbs.redditmedia.com/TuO9nDmEHOHngJ8KW7nq65YewQuMaAE3j9mAz5pQ3m8.jpg',
    'thumbnail_height': 139,
    'thumbnail_width': 140,
    'title': 'Excited boy plays fetch',
    'ups': 6154,
    'url': 'https://v.redd.it/gbktcawuos111',
    'user_reports': [],
    'view_count': None,
    'visited': False,
    'whitelist_status': 'all_ads',
    'wls': 6},
   'kind': 't3'},
  {'data': {'approved_at_utc': None,
    'approved_by': None,
    'archived': False,
    'author': 'guyi567',
    'author_flair_css_class': None,
    'author_flair_template_id': None,
    'author_flair_text': None,
    'banned_at_utc': None,
    'banned_by': None,
    'can_gild': False,
    'can_mod_post': False,
    'clicked': False,
    'contest_mode': False,
    'created': 1528058570.0,
    'created_utc': 1528029770.0,
    'distinguished': None,
    'domain': 'i.imgur.com',
    'downs': 0,
    'edited': False,
    'gilded': 0,
    'hidden': False,
    'hide_score': False,
    'id': '8o8a3w',
    'is_crosspostable': False,
    'is_reddit_media_domain': False,
    'is_self': False,
    'is_video': False,
    'likes': None,
    'link_flair_css_class': 'approve',
    'link_flair_text': '/r/ALL',
    'locked': False,
    'media': None,
    'media_embed': {},
    'media_only': False,
    'mod_note': None,
    'mod_reason_by': None,
    'mod_reason_title': None,
    'mod_reports': [],
    'name': 't3_8o8a3w',
    'no_follow': False,
    'num_comments': 117,
    'num_crossposts': 4,
    'num_reports': None,
    'over_18': False,
    'parent_whitelist_status': 'all_ads',
    'permalink': '/r/interestingasfuck/comments/8o8a3w/magnet_collisions_in_slo_mo_look_like_iron_man/',
    'pinned': False,
    'post_categories': None,
    'post_hint': 'link',
    'preview': {'enabled': True,
     'images': [{'id': 'mUZ818lqHroBxgM0TP5ji0X57rLFEieYy5LtD9ngW8o',
       'resolutions': [{'height': 60,
         'url': 'https://i.redditmedia.com/IBcyyT3eMi1y2qeEmFNuqdO4qcKNIsrrz2uPZQbLwDc.gif?fit=crop&crop=faces%2Centropy&arh=2&w=108&fm=jpg&s=278e11156f8374f8ca2639c4be23b967',
         'width': 108},
        {'height': 121,
         'url': 'https://i.redditmedia.com/IBcyyT3eMi1y2qeEmFNuqdO4qcKNIsrrz2uPZQbLwDc.gif?fit=crop&crop=faces%2Centropy&arh=2&w=216&fm=jpg&s=758975979a4166945c4ff3a5f7c29630',
         'width': 216},
        {'height': 179,
         'url': 'https://i.redditmedia.com/IBcyyT3eMi1y2qeEmFNuqdO4qcKNIsrrz2uPZQbLwDc.gif?fit=crop&crop=faces%2Centropy&arh=2&w=320&fm=jpg&s=f22a834a75be70698c823f732bcf1b80',
         'width': 320},
        {'height': 358,
         'url': 'https://i.redditmedia.com/IBcyyT3eMi1y2qeEmFNuqdO4qcKNIsrrz2uPZQbLwDc.gif?fit=crop&crop=faces%2Centropy&arh=2&w=640&fm=jpg&s=23899714041f46507e235be32bce65e1',
         'width': 640}],
       'source': {'height': 408,
        'url': 'https://i.redditmedia.com/IBcyyT3eMi1y2qeEmFNuqdO4qcKNIsrrz2uPZQbLwDc.gif?fm=jpg&s=f56090b5e6f0b50d64b3d0a9fbc20394',
        'width': 728},
       'variants': {'gif': {'resolutions': [{'height': 60,
           'url': 'https://g.redditmedia.com/IBcyyT3eMi1y2qeEmFNuqdO4qcKNIsrrz2uPZQbLwDc.gif?fit=crop&crop=faces%2Centropy&arh=2&w=108&s=00148cf1087c4d3583581d63e5cd5b11',
           'width': 108},
          {'height': 121,
           'url': 'https://g.redditmedia.com/IBcyyT3eMi1y2qeEmFNuqdO4qcKNIsrrz2uPZQbLwDc.gif?fit=crop&crop=faces%2Centropy&arh=2&w=216&s=3b8f3b6846f668d36ef64b54cf75dae5',
           'width': 216},
          {'height': 179,
           'url': 'https://g.redditmedia.com/IBcyyT3eMi1y2qeEmFNuqdO4qcKNIsrrz2uPZQbLwDc.gif?fit=crop&crop=faces%2Centropy&arh=2&w=320&s=d927cd054722a70515703f89f309c053',
           'width': 320},
          {'height': 358,
           'url': 'https://g.redditmedia.com/IBcyyT3eMi1y2qeEmFNuqdO4qcKNIsrrz2uPZQbLwDc.gif?fit=crop&crop=faces%2Centropy&arh=2&w=640&s=bacf5ee9185d5533ae5f1adb47bb5379',
           'width': 640}],
         'source': {'height': 408,
          'url': 'https://g.redditmedia.com/IBcyyT3eMi1y2qeEmFNuqdO4qcKNIsrrz2uPZQbLwDc.gif?s=8f3e74e74d65020de264afd98c2f1a49',
          'width': 728}},
        'mp4': {'resolutions': [{'height': 60,
           'url': 'https://g.redditmedia.com/IBcyyT3eMi1y2qeEmFNuqdO4qcKNIsrrz2uPZQbLwDc.gif?fit=crop&crop=faces%2Centropy&arh=2&w=108&fm=mp4&mp4-fragmented=false&s=bc51c6abd8629f80f2bc6ad37fcc74fd',
           'width': 108},
          {'height': 121,
           'url': 'https://g.redditmedia.com/IBcyyT3eMi1y2qeEmFNuqdO4qcKNIsrrz2uPZQbLwDc.gif?fit=crop&crop=faces%2Centropy&arh=2&w=216&fm=mp4&mp4-fragmented=false&s=c72a328796291153df835778f54921e7',
           'width': 216},
          {'height': 179,
           'url': 'https://g.redditmedia.com/IBcyyT3eMi1y2qeEmFNuqdO4qcKNIsrrz2uPZQbLwDc.gif?fit=crop&crop=faces%2Centropy&arh=2&w=320&fm=mp4&mp4-fragmented=false&s=80fb5eadf4ed6d6ce0fbf9d53478235c',
           'width': 320},
          {'height': 358,
           'url': 'https://g.redditmedia.com/IBcyyT3eMi1y2qeEmFNuqdO4qcKNIsrrz2uPZQbLwDc.gif?fit=crop&crop=faces%2Centropy&arh=2&w=640&fm=mp4&mp4-fragmented=false&s=cadb059d7e7048cdcdc85c9d053bfdaa',
           'width': 640}],
         'source': {'height': 408,
          'url': 'https://g.redditmedia.com/IBcyyT3eMi1y2qeEmFNuqdO4qcKNIsrrz2uPZQbLwDc.gif?fm=mp4&mp4-fragmented=false&s=ed424fe7641ebb6fc24b57044508f786',
          'width': 728}}}}],
     'reddit_video_preview': {'dash_url': 'https://v.redd.it/1fwbegsi7s111/DASHPlaylist.mpd',
      'duration': 10,
      'fallback_url': 'https://v.redd.it/1fwbegsi7s111/DASH_1_2_M',
      'height': 360,
      'hls_url': 'https://v.redd.it/1fwbegsi7s111/HLSPlaylist.m3u8',
      'is_gif': True,
      'scrubber_media_url': 'https://v.redd.it/1fwbegsi7s111/DASH_600_K',
      'transcoding_status': 'completed',
      'width': 640}},
    'pwls': 6,
    'quarantine': False,
    'removal_reason': None,
    'report_reasons': None,
    'saved': False,
    'score': 11085,
    'secure_media': None,
    'secure_media_embed': {},
    'selftext': '',
    'selftext_html': None,
    'send_replies': True,
    'spoiler': False,
    'stickied': False,
    'subreddit': 'interestingasfuck',
    'subreddit_id': 't5_2qhsa',
    'subreddit_name_prefixed': 'r/interestingasfuck',
    'subreddit_subscribers': 2193400,
    'subreddit_type': 'public',
    'suggested_sort': None,
    'thumbnail': 'https://b.thumbs.redditmedia.com/LtmkDHEcbKGdHFkurcfiPl3xY4X148NozuF73hGg6EA.jpg',
    'thumbnail_height': 78,
    'thumbnail_width': 140,
    'title': 'Magnet collisions in Slo Mo look like Iron Man suiting up.',
    'ups': 11085,
    'url': 'https://i.imgur.com/1BbjqY8.gifv',
    'user_reports': [],
    'view_count': None,
    'visited': False,
    'whitelist_status': 'all_ads',
    'wls': 6},
   'kind': 't3'},
  {'data': {'approved_at_utc': None,
    'approved_by': None,
    'archived': False,
    'author': 'priyankerrao',
    'author_flair_css_class': None,
    'author_flair_template_id': None,
    'author_flair_text': None,
    'banned_at_utc': None,
    'banned_by': None,
    'can_gild': False,
    'can_mod_post': False,
    'clicked': False,
    'contest_mode': False,
    'created': 1528056059.0,
    'created_utc': 1528027259.0,
    'distinguished': None,
    'domain': 'youtube.com',
    'downs': 0,
    'edited': False,
    'gilded': 0,
    'hidden': False,
    'hide_score': False,
    'id': '8o833g',
    'is_crosspostable': False,
    'is_reddit_media_domain': False,
    'is_self': False,
    'is_video': False,
    'likes': None,
    'link_flair_css_class': None,
    'link_flair_text': None,
    'locked': False,
    'media': {'oembed': {'author_name': '212 Degrees of Love ***FAN PAGE***',
      'author_url': 'https://www.youtube.com/channel/UC2FyMc8pafrXsH6mOc9ha-w',
      'height': 338,
      'html': '<iframe width="600" height="338" src="https://www.youtube.com/embed/ctq-Gz9r15g?feature=oembed&enablejsapi=1" frameborder="0" allow="autoplay; encrypted-media" allowfullscreen></iframe>',
      'provider_name': 'YouTube',
      'provider_url': 'https://www.youtube.com/',
      'thumbnail_height': 360,
      'thumbnail_url': 'https://i.ytimg.com/vi/ctq-Gz9r15g/hqdefault.jpg',
      'thumbnail_width': 480,
      'title': 'Baby leopard lets out mighty roar',
      'type': 'video',
      'version': '1.0',
      'width': 600},
     'type': 'youtube.com'},
    'media_embed': {'content': '<iframe width="600" height="338" src="https://www.youtube.com/embed/ctq-Gz9r15g?feature=oembed&enablejsapi=1" frameborder="0" allow="autoplay; encrypted-media" allowfullscreen></iframe>',
     'height': 338,
     'scrolling': False,
     'width': 600},
    'media_only': False,
    'mod_note': None,
    'mod_reason_by': None,
    'mod_reason_title': None,
    'mod_reports': [],
    'name': 't3_8o833g',
    'no_follow': False,
    'num_comments': 258,
    'num_crossposts': 7,
    'num_reports': None,
    'over_18': False,
    'parent_whitelist_status': 'all_ads',
    'permalink': '/r/videos/comments/8o833g/baby_leopard_lets_out_mighty_roar/',
    'pinned': False,
    'post_categories': None,
    'post_hint': 'rich:video',
    'preview': {'enabled': False,
     'images': [{'id': 'IiT_ZZGh1etw_qNtP7NXi1NLgCDS_a-X3JPCwQwCLYk',
       'resolutions': [{'height': 81,
         'url': 'https://i.redditmedia.com/fGWbJEUHcoTRst8wMOjkAlwKYk7-LyLne0kZnqA52Fc.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=108&s=b415b2d3d99b6ae57d498237d9a97d0c',
         'width': 108},
        {'height': 162,
         'url': 'https://i.redditmedia.com/fGWbJEUHcoTRst8wMOjkAlwKYk7-LyLne0kZnqA52Fc.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=216&s=6642c34cfc7efeae485c73f6ce99b831',
         'width': 216},
        {'height': 240,
         'url': 'https://i.redditmedia.com/fGWbJEUHcoTRst8wMOjkAlwKYk7-LyLne0kZnqA52Fc.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=320&s=21b95733d10658406ca656f569bcd38f',
         'width': 320}],
       'source': {'height': 360,
        'url': 'https://i.redditmedia.com/fGWbJEUHcoTRst8wMOjkAlwKYk7-LyLne0kZnqA52Fc.jpg?s=ddc16595b56f3b725598d609c95a6b80',
        'width': 480},
       'variants': {}}]},
    'pwls': 6,
    'quarantine': False,
    'removal_reason': None,
    'report_reasons': None,
    'saved': False,
    'score': 11942,
    'secure_media': {'oembed': {'author_name': '212 Degrees of Love ***FAN PAGE***',
      'author_url': 'https://www.youtube.com/channel/UC2FyMc8pafrXsH6mOc9ha-w',
      'height': 338,
      'html': '<iframe width="600" height="338" src="https://www.youtube.com/embed/ctq-Gz9r15g?feature=oembed&enablejsapi=1" frameborder="0" allow="autoplay; encrypted-media" allowfullscreen></iframe>',
      'provider_name': 'YouTube',
      'provider_url': 'https://www.youtube.com/',
      'thumbnail_height': 360,
      'thumbnail_url': 'https://i.ytimg.com/vi/ctq-Gz9r15g/hqdefault.jpg',
      'thumbnail_width': 480,
      'title': 'Baby leopard lets out mighty roar',
      'type': 'video',
      'version': '1.0',
      'width': 600},
     'type': 'youtube.com'},
    'secure_media_embed': {'content': '<iframe width="600" height="338" src="https://www.youtube.com/embed/ctq-Gz9r15g?feature=oembed&enablejsapi=1" frameborder="0" allow="autoplay; encrypted-media" allowfullscreen></iframe>',
     'height': 338,
     'media_domain_url': 'https://www.redditmedia.com/mediaembed/8o833g',
     'scrolling': False,
     'width': 600},
    'selftext': '',
    'selftext_html': None,
    'send_replies': True,
    'spoiler': False,
    'stickied': False,
    'subreddit': 'videos',
    'subreddit_id': 't5_2qh1e',
    'subreddit_name_prefixed': 'r/videos',
    'subreddit_subscribers': 17820535,
    'subreddit_type': 'public',
    'suggested_sort': None,
    'thumbnail': 'https://a.thumbs.redditmedia.com/hcwIAqN0kR3uSryh9_X010EtAC4KwA-mOXuYXbJULg4.jpg',
    'thumbnail_height': 105,
    'thumbnail_width': 140,
    'title': 'Baby leopard lets out mighty roar',
    'ups': 11942,
    'url': 'https://www.youtube.com/watch?v=ctq-Gz9r15g',
    'user_reports': [],
    'view_count': None,
    'visited': False,
    'whitelist_status': 'all_ads',
    'wls': 6},
   'kind': 't3'},
  {'data': {'approved_at_utc': None,
    'approved_by': None,
    'archived': False,
    'author': 'marcsa',
    'author_flair_css_class': None,
    'author_flair_template_id': None,
    'author_flair_text': None,
    'banned_at_utc': None,
    'banned_by': None,
    'can_gild': False,
    'can_mod_post': False,
    'clicked': False,
    'contest_mode': False,
    'created': 1528057370.0,
    'created_utc': 1528028570.0,
    'distinguished': None,
    'domain': 'i.redd.it',
    'downs': 0,
    'edited': False,
    'gilded': 0,
    'hidden': False,
    'hide_score': False,
    'id': '8o86pe',
    'is_crosspostable': False,
    'is_reddit_media_domain': True,
    'is_self': False,
    'is_video': False,
    'likes': None,
    'link_flair_css_class': '',
    'link_flair_text': 'r/all choosy begging',
    'locked': False,
    'media': None,
    'media_embed': {},
    'media_only': False,
    'mod_note': None,
    'mod_reason_by': None,
    'mod_reason_title': None,
    'mod_reports': [],
    'name': 't3_8o86pe',
    'no_follow': False,
    'num_comments': 515,
    'num_crossposts': 0,
    'num_reports': None,
    'over_18': False,
    'parent_whitelist_status': 'promo_adult_nsfw',
    'permalink': '/r/ChoosingBeggars/comments/8o86pe/just_in_write_me_1_million_word_essay_for_the/',
    'pinned': False,
    'post_categories': None,
    'post_hint': 'image',
    'preview': {'enabled': True,
     'images': [{'id': 's_oME7Ypl8hmk7sFLdRp2gwcWEI8boBsNm9NdnwFnKw',
       'resolutions': [{'height': 73,
         'url': 'https://i.redditmedia.com/DZk62gCn66kidaSnriFKPEkiIKm7917yBzGDQxBfdEQ.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=108&s=8c7108eeaba2bc2c67011a2a673c778f',
         'width': 108},
        {'height': 147,
         'url': 'https://i.redditmedia.com/DZk62gCn66kidaSnriFKPEkiIKm7917yBzGDQxBfdEQ.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=216&s=87f7197679e2823b001f66d50dfc4e02',
         'width': 216},
        {'height': 218,
         'url': 'https://i.redditmedia.com/DZk62gCn66kidaSnriFKPEkiIKm7917yBzGDQxBfdEQ.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=320&s=65f2e072ec59060ffa7dccf384e0504f',
         'width': 320},
        {'height': 436,
         'url': 'https://i.redditmedia.com/DZk62gCn66kidaSnriFKPEkiIKm7917yBzGDQxBfdEQ.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=640&s=b28691a25772aca98e943337fd3fe933',
         'width': 640}],
       'source': {'height': 574,
        'url': 'https://i.redditmedia.com/DZk62gCn66kidaSnriFKPEkiIKm7917yBzGDQxBfdEQ.jpg?s=e3baf1796d655c1c5eaefb842a9bea58',
        'width': 842},
       'variants': {}}]},
    'pwls': 3,
    'quarantine': False,
    'removal_reason': None,
    'report_reasons': None,
    'saved': False,
    'score': 10349,
    'secure_media': None,
    'secure_media_embed': {},
    'selftext': '',
    'selftext_html': None,
    'send_replies': True,
    'spoiler': False,
    'stickied': False,
    'subreddit': 'ChoosingBeggars',
    'subreddit_id': 't5_35fmc',
    'subreddit_name_prefixed': 'r/ChoosingBeggars',
    'subreddit_subscribers': 386041,
    'subreddit_type': 'public',
    'suggested_sort': None,
    'thumbnail': 'https://b.thumbs.redditmedia.com/IR3i9RgL3QY667N76bpXrrEeBWBIaAUehoWAeSXQM4w.jpg',
    'thumbnail_height': 95,
    'thumbnail_width': 140,
    'title': 'Just in: Write me 1 million word essay for the generous amount of $22',
    'ups': 10349,
    'url': 'https://i.redd.it/1xv4odho3s111.jpg',
    'user_reports': [],
    'view_count': None,
    'visited': False,
    'whitelist_status': 'promo_adult_nsfw',
    'wls': 3},
   'kind': 't3'},
  {'data': {'approved_at_utc': None,
    'approved_by': None,
    'archived': False,
    'author': 'webox',
    'author_flair_css_class': None,
    'author_flair_template_id': None,
    'author_flair_text': None,
    'banned_at_utc': None,
    'banned_by': None,
    'can_gild': False,
    'can_mod_post': False,
    'clicked': False,
    'contest_mode': False,
    'created': 1528062803.0,
    'created_utc': 1528034003.0,
    'distinguished': None,
    'domain': 'i.redd.it',
    'downs': 0,
    'edited': False,
    'gilded': 0,
    'hidden': False,
    'hide_score': False,
    'id': '8o8nsm',
    'is_crosspostable': False,
    'is_reddit_media_domain': True,
    'is_self': False,
    'is_video': False,
    'likes': None,
    'link_flair_css_class': None,
    'link_flair_text': None,
    'locked': False,
    'media': None,
    'media_embed': {},
    'media_only': False,
    'mod_note': None,
    'mod_reason_by': None,
    'mod_reason_title': None,
    'mod_reports': [],
    'name': 't3_8o8nsm',
    'no_follow': False,
    'num_comments': 128,
    'num_crossposts': 1,
    'num_reports': None,
    'over_18': False,
    'parent_whitelist_status': 'all_ads',
    'permalink': '/r/WatchPeopleDieInside/comments/8o8nsm/how_did_i_get_here/',
    'pinned': False,
    'post_categories': None,
    'post_hint': 'image',
    'preview': {'enabled': True,
     'images': [{'id': '5DYrQ38N8vcGD3x0Ycw1Sf5Phii0dUqQbTwhCtCYXY8',
       'resolutions': [{'height': 72,
         'url': 'https://i.redditmedia.com/pY74qq731M6V2heLvt3YWgGUlfurjmiVPSEycwFJvSk.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=108&s=7f4aee2b6b4d19287627f16aa6b7c786',
         'width': 108},
        {'height': 145,
         'url': 'https://i.redditmedia.com/pY74qq731M6V2heLvt3YWgGUlfurjmiVPSEycwFJvSk.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=216&s=a84fd16f2c7155142802056474bd645d',
         'width': 216},
        {'height': 214,
         'url': 'https://i.redditmedia.com/pY74qq731M6V2heLvt3YWgGUlfurjmiVPSEycwFJvSk.jpg?fit=crop&crop=faces%2Centropy&arh=2&w=320&s=eef3310c0d89eea795e08effc8f9b4a2',
         'width': 320}],
       'source': {'height': 403,
        'url': 'https://i.redditmedia.com/pY74qq731M6V2heLvt3YWgGUlfurjmiVPSEycwFJvSk.jpg?s=7060ebb8b16c936e8bb485d9acda7172',
        'width': 600},
       'variants': {}}]},
    'pwls': 6,
    'quarantine': False,
    'removal_reason': None,
    'report_reasons': None,
    'saved': False,
    'score': 6019,
    'secure_media': None,
    'secure_media_embed': {},
    'selftext': '',
    'selftext_html': None,
    'send_replies': True,
    'spoiler': False,
    'stickied': False,
    'subreddit': 'WatchPeopleDieInside',
    'subreddit_id': 't5_3h4zq',
    'subreddit_name_prefixed': 'r/WatchPeopleDieInside',
    'subreddit_subscribers': 403162,
    'subreddit_type': 'public',
    'suggested_sort': None,
    'thumbnail': 'https://b.thumbs.redditmedia.com/WjteoMo8IJ0uvbRZte3wOcM_WiRYbvL1WqJh4n0oGYc.jpg',
    'thumbnail_height': 94,
    'thumbnail_width': 140,
    'title': 'How did I get here',
    'ups': 6019,
    'url': 'https://i.redd.it/orqpr3q0vl111.jpg',
    'user_reports': [],
    'view_count': None,
    'visited': False,
    'whitelist_status': 'all_ads',
    'wls': 6},
   'kind': 't3'}],
 'dist': 25,
 'modhash': ''}

It looks like all the data I want is in the ‘data’ item.

For each post, I want to get its name, time posted, score (~ number of upvotes), the subreddit it came from, and how many comments it got.

As can be seen above, the keys for each of these those categories are:

  • ‘num_comments’
  • ‘score’
  • ‘title’
  • ‘subreddit’
  • ‘created’ (This actually represents when it was posted, and I’m interested in the time elapsed since it was created, so I’ll later subtract the time it was created from the current time to get this info.)

Getting the data I want for an individual post:

# import the datetime library to deal with the time posted
import datetime

# instantiate dictionary of the data about one post
post_scrape = {}

# get one post to demo on
demo_post = json_data['data']['children'][0]

# get the timestamp from a 10-digit format representing the number of seconds since 1970, subtract the current time, and make the results into minutes
post_scrape['mins_since_post'] = round((datetime.datetime.fromtimestamp(demo_post['data']['created'])-datetime.datetime.now()).seconds/60)
# get the rest of the data
post_scrape['num_comments'] = demo_post['data']['num_comments']
post_scrape['score'] = demo_post['data']['score']
post_scrape['title'] = demo_post['data']['title']
post_scrape['subreddit'] = demo_post['data']['subreddit']

# output the dictionary to see if it looks right
post_scrape

{'num_comments': 2,
 'score': 84,
 'subreddit': 'cactus',
 'timestamp': 55,
 'title': 'Found these cute little guys in Jeonju, South Korea'}

Turning the above loop into a function so I can call it for each post once I scrape them:

def scrape_post(post):
    post_scrape = {}
    post_scrape['mins_since_post'] = round((datetime.datetime.fromtimestamp(post['data']['created'])-datetime.datetime.now()).seconds/60)
    post_scrape['num_comments'] = post['data']['num_comments']
    post_scrape['score'] = post['data']['score']
    post_scrape['title'] = post['data']['title']
    post_scrape['subreddit'] = post['data']['subreddit']
    return post_scrape

Scraping data about a bunch of posts to give me data to base my analysis on:

## This code snippet scrapes all 25 posts that display on one reddit page, and uses
## the ID of the last post (contained in the after attribute of any post of that page)
## to make sure the next request goes to posts after that post, then scrapes them.
## It adds all the scraped posts to the list [posts].
## Credit to Riley Dallas https://www.linkedin.com/in/rileydallas/
posts = []
after = None
for i in range(100):
    if after == None:
        params = {}
    else:
        params = {'after': after}
    URL = "http://www.reddit.com/hot.json"
    res = requests.get(URL, params=params, headers = headers)
    json_data = res.json()
    posts.extend(json_data['data']['children'])
    after = json_data['data']['after']
    # wait a second between requests to avoid putting excessive load on the servers
    time.sleep(1)

# Checking how many posts were scraped
len(posts)
# 2500, as expected since I ran my loop 100 times

2500

Putting info about all the posts into a big list of dictionaries

# instantiate list
# posts_infodicts_list = []

# call function on each post, add results to [posts_infodicts_list]
for post in posts:
    posts_infodicts_list.append(scrape_post(post))
    
# checking if the list looks right
# posts_infodicts_list[0:5]

Saving my dataframe of information as a CSV

Saving my data to the disk as a Comma-Separated-Values file so that it won’t be lost if this notebook crashes

# first I make the list of dictionaries into a DataFrame for easy export
df = pd.DataFrame(posts_infodicts_list)


# export to csv in the local directory
df.to_csv('scraped_reddit_posts')

Feature Engineering and Data Prep

Using natural language processing to turn the titles into word vectors, which count the occurence of difference words:

# make a corpus of words which includes all words in any of the post's titles
# this will be used to teach the word vectorizer which words to count
corpus = list(df['title']+df['subreddit'])

# import and instantiate CountVectorizer, a word vectorizer which counts the occurence of each word in the corpus
from sklearn.feature_extraction.text import CountVectorizer
cvec = CountVectorizer()

# use the vectorizer to transform the corpus
cvec_corpus = cvec.fit_transform(corpus)

# make a dataframe of the vector counts, after turning them from a sparse matrix to a dense matrix, and label the variables using cvec's get_feature_names() method
vector_counts = pd.DataFrame(cvec_corpus.todense(),columns=cvec.get_feature_names())

# do the same as in the above cell, but with just the subreddits
# this will help me make a simpler model below as a proof of concept
subcorpus = list(df['subreddit'])
sub_cvec = CountVectorizer()
sub_cvec_corpus = sub_cvec.fit_transform(subcorpus)
sub_counts = pd.DataFrame(sub_cvec_corpus.todense(),columns=sub_cvec.get_feature_names())

Making one dataframe out of my scraped data (minus ‘title’), and my vectorized word counts:

# dataframe of data without title column or subreddit column since both have been vectorized
df_notitle = df.drop(columns=['title','subreddit'])

# add the dataframes together (concatonate them)
posts_df = pd.concat([df_notitle,vector_counts],  axis = 1)

How many words are in the corpus anyway?

vector_counts.shape
# apparently there were 6563 unique words in the titles of my posts

(5000, 10790)

I want to predict whether the number of comments was low or high. Before I can do that, I need to get the median number of comments and make a variable for whether each post is above or below that.

import numpy as np
# learning the median number of comments
np.median(posts_df.num_comments)

20.0

# add new column to dataframe
posts_df['above_median'] = posts_df['num_comments'] >= 20

# drop number of comments from the dataframe since using it to predict would be cheating
posts_df = posts_df.drop(columns=['num_comments'])

Predicting ‘above_median’ Number of Posts With a Random Forest and a Regression Model:

Splitting my data into a testing set and a training set so that I can avoid overfitting my model:

# separating the target (y) from the predictors (x). I'm going to make 
# 2 separate x dataframes, one with all the predictors, and one with just subreddit
# so that I can build a simple proof-of-concept model below.

X_subr = sub_counts
X = posts_df.drop(columns=['above_median'])
y = posts_df['above_median']

from sklearn.model_selection import train_test_split
# use train_test_split to make a training a testing set for both Xs
X_train, X_test, y_train, y_test = train_test_split(X,y)
X_train_subr, X_test_subr, y_train_subr, y_test_subr = train_test_split(X_subr,y)

Creating a Random Forest model to predict High/Low number of comments. Starting with a proof of concept which uses only the subreddit as a feature:

# import packages from scikitlearn
from sklearn.ensemble import RandomForestClassifier
from sklearn.model_selection import GridSearchCV

# instantiate random forest model
forest = RandomForestClassifier()

# fit model on training data and score it on testing data
forest.fit(X_train_subr, y_train_subr)
forest.score(X_test_subr, y_test_subr)
# I ran this model on ten different train_test_splits to check for overfitting and all scores were >0.6 and <0.67

0.74

Making a similar model but using words in the title, minutes since post, and score as predictors as well as subreddit, to see whether considering the words in the title makes the model better:

forest = RandomForestClassifier()

# fit model on training data and score it on testing data
forest.fit(X_train, y_train)
forest.score(X_test, y_test)
# I ran this model on ten different train_test_splits to check for overfitting and all scores were >0.7 and <0.77

0.7664

As you can see, the model improved very little when I including the vectorized titles as well as the subreddits. This means that the influence of the words on a post’s number of comments appears to be small if it exists.

Which features were most important to the model?

# make a dataframe which contains the variable names and their relative importances in the model
df_importances = pd.DataFrame({'variable': X_train.columns,
                              'relative_importance': forest.feature_importances_})

# reorder the dataframe based on absolute value - credit for this implementation goes to posted EdChum on this stackoverflow thread: https://stackoverflow.com/questions/30486263/pandas-sort-by-absolute-value-without-changing-the-data#30486411
df_importances.reindex(df_importances['relative_importance'].abs().sort_values(inplace=False, ascending=False).index).head(50)

# below is a table of relative feature importances for the full model. 
# the relative importance is a fraction of 1, where 1 represents the model's total explanatory power
# Score and mins_since_post are clearly the most important variables.
relative_importance variable
1 0.192166 score
0 0.086844 mins_since_post
9682 0.004962 to
9506 0.004301 the
9578 0.003135 this
4840 0.002912 in
5048 0.002803 it
6717 0.002771 of
686 0.002650 and
10541 0.002598 with
10707 0.002433 you
5023 0.002285 is
6410 0.001926 my
3789 0.001905 for
827 0.001815 are
8583 0.001758 should
5218 0.001718 just
5605 0.001584 like
1135 0.001536 be
2665 0.001528 de
4305 0.001517 gun
916 0.001445 at
6779 0.001440 on
3896 0.001415 from
4430 0.001395 have
3605 0.001377 femcelsbraincels
9567 0.001372 think
5981 0.001369 me
7463 0.001365 pride
4050 0.001358 get
2931 0.001335 do
10056 0.001278 up
9616 0.001269 through
4591 0.001268 hmmmhmmm
10446 0.001259 when
4412 0.001257 has
9936 0.001239 two
733 0.001230 anon
484 0.001223 actual
10495 0.001202 will
9497 0.001158 that
6715 0.001150 odroid
5205 0.001113 jump
3933 0.001109 furry
4154 0.001106 golden
9077 0.001104 still
6699 0.001090 oc
1589 0.001087 bruce
1664 0.001086 bustedfashionreps
1028 0.001085 back

Repeat the model-building process with a non-tree-based method.

from sklearn.preprocessing import StandardScaler
from sklearn.linear_model import LogisticRegression

# Standard scaler helps prepare data for a logistic regression model
# by putting all numerical predictors on a similar scale
ss = StandardScaler()
ss.fit_transform(X_train)

# instantiate model
logreg = LogisticRegression()

#logreg.fit(X_train, y_train)
#logreg.score(X_test,y_test)

grid_params = {
    'penalty': ['l1','l2'],
    'C': [.8,.9,1]
}
grid = GridSearchCV(logreg, grid_params)
grid.fit(X_train,y_train)
print(grid.score(X_test,y_test))
print(grid.best_params_)

0.7656
{'C': 0.9, 'penalty': 'l1'}
Written on June 5, 2018