Predicting Performance on Reddit

On By In Data Science, Uncategorized

While at General Assembly, we developed a script for scraping Reddit’s API and predicting if a given post was popular or not. The tool uses Beautiful soup and a few machine learning algorithms were compared for best performance. Extra Trees was found to perform the best on this dataset.

 

In this project, we will practice two major skills. Collecting data via an API request and then building a binary predictor.

As we discussed in week 2, and earlier today, there are two components to starting a data science problem: the problem statement, and acquiring the data.

For this article, your problem statement will be: What characteristics of a post on Reddit contribute most to the overall interaction (as measured by number of comments)?

Your method for acquiring the data will be scraping the ‘hot’ threads as listed on the Reddit homepage. You’ll acquire AT LEAST FOUR 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 number of comments on the thread

Once you’ve got the data, you will build a classification model that, using Natural Language Processing and any other relevant features, predicts whether or not a given Reddit post will have above or below the median number of comments.

BONUS PROBLEMS

  1. If creating a logistic regression, GridSearch Ridge and Lasso for this model and report the best hyperparameter values.
  2. Scrape the actual text of the threads using Selenium (you’ll learn about this in Webscraping II).
  3. Write the actual article that you’re pitching and turn it into a blog post that you host on your personal website.

Scraping Thread Info from Reddit.com

Set up a request (using requests) to the URL below.

NOTE: Reddit will throw a 429 error when using the following code:

res = requests.get(URL)

This is because Reddit has throttled python’s default user agent. You’ll need to set a custom User-agent to get your request to work.

res = requests.get(URL, headers={'User-agent': 'YOUR NAME Bot 0.1'})
In [1]:
import requests
import json
import pandas as pd
import time
import datetime
from datetime import timedelta
import numpy as np

from bs4 import BeautifulSoup

from sklearn.tree import DecisionTreeClassifier
from sklearn.ensemble import BaggingClassifier, RandomForestClassifier, ExtraTreesClassifier
from sklearn.model_selection import train_test_split, GridSearchCV
from sklearn.linear_model import LogisticRegression
from sklearn import model_selection
from sklearn.ensemble import AdaBoostClassifier
from sklearn import model_selection

import matplotlib.pyplot as plt

Use res.json() to convert the response into a dictionary format and set this to a variable.

data = res.json()
In [2]:
URL = "http://www.reddit.com/hot.json"

num_pages = 120

reddit_posts = []

after = None

#cycle through 25 post groups and append to a list
for _ in range(num_pages):
    req_url = URL + "?after=" + after if after else URL
    res = requests.get(req_url, headers={"User-agent": "Sted Bot 0.1"})
    
    data = res.json()["data"]
    children = data["children"]
    after = data["after"]
    time.sleep(3)
    
    for j in range(len(children)):
        post = children[j]["data"]
        reddit_posts.append(post)
    print("cycles: ", _)

cycles:  0
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Need to create a function that reads in csv files from folder and concatenates

In [3]:
# Initialize main df
df = pd.DataFrame()
In [4]:
#Add each cycle of scraping to dataframe

for i in reddit_posts:
    df = df.append(pd.DataFrame([i]), ignore_index=True)
In [5]:
df.shape ## checking work
Out[5]:
(3000, 97)
In [6]:
##generate length of time
df['now'] = time.time()
df['since_posted'] = df['now'] - df['created_utc']
In [10]:
df.columns  ## Checking work
Out[10]:
Index(['approved_at_utc', 'approved_by', 'archived', 'author',
       'author_cakeday', 'author_flair_background_color',
       'author_flair_css_class', 'author_flair_richtext',
       'author_flair_template_id', 'author_flair_text',
       'author_flair_text_color', 'author_flair_type', 'author_fullname',
       'banned_at_utc', 'banned_by', 'can_gild', 'can_mod_post', 'category',
       'clicked', 'content_categories', 'contest_mode', 'created',
       'created_utc', 'crosspost_parent', 'crosspost_parent_list',
       'distinguished', 'domain', 'downs', 'edited', 'gilded', 'hidden',
       'hide_score', 'id', 'is_crosspostable', 'is_meta',
       'is_original_content', 'is_reddit_media_domain', 'is_self', 'is_video',
       'likes', 'link_flair_background_color', 'link_flair_css_class',
       'link_flair_richtext', 'link_flair_template_id', 'link_flair_text',
       'link_flair_text_color', 'link_flair_type', 'locked', 'media',
       'media_embed', 'media_metadata', 'media_only', 'mod_note',
       'mod_reason_by', 'mod_reason_title', 'mod_reports', 'name', 'no_follow',
       'num_comments', 'num_crossposts', 'num_reports', 'over_18',
       'parent_whitelist_status', 'permalink', 'pinned', 'post_hint',
       'preview', 'pwls', 'quarantine', 'removal_reason', 'report_reasons',
       'saved', 'score', 'secure_media', 'secure_media_embed', 'selftext',
       'selftext_html', 'send_replies', 'spoiler', 'stickied', 'subreddit',
       'subreddit_id', 'subreddit_name_prefixed', 'subreddit_subscribers',
       'subreddit_type', 'suggested_sort', 'thumbnail', 'thumbnail_height',
       'thumbnail_width', 'title', 'ups', 'url', 'user_reports', 'view_count',
       'visited', 'whitelist_status', 'wls', 'now', 'since_posted'],
      dtype='object')

Getting more results

By default, Reddit will give you the top 25 posts:

print(len(data['data']['children']))

If you want more, you’ll need to do two things:

  1. Get the name of the last post: data['data']['after']
  2. Use that name to hit the following url: http://www.reddit.com/hot.json?after=THE_AFTER_FROM_STEP_1
  3. Create a loop to repeat steps 1 and 2 until you have a sufficient number of posts.

NOTE: Reddit will limit the number of requests per second you’re allowed to make. When you create your loop, be sure to add the following after each iteration.

time.sleep(3) # sleeps 3 seconds before continuing

This will throttle your loop and keep you within Reddit’s guidelines. You’ll need to import the time library for this to work!

Save your results as a CSV

You may do this regularly while scraping data as well, so that if your scraper stops of your computer crashes, you don’t lose all your data.

In [8]:
# Export to csv
# setup time stamp
current_time = datetime.datetime.now()
date = (  str(current_time.year)+'_'+
            str(current_time.month)+'_'+
            str(current_time.day)+'_'+
            str(current_time.hour)+'_'+
            str(current_time.minute))
filename = 'reddit_hot_posts_' + date + '.csv'

# append results to csv
df.to_csv(filename, mode='a')
print('Results added to CSV!')

Results added to CSV!

Predicting comments using Random Forests + Another Classifier

Load in the the data of scraped results

In [ ]:
## YOUR CODE HERE
df = pd.read_csv("reddit_hot_posts_2018_6_1_12_48.csv")

We want to predict a binary variable – whether the number of comments was low or high. Compute the median number of comments and create a new binary variable that is true when the number of comments is high (above the median)

We could also perform Linear Regression (or any regression) to predict the number of comments here. Instead, we are going to convert this into a binary classification problem, by predicting two classes, HIGH vs LOW number of comments.

While performing regression may be better, performing classification may help remove some of the noise of the extremely popular threads. We don’t have to choose the median as the splitting point – we could also split on the 75th percentile or any other reasonable breaking point.

In fact, the ideal scenario may be to predict many levels of comment numbers.

In [11]:
df['since_posted_days'] = df.since_posted/60/60/24

df['since_posted_hours'] = df.since_posted/60/60

df.shape
Out[11]:
(3000, 101)
In [12]:
df.since_posted_days.mean()
Out[12]:
1.300774894564543
In [13]:
median = np.median(df.num_comments)
median
Out[13]:
61.0
In [14]:
df['is_outlier'] = df['num_comments'] - median
In [15]:
## create 1 or 0 classification for median

def function(x):
    if x > 0:
        return 1
    else:
        return 0

df['is_outlier_bin'] = list(map(function, df['is_outlier']))
#
In [16]:
# develop a selection of features for modelling

features = [
    #'title',
    #'is_outlier',
    #'since_posted',
    #'subreddit',
    #'num_comments',
    #'is_outlier_bin',
    'gilded',
    'since_posted_days',
    'num_crossposts',
    'ups',
    'since_posted_hours'
    
]
post_df = df[features]
In [17]:
# Create dummies based on some key features

dummies_subreddit = pd.get_dummies(df['subreddit'], prefix = 'subreddit')
dummies_posthint = pd.get_dummies(df['post_hint'], prefix = 'post_hint')

dummies_posthint.shape
Out[17]:
(3000, 5)
In [18]:
## Build dateframe to be modelled against

X_columns_concat = [
    
    post_df,
    dummies_subreddit,
    dummies_posthint
    ]
X = pd.concat(X_columns_concat, axis = 1)
#X = pd.concat(['post_df', 'X'], axis = 1)
In [19]:
X.shape  # Checking work
Out[19]:
(3000, 962)
In [20]:
X.columns  #  Checking work
Out[20]:
Index(['gilded', 'since_posted_days', 'num_crossposts', 'ups',
       'since_posted_hours', 'subreddit_2healthbars', 'subreddit_2mad4madlads',
       'subreddit_2meirl42meirl4meirl', 'subreddit_2meirl4meirl',
       'subreddit_3Dprinting',
       ...
       'subreddit_yesyesyesyesno', 'subreddit_youdontsurf',
       'subreddit_youseeingthisshit', 'subreddit_youtubehaiku',
       'subreddit_zelda', 'post_hint_hosted:video', 'post_hint_image',
       'post_hint_link', 'post_hint_rich:video', 'post_hint_self'],
      dtype='object', length=962)
In [21]:
X.to_csv('X_df.csv', mode='a')  ## in case this is needed later, without re running scraping
In [22]:
#### Marks beginning of modelling section
In [23]:
# Develop training and test sets

y = df["is_outlier_bin"]

X_train, X_test, y_train, y_test = train_test_split(X, y)
In [24]:
tree = DecisionTreeClassifier(max_depth = 5)
tree.fit(X_train, y_train)
tree.score(X_test, y_test)
Out[24]:
0.8
In [25]:
log = LogisticRegression()
log.fit(X_train, y_train)
log.score(X_test, y_test)
Out[25]:
0.7346666666666667
In [30]:
num_trees = 30
model = AdaBoostClassifier(n_estimators=num_trees)
results = model_selection.cross_val_score(model, X, y, cv=4)
print(results.mean())

0.7646666666666666

Create a Random Forest model to predict High/Low number of comments using Sklearn. Start by ONLY using the subreddit as a feature.

In [31]:
## YOUR CODE HERE
rf = RandomForestClassifier(bootstrap = True) ## N_features auto takes square root
rf.fit(X_train, y_train)
rf.score(X_test, y_test)
Out[31]:
0.9106666666666666
In [32]:
et = ExtraTreesClassifier(bootstrap = True)
et.fit(X_train, y_train)
et.score(X_test, y_test)
Out[32]:
0.9093333333333333
In [33]:
et.decision_path(X)
Out[33]:
(<3000x13834 sparse matrix of type '<class 'numpy.int64'>'
 	with 2191249 stored elements in Compressed Sparse Row format>,
 array([    0,  1573,  2880,  4101,  5502,  6753,  8212,  9735, 11066,
        12421, 13834]))
In [36]:
importances = et.feature_importances_
std = np.std([et.feature_importances_ for tree in et.estimators_],
             axis=0)
indices = np.argsort(importances)[::-1]

# Print the feature ranking
print("Feature ranking:")

for f in range(X.shape[1]):
    print("%d. feature %d (%f)" % (f + 1, indices[f], importances[indices[f]]))

# Plot the feature importances of the forest
plt.figure()
plt.title("Feature importances")
plt.bar(range(X.shape[1]), importances[indices],
       color="r", yerr=std[indices], align="center")
plt.xticks(range(X.shape[1]), indices)
plt.xlim([-1, X.shape[1]])
plt.show()

Feature ranking:
1. feature 3 (0.149126)
2. feature 2 (0.063573)
3. feature 1 (0.062107)
4. feature 4 (0.055070)
5. feature 958 (0.047433)
6. feature 959 (0.009943)
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Create a few new variables in your dataframe to represent interesting features of a thread title.

  • For example, create a feature that represents whether ‘cat’ is in the title or whether ‘funny’ is in the title.
  • Then build a new Random Forest with these features. Do they add any value?
  • After creating these variables, use count-vectorizer to create features based on the words in the thread titles.
  • Build a new random forest model with subreddit and these new features included.
In [37]:
from sklearn.feature_extraction.text import CountVectorizer
In [38]:
text = []
for i in df['title']:
    text.append(i)
In [39]:
text
Out[39]:
['Needs to be talked about',
 'FBI contradicts Trump claim that China hacked Clinton’s private email server',
 'Cat takes a dip',
 'HELLO! I am Michael Mando, Nacho from Better Call Saul. AMA!',
 'Someone watches Bob Ross.',
 'Since these cups are everywhere now, I figured we needed one for our profession, too..',
 'Ride a bicycle on a highway, WCGW',
 'TIL when Will Smith was 12, his grandma found his profanity-laced notebook and wrote, "Dear Will, truly intelligent people don\'t have to use words like this to express themselves. Please show the world that you\'re as smart as we think you are," on the back -- inspiring him to be a "clean" rapper.',
 'What is it that we are living in the “golden age” of?',
 'Did I ask you to stop, SLAVE!?',
 '"It\'s now or never" (Beat my personal kill record!)',
 'King of close calls.',
 'Yay! I wish me too',
 "She's beauty and she's grace",
 'hmmm',
 'Everything about this. No right click, A scroll wheel that is impossible to use, and terrible ergonomic design just to match their computers',
 'Snoo Contest - Voting',
 'Schindler’s List 25th anniversary re-release Poster',
 'Hawk investigating a drone',
 'TIFU by microwaving a chef boyardee on an active military base',
 'Adopted this tiny weirdo from the shelter! We assume he is a dog.',
 '“Did he really just...”',
 '🅱ikini 🅱ottom',
 'Wish it would stop.',
 'My sister said "Powerwashing does nothing". I retaliated in the only way I know how.',
 '🅱ikini 🅱ottom',
 'Warming up',
 'Ride a bicycle on a highway, WCGW',
 '“Did he really just...”',
 'Hero',
 "I can't unsee",
 'The face of instant regret',
 'To name this town',
 'I’m 26, I just bought my first car that has AC and under 150k miles and I’m pretty fucking proud about it.',
 'TIFU by microwaving a chef boyardee on an active military base',
 'Everything about this. No right click, A scroll wheel that is impossible to use, and terrible ergonomic design just to match their computers',
 'Schindler’s List 25th anniversary re-release Poster',
 'When your day goes from not good to bad to worse to KILL ME NOW!',
 'Abandoned castle in midwinter. [1080x1350] [OC]',
 'While I do some Spider-Man parkour with my friend.',
 'Saw these stacked stone arches at the beach this morning',
 'Family isn’t whose blood you carry.',
 'Bear chooses the stuffie he wants',
 'Spinning a T Handle in space',
 'My great Uncles profile pic lol',
 'Appeasing the big baby Bubbles',
 'MRW My girlfriend starts hinting at wanting kids',
 'Helicopter tail',
 'Becoming a teet',
 'Pug is a contortionist.',
 "This perfectly sums up Mitch's stream",
 'Banana hate',
 'What could have been... | by me',
 'If you start counting from zero to either positive or negative numbers your lips wont touch till you reach 1 million',
 "Army 'Undercover Boss' filming delayed after Major suffers hazing-induced heart attack",
 'Smash Ultimate switch console bundle leaked',
 'Someone needed to say it',
 'My friend traded in his 600whp 17\' STi for a lifted GMC 1500. His only comment to you guys. "Bet you have nothing besides ringland jokes"',
 'Empty Road in Hawaii',
 'Mother and children during the great depression, California, 1936 [758x758]',
 'Ik_ihe',
 'The streamer life do be like that',
 'Tesla employees say "it’s a s**t show" working under beleaguered Elon Musk',
 'This sub reminds me of a Dilbert comic frame.',
 'Enter the Gungeon getting a physical release on Switch',
 'Needs to be talked about',
 'NFL Update on Twitter: "BREAKING: #Packers and QB Aaron Rodgers are finalizing a 4-year, $134M+ extension with over $100M guaranteed, per NFL Network."',
 'So youtube is demonetizing people for not being “kid friendly” and for using the wrong tags, but allowing ads like this to pop up? I’m not even an adult yet. And I think they just ruined peanut butter for me.',
 'Becoming a teet',
 'Three years on... #NeverForget',
 'I found someone hiding in a history textbook!',
 'Margaret Atwood: ‘Things can change a lot faster than you think’',
 'Cable is such a ripoff',
 "Amazing y'all",
 'Disney Princess Kaycee',
 'Charging a phone when the cord does not reach the floor',
 'Watching a man solve a problem',
 'Manè: “The wrong team wanted me- Manchester United! I spoke with Van Gaal, and they even made an offer. But for me it was not the right club.”',
 'Maybe Maybe Maybe',
 'I (f20) work as a sexual assistant in Germany. It is part of my job to give the human right for pleasure and sexuality to old people and disabled. Ask me anything!',
 'I just want to know what to type...',
 'Fake Chad gamer i bet he cant even rise up',
 "It's okay to be a Robot",
 'Finaly my third Monitor arrived!',
 'DeSantis warns Floridians not to "monkey this up" by electing Gillum (FL-Gov)',
 'Sony came up with a truly inventive name for its new tough SD card series | Tough. The "inventive name" is Tough.',
 'My boyfriend dumped me a month ago, these are my results',
 'Changed my student loan payment amount by an almost insignificant amount, loan term shortened significantly',
 '[Andy Slater] JUST IN: Marlins announce that they encourage fans to bring "musical instruments, flags, and more" to Marlins Park next year in newly-named outfield section "Comunidad 305."',
 'We wrote a haiku for you...',
 'Edgelord knows how to attract the atheist ladies.',
 'Corgis in a cup holder!!!',
 'My phone camera captured a shooting star',
 'Forbidden snek',
 'I had a disturbing idea for an episode...',
 'Monica never did figure out what that light switch was for.',
 'gay_irl',
 'I dont know where else to post this cursed comic.',
 '[A] Smooth teeth',
 'This pool',
 'Father of the year',
 'Santorini today, looks like a painting (part of travel topic : Greece)',
 'Asteroid miners could use Earth’s atmosphere to catch space rocks - some engineers are drawing up a strategy to steer asteroids toward us, so our atmosphere can act as a giant catching mitt for resource-rich space rocks.',
 'Drawing circuits with conductive ink',
 'Small analysis of how McGregor bamboozled Alvarez',
 'Ken M on jets',
 'Cleaning up tinder',
 'Biker Chic.',
 'Just gonna leave this derp here',
 '"I make wheelchairs for pets. Anyone who knows of a puppy that needs one, contact. His name is Minino. I live in Manaus / BR."',
 'God I sure love the new X Game One X!',
 '[Homemade] Doulbe cheeseburger',
 "How to unleash the anger of a 'nice guy'.",
 'Devin Nunes dramatically changed his positions on Russia sometime in the first half of 2016. As late as December 2015 he was railing against populist Republicans and conspiracy theories. In 2014 he insisted the US and NATO should be arming Ukraine to defend against Russia. Something happened.',
 'Nesso: The Most Charming Little Village in Italy.',
 "A young man murdered another young man during a mugging, completely freaks out in court when he's sentenced to life in prison",
 'Stevie Nicks after a concert in Amsterdam. (April 1977)',
 'California becomes second US state to commit to clean energy',
 '🤔🔥🍆😭💯',
 'I made tons of cards with meal options according to the guide made for me by my nutritionist. I just pick and pin them to my meal planner board and it makes grocery shopping much easier!',
 'Amen',
 'Sony came up with a truly inventive name for its new tough SD card series | Tough. The "inventive name" is Tough.',
 'Here we see consequences.',
 '2meirl4meirl',
 'Leave some pussy for the rest of us.',
 'Hailing a Cab to Jail',
 'Awektha [OC]',
 'A blind dog named Fly was rescued by a team of lifeguards and a helicopter crew after his owner tried and failed to save him from the sea',
 'AuStRaLiAn SpAcE PrOgRaM EnDs iN DiSaStEr',
 '*unlocks cock-cage*',
 'This is a Harry Potter style wand I made for my wife!',
 'Here’s How Much Time You’ll Waste Commuting in Your Lifetime in Nearly Every US City (Interactive Map)',
 'How to find out if he’s really the one',
 'New study finds that goats are drawn to humans with happy facial expressions.',
 'I just peed a little. In my pants...',
 "When your parents say to smile on 3 but you don't know your numbers yet",
 'When Spidey first hears Quills voice without his helmet he realises he’s human and his eyes show less concern than before the mask is removed. After Quill said he’s from Missouri Spidey removes his mask completely',
 'When you buy from the banana seller but he still attacks you',
 "Someone's in here meow?!",
 'Daenerys tells Jon what kept her standing through the years in exile.',
 'My [36M] wife [34F] has been having an affair with her own brother and I realised our son might not even be mine.',
 'This guy and his drink',
 'It scared me then...it still does now.',
 'THERE ARE NO ALIENS HERE, OR ROBOTS',
 'Happy pupper!',
 "Amazing y'all",
 'If dogs had butts that needed to be wiped every time, less people would own them.',
 'Brøderbund announces 2018 Oregon Trail reboot, touts “high difficulty” gameplay',
 'Broke my iPad screen :(',
 'Are you fine...?',
 'A Wild Kiwi Appears!',
 'Good Morning',
 '"Today a young man on acid realized that all matter is merely energy condensed to a slow vibration. That we are all one consciousness experiencing itself subjectively. There is no such thing as death, life is only a dream, and we’re the imagination of ourselves.” -Bill Hicks (2000x1126 pixels)',
 'That’s savage',
 'Happy pupper!',
 'I don’t have a heartwarming story behind this picture. I was just inspired by how this bro has decided to use his time in his latter years of life.',
 'First Man - Official Trailer #2 [HD]',
 'When you buy from the banana seller but he still attacks you',
 'Gotta start em off early',
 '6:00AM Bed Zoom',
 'Tom\'s Hardware is censoring and banning editors and users who have talked negatively about the "Just Buy It" article.',
 'Drinking water to be shut off at all Detroit public schools',
 'What the F? Is this Type B sockets in Russia? Game is literally unplayable',
 "When your parents say to smile on 3 but you don't know your numbers yet",
 'Spotted at a local tea shop. He would be proud.',
 'Waiting in line at Starbucks and guy in front of me asks friend “you want a muffin?”. Friend replies “no, I’m breaking my intermittent fast in 2 hours.” Proceeds to order “venti caramel macchiato with extra whip and 2 extra servings of caramel.”',
 'Surprise surprise, I was blocked.',
 'Mother and children during the great depression, California, 1936 [758x758]',
 'My handsome pupper, Brutus!',
 'Anon performs a sexual act',
 'More than 150 arrested in massive ICE raid in Texas',
 "I'm so hungry right now",
 'Tap here to power up!',
 'This cameraman',
 'Noticed this weird thing on the side near the light. In london',
 'Naked girls on the internet can get thousands of likes, but how many can our 10.5 cm leFH 18 leichte Feldhaubitze’s get?',
 'How could this happen',
 'When Joe overhears someone saying their doctor told them to cut back on salt.',
 'How have I never thought of this?',
 'When you’re girlfriend asks you a question and you think about the long term costs',
 'The expectation didn’t even look great, but the eyes are missing in the real thing',
 "Guess i'll nap.",
 'Good boi has a Good Point.',
 'Monica never did figure out what that light switch was for.',
 'Disney Princess Kaycee',
 'Conductive ink',
 'My wife’s favorite price tag',
 'Odogaron Armor Fanart',
 '[PS Plus September 2018] [Video] Destiny 2 &amp; God of War 3 Remastered (Destiny 2 available right now!)',
 'A Wild Kiwi Appears!',
 'Bear chooses the stuffie he wants',
 'Always been a Ferrari fan but could never deny these guys looked the business',
 'On The Edge',
 'Skull wearing a skull',
 'You want me to show up... when?',
 'Rand Paul endorses Gary Johnson, puts principles over party',
 "Father's armor",
 'California Highway Patrol officer tickets driver for going too slow in fast lane.',
 'Finaly my third Monitor arrived!',
 'How to shake ankles',
 'Kentucky sure has some interesting cards',
 'We need more people like Richard.',
 'Skull wearing a skull',
 'I think I found a date for Azula.',
 'You see comrade, glorious leader of Soviet Union has a good sense of humor.',
 'That tree will be fully hydrated',
 'Sounds about right',
 'Sergio Pettis looks pleasantly surprised to see his arm raised against Joseph Benavidez',
 'At work I smoked half a joint at lunch.',
 'Hello hooman!',
 'hmmm',
 'This 3D printed marble operated door knob can only be opened by dropping a marble into the top compartment',
 'How about a blop boop',
 "Why is Lindsey Graham rolling over for Trump now? I'm sure it has nothing to do with his December 2016 announcement that Russians hacked his campaign email account.",
 'Trump, without evidence, blames China for hacking Clinton emails',
 'Let’s reminisce for a moment',
 'We wrote a haiku for you...',
 'It REalY dO Be LikE ThAT.',
 '[Haiku] Playing nightcore with the boys',
 'Tom\'s Hardware is censoring and banning editors and users who have talked negatively about the "Just Buy It" article.',
 'Nothing hits you like a dog not liking you.',
 'When your friends ask you which units you used to clear the abyssal difficulty',
 'Cargo Camper Build',
 'Found on r/dankmemes',
 'woof irl',
 'Finally managed to watch the gameplay trailer today, it really is fascinating.',
 'As big as they come',
 "[Discussion](Battle Kid) Here's the code, finish it.",
 'Am I too young to publish my work?',
 'anime_irl',
 'Unpopular opinion: this sub is a bad place to find new music',
 'Dave Ramsey dead wrong on education costs...',
 'Mom says bullies broke 6-year-old’s arm, beat him after he stood up for friend',
 'Dev confirmed : Foxnext is listening and level 70 will be delayed',
 'That tree will be fully hydrated',
 'Unimpressive update? Yes but man do some of y’all sound entitled.',
 'Hi. I love San Francisco.',
 'Hopefully before the new editions are out',
 'Why are there physically "attractive" and "unattractive" people? Shouldn\'t evolution have ruthlessly optimized that by now?',
 'Maybe Maybe Maybe',
 '"Today a young man on acid realized that all matter is merely energy condensed to a slow vibration. That we are all one consciousness experiencing itself subjectively. There is no such thing as death, life is only a dream, and we’re the imagination of ourselves.” -Bill Hicks (2000x1126 pixels)',
 'DeSantis warns Floridians not to "monkey this up" by electing Gillum (FL-Gov)',
 "Don't let Auspost bully you",
 'Anon is fat',
 'Took around 10 minutes.',
 'How about a blop boop',
 'Very surprised to see this new non-dairy info prominently displayed at Target, especially right next to the cow stuff!',
 'Any interest for fantasy based on Southeast Asian cultures',
 'yes',
 'Flower Carpet, Belgium',
 'Bob Vance, Vance Legislation',
 'MRW I use one of the Taco Bell diablo sauce packets stashed in my glove compartment on a McChicken',
 'The illusion of choice',
 "eh, I'll take it out on the dog",
 'Toof',
 'You see comrade, glorious leader of Soviet Union has a good sense of humor.',
 'Chick-fil-A works in mysterious ways',
 'Because of the implication',
 'Master bedroom uses a pleasing mix of textures in this home in São Paulo, Brazil. [1108 × 1280]',
 'Surprise surprise, I was blocked.',
 'I don’t get this. What’s wrong with fajitas? I’ve never been to a Mexican restaurant...',
 'This 3D printed marble operated door knob can only be opened by dropping a marble into the top compartment',
 'What the F? Is this Type B sockets in Russia? Game is literally unplayable',
 "They're both killing it though 🔥",
 'Incredibilis!',
 'Sounds about right',
 'My fiancé bought me custom Animal Crossing Joy-Con and I’m in love',
 'The streamer life do be like that',
 'The anger, the fear, the anger...',
 'This police department’s page is full of Facebook wins. RIP O. Cone.',
 '[request] Is this true or even possible to calculate?',
 'Cargo Camper Build',
 'Waiting in line at Starbucks and guy in front of me asks friend “you want a muffin?”. Friend replies “no, I’m breaking my intermittent fast in 2 hours.” Proceeds to order “venti caramel macchiato with extra whip and 2 extra servings of caramel.”',
 'Roses are red, there’s no point in trying',
 'Sergio Pettis looks pleasantly surprised to see his arm raised against Joseph Benavidez',
 'Clint Dempsey announces retirement from professional soccer',
 'Mother and children during the great depression, California, 1936 [758x758]',
 'Why else are you here?',
 'Im here for my 3 updoots',
 'Can a dead body still get a sunburn?',
 'How long for an English speaker to become proficient',
 '[Haiku] Playing nightcore with the boys',
 'Octolicious Mouth Tentacle!',
 "The o'le tap &amp; pull",
 'It’s been such an honor helping and watching him grow into the big silly boy he was meant to be. (Kingsley’s transformation from February to August 2018.)',
 'Luftwafel',
 "'Smart' pen",
 'Found this gem on Instagram',
 'Bro, toss me one!',
 'Going through my father in law’s basement, tried to throw it out. “No no , I still use it!”',
 'My strangest dinner yet',
 'For every upvote this post gets I will add 1 brick to the tower of Orthanc. No limits, and no regurgitation',
 "Blue Öyster Cult - (Don't fear) The Reaper [Classic Rock] 1976",
 "It's 2018, and for the next couple of weeks, Halo 1-4 and Modern Warfare 2 will be some of the most played games on XBL",
 'Boss locked this cabinet a year ago and took the key',
 'California is now the first state to recognise intersex rights!',
 'Londoner gives a harrowingly insightful breakdown of the homeless in London.',
 'Warming up',
 'Muriatic Acid vs dirty seashell',
 'Finally got my first tattoo and it’s my cat Viola! From Kristina Gray at Mainline Ink in Webster, TX',
 'This is what happens when you touch a Van de Graaff electrostatic generator',
 'Bart nailed it',
 'Just got a job as brand ambassador thanks to this subreddit',
 'Stephen Colbert Connects Chance the Rapper with "Lord of the Rings"',
 'Tin of mints I found in a shop in England.',
 'A speed camera catches a police vehicle... or not.',
 'Skull Kid colored pencil on paper',
 'Rainy Tokyo',
 'Smoobygorl',
 'The amount of water dispensed by this machine is equal to the exact capacity of my water bottle.',
 'I found someone hiding in a history textbook!',
 'kumicute',
 'New take on the vaulted smoke grenades: Fire Extinguisher. How would you use it? Fog up the battlefield? Turbo boost Shopping carts? Snuff campfires?',
 'Heckin cute snek',
 'Almost there! . . .',
 'The state of the country today',
 'attanic',
 'You lucky these bullets are holding me back',
 '...',
 'So here is my prowler.. 4” lift, wide over-fenders, racks for every damn thing you can think of, a full hitch, there’s a full size bed in the back, and ridiculously low offset wheels. Oh ya it’s a mini cooper',
 'Start ‘em young.',
 'Extreme Dodgeball [Maid Dragon]',
 'Adorable idiot',
 'What a plot twist...',
 'These reviews.',
 'Fight the Germans!',
 'Fit in the cupholders',
 'My Bo is 9 years old today, but still effectively nailing those puppy dog eyes like he did they day we met him.',
 '[Resolved] After 25 years, the body of a crucified man found at the bottom of a river in New South Wales is identified. “Rack Man” is identified as Max Tancevski.',
 'How to shake ankles',
 '[Marvel] Does Thor ever fight street crime the way Superman and Batman do?',
 'Hailee in the Haiz days',
 'Crayon shavings in gel',
 "H-hey! Don't look! [Original]",
 'D12 manger, Jeremy Gergen has passed away.',
 'Lephantis in one picture',
 'Cloudsurfing',
 'Commonwealth, Quezon City',
 'The New Yorker Article on Magic was nice enough to include an illustrated guide to playing KCI',
 'Today our League’s Last Place Finisher begins his 44 hours bus ride punishment.',
 'Fecicies',
 'I think we have a winner',
 'My checked beer survived the flight!',
 'Freshman 👶 know 💡 what’s up 💯',
 '1⃣2⃣ &amp; 1⃣8⃣',
 'Can anyone help me find the other pieces to this painting? A friend of my fathers made a huge mural over 15 years ago and cut it into 4 pieces for his close friends, I have 1/4 and am trying to track down the others! Was made in Salem Or but the other paintings could be anywhere in Oregon',
 'A smelly smell that smells... smelly',
 '"Bad manners are the fault of the parent,not the child."-Gul Dukat',
 'Scrolling past I thought it was a dementor (x-post)',
 "Johnson's Grocery, Christchurch, c2003",
 "It's been a great summer, but excited for fall 🍂👻🎃",
 'Roses are red, everything has an end',
 '[Humor] If Supercell adds a new skin to Bull that looked exactly like Dynamike... Then no Dynamike will trust another Dynamike again...',
 'idk this subreddit is dead so',
 'The Monarch of the Glen, done by Simon Smith of Yarson Tattoo Studio, Aberdeen UK',
 'Happy',
 'Trump’s Coal Plan Will Kill People, but at Least It’ll Create Jobs, Right? Wrong. Trump’s rollback of the Clean Power Plan will kill one person prematurely for every three coal mining jobs temporarily saved. For every one coal mining job saved, the rule will sicken 16 children',
 'i dragged this to the beach',
 "Noticed a few people across the internet wasting Chomsky's time with stupid questions or discussions. This was the best response.",
 'What is the most disturbing book you have ever read?',
 'He’s basically become one with the shoulder at this point',
 'Mosasaurus vs. Ammonite by Paul Siedler',
 'Gotta start em off early',
 'The beach is a nice place',
 'Cursed Kirby - Acrylic on a 20" x 16" canvas ups to u/Retrash for the color idea',
 'once I saw the shockwave grenade in action, I instantly thought of this meme',
 'My bright living room in Milan (Italy)',
 'Practicing some tricks at the park today!',
 'This scalding resignation letter from the White House student loan watchdog is a must-read.',
 'Happy Gotcha Day, Possum!',
 'Newest addition to the Production Office',
 'My fiancé called off our engagement, but at least I still have Lucy.',
 'A great video showing the size of wolves',
 'My first let go purchase, very pleased.',
 'New Hornet wing vapor effects added today.',
 'Russian Typhoon class submarine Dmitriy Donskoi (TK-208) [1134 × 756]',
 'You’re mom lol',
 'Eureka "I\'m Not Racist Because I Wish I Was Black" O\'Hara Masterthreadussy',
 "Pu'sha, God of balance and Light",
 "She's not even logged into the POS ...",
 'In the absence of an external barrier, when two nanocrytals meet they can fuse together: here is an example of two FeO nanoparticles merging under an electron microscope',
 'Another beach episode with this girl 😘',
 'Animations loops',
 'Accusation',
 'Cat.',
 'Ah, at last... something we all have in common.',
 'I came out to a family member for the first time.',
 'cursed_tv',
 'Beautiful Minnesota',
 '$20 Baby Gate vs 650 lbs of Great Dane',
 'The Ranger Sequoia is synonymous with Big iron',
 'Photo taken after the devastating volcanic eruption of Mt. Vesuvius in 79 A.D.',
 'My computer has one of these!',
 'Jay Reatard - My Shadow',
 "doesn't u feel it",
 "I'm so shocked...",
 'Zagreb u budućnosti - razglednica s početka 20. stoljeća',
 "When you can't get any good deals on Dell Poweredge servers...",
 'Doodled my cat Pokey as Doctor Sung cuz idk :P',
 'It really do be like that',
 'All these talk of planes on submarines, meet the M6A1 Seiran. The plane that was built to be put inside the I400 class Submarine Carriers.',
 'Nipple v. Butthole... (OP is a Satire Site for Women)',
 "It's been a great summer, but excited for fall 🍂👻🎃",
 'LIBS get TRIGGERED 🙀💀😎 by EPIC SOCIETY',
 'Jay Reatard - My Shadow',
 'Photo taken after the devastating volcanic eruption of Mt. Vesuvius in 79 A.D.',
 'to show the product in use',
 "Similarly, I've heard that the Abrahamic god has parallels across various forms of Semitic Paganism (as one element of a larger pantheon). Did the Phoenicians/pagan Arabs have parallels to Abraham, Isaac, and Jacob and other Biblical stories?",
 'hmmm',
 'Russian Typhoon class submarine Dmitriy Donskoi (TK-208) [1134 × 756]',
 'Fits the current situation and has some potential,invest for a secure profit!',
 'Just saw this on Instagram',
 'Avatar Kyoshi novels announced!',
 'Daily Pajama IJN',
 'Luca Hollestelle',
 'At a Falafel stand',
 'Zagreb u budućnosti - razglednica s početka 20. stoljeća',
 'The Parkside Hotel &amp; Spa, British Columbia [1000 x 597]',
 'Brian Ferentz Overflows Toilets in Newly Renovated North Endzone After Late Night Chipotle Run',
 'Billie Joe Armstrong, Typewriter, 148 x 210mm / A5',
 'Did you ever work so hard only to lose all hope at the end of the road?',
 'Finally completed my CIB Simpsons collection for the OG Game Boy, onto the next!',
 'North Texas meth bust. Over 600 pounds of methamphetamine valued at over $6M seized from the small town of Electra,TX.',
 'That’s how it be.',
 'Another beach episode with this girl 😘',
 'FBI contradicts Trump claim that China hacked Clinton’s private email server',
 'TIFU by microwaving a chef boyardee on an active military base',
 'What is it that we are living in the “golden age” of?',
 'I miss the days that political opponents respected each other',
 'TIL in 2015, Queen Elizabeth II decided to not breed anymore corgis so that she would not leave any behind when she died. Her last corgi died in April 2018',
 'Did I ask you to stop, SLAVE!?',
 'Ride a bicycle on a highway, WCGW',
 'Cat takes a dip',
 'Everything about this. No right click, A scroll wheel that is impossible to use, and terrible ergonomic design just to match their computers',
 'The face of instant regret',
 'Schindler’s List 25th anniversary re-release Poster',
 'What are the strangest "house rules" you\'ve seen in a person\'s house?',
 'TIL when Will Smith was 12, his grandma found his profanity-laced notebook and wrote, "Dear Will, truly intelligent people don\'t have to use words like this to express themselves. Please show the world that you\'re as smart as we think you are," on the back -- inspiring him to be a "clean" rapper.',
 'ULPT: Need friends? Create an attractive fake tinder profile of the opposite sex, start leading on a bunch of people, arrange a date with all of them on the same time, same place. Show up as well. Announce that they must have pulled a prank on all of you and suggest you all go drinking together.',
 'WV State Police seize $10K from couple without charging them with a crime',
 'LPT: When you put in a fresh bin bag, sprinkle some cat litter into the bottom of the bag. It will absorb any gross liquids, and your bags will have almost no bad odour.',
 '"It\'s now or never" (Beat my personal kill record!)',
 'King of close calls.',
 'To name this town',
 'Arrests made after Facebook video shows young children smoking marijuana - Michaela Pearson and Candice Little are each charged with felony child abuse',
 'Cleaning up tinder',
 "Tears and gasps after ex-officer gets a rare murder verdict for teen's death",
 'The Dirtiest Job',
 'Bear chooses the stuffie he wants',
 'Snoo Contest - Voting',
 'Other than doing the homework while the teacher is collecting it, what’s an “extreme sport”?',
 'Someone watches Bob Ross.',
 'Gotta start em off early',
 'Since these cups are everywhere now, I figured we needed one for our profession, too..',
 'Did I ask you to stop, SLAVE!?',
 "She's beauty and she's grace",
 'FBI contradicts Trump claim that China hacked Clinton’s private email server',
 '$109k personal bill for heart attack - even when insured',
 'TIL when Will Smith was 12, his grandma found his profanity-laced notebook and wrote, "Dear Will, truly intelligent people don\'t have to use words like this to express themselves. Please show the world that you\'re as smart as we think you are," on the back -- inspiring him to be a "clean" rapper.',
 'hmmm',
 'Yay! I wish me too',
 'Hawk investigating a drone',
 'Goodwill workers of Reddit, what are some of the weirdest/ most interesting things people have donated?',
 '"It\'s now or never" (Beat my personal kill record!)',
 'HELLO! I am Michael Mando, Nacho from Better Call Saul. AMA!',
 'Scotland just became the first country in the world to make sanitary products free for all students',
 'My sister said "Powerwashing does nothing". I retaliated in the only way I know how.',
 'What are the strangest "house rules" you\'ve seen in a person\'s house?',
 'What is the most disturbing book you have ever read?',
 'Married people of Reddit: What was the biggest waste of money at your wedding?',
 'WV State Police seize $10K from couple without charging them with a crime',
 '🅱ikini 🅱ottom',
 'When was your gut instinct correct and got you out of a bad situation? [serious]',
 'What is a way customers for your profession can help you out/make your job easier?',
 'Warming up',
 'I miss the days that political opponents respected each other',
 'WV State Police seize $10K from couple without charging them with a crime',
 'TIL in 2015, Queen Elizabeth II decided to not breed anymore corgis so that she would not leave any behind when she died. Her last corgi died in April 2018',
 'Saw these stacked stone arches at the beach this morning',
 'To name this town',
 'What are the strangest "house rules" you\'ve seen in a person\'s house?',
 "I can't unsee",
 'The face of instant regret',
 'Arrests made after Facebook video shows young children smoking marijuana - Michaela Pearson and Candice Little are each charged with felony child abuse',
 'This is a statue located in Berlin, entitled "Politicians Discussing Global Warming."',
 'Marine Corps Vietnam War veterans recreate photo after being apart for 50 years .',
 'Spinning a T Handle in space',
 'California becomes second US state to commit to clean energy',
 'LPT: When you put in a fresh bin bag, sprinkle some cat litter into the bottom of the bag. It will absorb any gross liquids, and your bags will have almost no bad odour.',
 'The FBI and Citibank are reportedly investigating a suspiciously large 2016 payment from the Russian embassy to their ambassador to the US',
 'When your day goes from not good to bad to worse to KILL ME NOW!',
 'Bear chooses the stuffie he wants',
 'Bear chooses the stuffie he wants',
 'Keep ya heart 3 stacks',
 'Family isn’t whose blood you carry.',
 'Abandoned castle in midwinter. [1080x1350] [OC]',
 'Let me just dive through this cop car real fast',
 'While I do some Spider-Man parkour with my friend.',
 'Extreme Pushups',
 'Appeasing the big baby Bubbles',
 'MRW My girlfriend starts hinting at wanting kids',
 'Helicopter tail',
 'Becoming a teet',
 'Pug is a contortionist.',
 'Extreme Pushups',
 'SHUT UP ABOUT THE SUN',
 '19 years ago, this masterpiece was released. Happy Birthday, Jellyfish Jam!',
 'Learning about foreign cultures is always illuminating.',
 'The Notorious B.I.G., pencil, 28x28cm',
 'LPT: When you put in a fresh bin bag, sprinkle some cat litter into the bottom of the bag. It will absorb any gross liquids, and your bags will have almost no bad odour.',
 '13 year old me was a mistake',
 'California becomes second US state to commit to clean energy',
 'Anon attempts suicide',
 "Really loving the trend of posting stuff way before it's done. Here's the cupboard where I keep my slow cooker. I'll be getting it out tomorrow. Will update later with the finished dish. Can't Wait!",
 'A true jedi',
 'January',
 'Simple, versatile, relevant. Get in early for profits.',
 'Cleaning seashells with muriatic acid. Sooo satisfying.',
 'Arrests made after Facebook video shows young children smoking marijuana - Michaela Pearson and Candice Little are each charged with felony child abuse',
 'The package delivery service at this building',
 "He's so edgy and so curvy at the same time",
 '[OC] Secret floor plans',
 'Avenge me son!',
 'PsBattle: This guy in a panda suit caring for a real baby panda.',
 'r/________',
 'Adopted this tiny weirdo from the shelter! We assume he is a dog.',
 'The Dirtiest Job',
 'Purposely misquoting someone to make it racist',
 'King of close calls.',
 'Flatpacking a wind turbine',
 'When they ask if I believe I can make it to the front page with a two-word quote',
 'Speaking of Chik-Fil-A . . .',
 'Found this mad lady on me_irl',
 'WV State Police seize $10K from couple without charging them with a crime',
 'A vegan said to me, people who sell meat are disgusting',
 'Elotes (Mexican street corn) [OC]',
 'My friends goat was eaten by coyotes',
 'Simon is sad (comic)',
 "Flyin' Bru",
 'SUE THE DENTIST',
 'What are the strangest "house rules" you\'ve seen in a person\'s house?',
 'There will never be another show like Johnny Bravo',
 'Cyka Bot, Defender of the Iron Curtain',
 'ULPT: Need friends? Create an attractive fake tinder profile of the opposite sex, start leading on a bunch of people, arrange a date with all of them on the same time, same place. Show up as well. Announce that they must have pulled a prank on all of you and suggest you all go drinking together.',
 'Grad 2006',
 'What could have been... | by me',
 'Real men have hats?',
 'Wish it would stop.',
 'Buzzfeed Writer starter pack',
 'A new treatment for Alzheimer’s disease has been successfully tested in mice. It reduced the buildup of amyloid plaques in the brain and blocked the toxic effects of amyloid β.',
 'Actually Pewdiepie has two rooms.',
 "Don't Trust Him",
 'Fake Chad gamer i bet he cant even rise up',
 'This is a statue located in Berlin, entitled "Politicians Discussing Global Warming."',
 'This sub reminds me of a Dilbert comic frame.',
 'The Sims Medieval',
 'Banana hate',
 "One person's patriot is another's terrorist",
 'Anon shares his evil shenanigans.',
 'This.&lt;3',
 'meirl',
 'A cool “meme” from my chemistry lecture today',
 'Amy Santiago is an amazing detective / genius (posted on her instagram story)',
 'Star Road Fairladys',
 'Friends for life',
 'USB Charger Spy Camera',
 'Trump exposed by Trump',
 'Can we stick to just eating avocados?',
 'Aldrin providing comfort to firefighters during the Ventura Fire earlier this year',
 'Road Eliminated by Hurricane Lane Flood Erosion',
 'Why You Might Consider A Trade Over College (One Real-World Perspective)',
 "Tears and gasps after ex-officer gets a rare murder verdict for teen's death",
 'ITAP of the sunset off the West Coast of Okinawa.',
 'Old Luke Skywalker cosplay',
 'If you watch closely, you can see the train pop right out.',
 'I made eye contact with a girl that is exactly my type and she looked at me with utter disgust. How do I delete myself from this world?',
 'SHUT UP ABOUT THE SUN',
 'Extreme Pushups',
 'I’m 26, I just bought my first car that has AC and under 150k miles and I’m pretty fucking proud about it.',
 'Jackee Harry responds to Eureka’s tasteless shade',
 'This.&lt;3',
 'Anon is fat',
 'Keep ya heart 3 stacks',
 "He's so edgy and so curvy at the same time",
 'Hero',
 'Show the kid some love',
 'Cleaning seashells with muriatic acid. Sooo satisfying.',
 'Asteroid miners could use Earth’s atmosphere to catch space rocks - some engineers are drawing up a strategy to steer asteroids toward us, so our atmosphere can act as a giant catching mitt for resource-rich space rocks.',
 '🅱ikini 🅱ottom',
 'Looking for a room to rent/a house to own',
 'PsBattle: This guy in a panda suit caring for a real baby panda.',
 'Let me just dive through this cop car real fast',
 'Two online best friends that played gta together everynight met up to have lunch and take a few pictures',
 'Real men have hats?',
 'Spinning a T Handle in space',
 'Trump exposed by Trump',
 '19 years ago, this masterpiece was released. Happy Birthday, Jellyfish Jam!',
 'This man strapped his own daughter to the back of a car',
 'The package delivery service at this building',
 'Grad 2006',
 'The package delivery service at this building',
 'While I do some Spider-Man parkour with my friend.',
 '[OC] Secret floor plans',
 'Learning about foreign cultures is always illuminating.',
 'Purposely misquoting someone to make it racist',
 'Can a dead body still get a sunburn?',
 'A vegan said to me, people who sell meat are disgusting',
 'Simon is sad (comic)',
 "Unfortunately, I've come to the determination that Keto is just not right for me right now. I wanted to say goodbye and thank you all for an incredible two months, though!",
 'Noticed this weird thing on the side near the light. In london',
 '[Homemade] Doulbe cheeseburger',
 'Drawing circuits with conductive ink',
 'Hawk investigating a drone',
 'I don’t get this. What’s wrong with fajitas? I’ve never been to a Mexican restaurant...',
 "I don't feel so good",
 'One of my favorite Jim pranks',
 'My great Uncles profile pic lol',
 'Found this mad lady on me_irl',
 'Snoo Contest - Voting',
 'Warming up',
 'r/________',
 "Flyin' Bru",
 'Small analysis of how McGregor bamboozled Alvarez',
 '$109k personal bill for heart attack - even when insured',
 '[request] Is this true or even possible to calculate?',
 'Waiting in line at Starbucks and guy in front of me asks friend “you want a muffin?”. Friend replies “no, I’m breaking my intermittent fast in 2 hours.” Proceeds to order “venti caramel macchiato with extra whip and 2 extra servings of caramel.”',
 'Cargo Camper Build',
 'Sergio Pettis looks pleasantly surprised to see his arm raised against Joseph Benavidez',
 'Bro, toss me one!',
 'Clint Dempsey announces retirement from professional soccer',
 'Im here for my 3 updoots',
 'Mother and children during the great depression, California, 1936 [758x758]',
 'Why else are you here?',
 '[Haiku] Playing nightcore with the boys',
 'Can a dead body still get a sunburn?',
 'How long for an English speaker to become proficient',
 'Octolicious Mouth Tentacle!',
 "The o'le tap &amp; pull",
 'It’s been such an honor helping and watching him grow into the big silly boy he was meant to be. (Kingsley’s transformation from February to August 2018.)',
 'Luftwafel',
 "Blue Öyster Cult - (Don't fear) The Reaper [Classic Rock] 1976",
 "'Smart' pen",
 'Found this gem on Instagram',
 'Going through my father in law’s basement, tried to throw it out. “No no , I still use it!”',
 'My strangest dinner yet',
 'For every upvote this post gets I will add 1 brick to the tower of Orthanc. No limits, and no regurgitation',
 'Boss locked this cabinet a year ago and took the key',
 "It's 2018, and for the next couple of weeks, Halo 1-4 and Modern Warfare 2 will be some of the most played games on XBL",
 'California is now the first state to recognise intersex rights!',
 'Londoner gives a harrowingly insightful breakdown of the homeless in London.',
 'Warming up',
 'Muriatic Acid vs dirty seashell',
 'Finally got my first tattoo and it’s my cat Viola! From Kristina Gray at Mainline Ink in Webster, TX',
 'kumicute',
 'these used to be the shit in 2009',
 'Rainy Tokyo',
 "Why is Lindsey Graham rolling over for Trump now? I'm sure it has nothing to do with his December 2016 announcement that Russians hacked his campaign email account.",
 'Extreme Dodgeball [Maid Dragon]',
 'Stoped then in their tracks',
 'Monika is evil.',
 "I dislike him as much as the next guy, but calling Trump names is childish and makes me assume you're immature and does not help your side of the discussion.",
 'New NAFTA could include tough intellectual property laws that Canada fought against in TPP',
 'Heckin cute snek',
 'We wrote a haiku for you...',
 'The cutest loaf',
 'At work I smoked half a joint at lunch.',
 'I made eye contact with a girl that is exactly my type and she looked at me with utter disgust. How do I delete myself from this world?',
 'Golf Wisdom #2',
 'Auteurs',
 'Every opinion meme',
 'What even is this? A chunk seal?',
 'Smoobygorl',
 'I Think I Found My Calling',
 'Smash Ultimate switch console bundle leaked',
 'Yolandi Visser before the fame (or notoriety)',
 "I can't tell you what it is, but I saw something in a coffee stain at work and had to doodle it out",
 'Friend told me I should post this here. ~312 mission stickers',
 'Ken Stanley, a season ticket holder for 89 years passed away at the age of 97 yesterday. Ken’s first game was in 1929 where spurs beat Bradford Park 3-2 at White Hart Lane. Here he is receiving Dele’s boots on the final ever game at the Lane. RIP',
 "My Brother and I are translating Grandpa's journal from the Great Depression. It's pretty fucked up-2nd Entry",
 'This man is too mad',
 'Hedgehog yawn',
 'OFFICIAL: Season 4 of Mr Robot will be its last',
 'Siamese kitten blep',
 'It’s getting cold, so I tucked the kitty from yesterday back in.',
 'LPT: Make the lives of Hotel Management and Cleaning people even harder.',
 '🍩',
 'What’s going on between Buzzfeed reddit and stefen Karl?',
 'Magical weekend in Hunter-Fryingpan Wilderness, Colorado',
 'Nick calling out Leo',
 'This is what happens when you touch a Van de Graaff electrostatic generator',
 'So here is my prowler.. 4” lift, wide over-fenders, racks for every damn thing you can think of, a full hitch, there’s a full size bed in the back, and ridiculously low offset wheels. Oh ya it’s a mini cooper',
 'Old and Forgotten memes starter pack.',
 'Start ‘em young.',
 'I mean...',
 'EU survey: Over 80 percent want to get rid of time change',
 '[Garafolo] RT @89JonesNTAF: BREAKING 🚨 The #Packers and 2-Time MVP QB @AaronRodgers12 have agreed to terms on a 4-year extension worth $33.5 million i…',
 'Tin of mints I found in a shop in England.',
 'I found someone hiding in a history textbook!',
 'I don’t have a heartwarming story behind this picture. I was just inspired by how this bro has decided to use his time in his latter years of life.',
 '"Because i am el Diablo"',
 'Walt through the years',
 'Look what I sketched up today',
 'I love how expressive he is',
 'This is so sad 😢😢😢',
 'Vivid going to Liquid confirmed. Strafe benched.',
 'We just received our first 3RS at work - Lizard Green with a matching interior',
 'What a plot twist...',
 'Tom\'s Hardware is censoring and banning editors and users who have talked negatively about the "Just Buy It" article.',
 "Sam Ram's Suit-edit",
 'When you ask grandpa for advice on getting that special girl.........',
 'BOO',
 'absolutelynotme_irl',
 'Hmmmmmmmmm🤔🤔🤔🤔🤔',
 'Rise to the fame',
 'Changed my student loan payment amount by an almost insignificant amount, loan term shortened significantly',
 'Today is the 30th anniversary of The Onion',
 'Waylon the shop dog got a new chair.',
 '12 Years a Student',
 'Almost there! . . .',
 'absolutely not me irl',
 'Unacceptable.',
 'Blessed_youtube',
 "I'm sorry",
 'Three years on... #NeverForget',
 'Laughing at me because I had to physically carry all 70 pounds of her fluff into the vet exam room after she refused to walk there',
 'The potential is strong in this',
 'valaffisch_2018.jpg',
 'Immigants! I knew it was them! Even when it was the bears, I knew it was them.',
 '[Image] Always do your best',
 'really really big youtuber - Gus Johnson',
 'gay_irl',
 'Academy Award nominee Gene Tierney, 1940',
 'Just got a job as brand ambassador thanks to this subreddit',
 'Snoo Contest - Voting',
 'Walkers Cheese and Onion crisps in between slices of Kingsmill White.',
 'The Sims Medieval',
 'My brothers hand after a bike injury',
 'My basement people need me.',
 '40 miles of Mario!',
 'Manè: “The wrong team wanted me- Manchester United! I spoke with Van Gaal, and they even made an offer. But for me it was not the right club.”',
 'Sabrina Lynn',
 'A company had a position open that required a great deal of sensitivity dealing with people...',
 '“Have miniatures, will travel.”',
 'Antalope - Safari',
 'First attempt at Charcuterie board',
 'VIRGIN Addict Steve-O Vs. CHAD Sober Steve-O',
 "Sean's Bar (as it's now known) in Athlone, Ireland, is supposedly the oldest bar/pub in Europe, if not the world, dating to ~900 A.D. What would have been on tap back then?",
 'Spacebirb',
 'This man strapped his own daughter to the back of a car [xpost r/iamatotalpieceofshit]',
 '[ART] 📍NYC Tailoring-Inspired Street Look.',
 'Rainy Tokyo',
 'Hide and Seek',
 'Fresh vs 3 and a half weeks later. By Rob Sloan at Thirteen Feet Tattoo in Newtown, NSW',
 'When Spidey first hears Quills voice without his helmet he realises he’s human and his eyes show less concern than before the mask is removed. After Quill said he’s from Missouri Spidey removes his mask completely',
 'You asked and you shall receive. Made from top suggested',
 'Walt through the years',
 'Internet notice-and-takedown in the new NAFTA agreement',
 'Bart nailed it',
 'My boyfriend dumped me a month ago, these are my results',
 'What even is this? A chunk seal?',
 'The cutest loaf',
 'Skull Kid colored pencil on paper',
 'kumicute',
 "People can't stay loyal these days",
 'Paying 5$ per hour is literally rape',
 'I mean...',
 'My attempt at colourising (New Zealand woman circa 1930s)',
 'cRuEl mAn cRuShEd hEaD oF a sLeEpiNg dOg uSiNg a gIaNt hAmMeR',
 'These reviews.',
 'Auteurs',
 'attanic',
 '“Screaming is a criminal offense?” Well, when you yell at your wife and daughter so much that your family leaves the car and you jump in the driver’s seat to abandon them and then immediately wreck your car, it is.',
 'Laughing at me because I had to physically carry all 70 pounds of her fluff into the vet exam room after she refused to walk there',
 'We just received our first 3RS at work - Lizard Green with a matching interior',
 'Adorable idiot',
 'PSA on Sexually Explicit Materials and the partners you send them to',
 'Any other older players of pocket camp here? 34 year old guy here with depression/anxiety and this game has helped me a ton',
 '.',
 'Technically the truth',
 'Do you think some weapon variants will change a gun into a classic weapon?',
 'Raptor Squad | Blender 3D/Substance Painter',
 'Does chocolate chip banana bread count?',
 'Some guy on Whisper',
 'Batman : Return to Arkham is officially X-Box One X Enhanced!',
 "My dogs posing like they're in a band. I'd love to see your artwork!",
 'Rooftop Scenery',
 'Catawba Falls, Black Mountain NC',
 'Q claims that US military aircraft are dropping out of the sky because Hillary and r/greatawakening does the only natural recourse: calls to kill Hillary and other acts of violence',
 'Pipe tapping finals',
 'Taylor meets Becky',
 'PIC',
 'New Ted Cruz Campaign Ad Features His Kids Begging For Beto O’Rourke To Be Their New Dad',
 'Stay classy, San Diego!',
 'I bought a salt gun just to impale other insects so that I can grab them and toss my bro a snack.',
 'Keiko Kirin, spunky mech-building best friend (from the Dark &amp; Day novel series)',
 '*NOT A BIG PROBLEM*',
 'My first Gundam! I’m hooked lol',
 'DeSantis warns Floridians not to "monkey this up" by electing Gillum',
 'modern journalism',
 'Woah',
 'FBI contradicts Trump claim that China hacked Clinton’s private email server',
 'TIFU by microwaving a chef boyardee on an active military base',
 'What is it that we are living in the “golden age” of?',
 'I miss the days that political opponents respected each other',
 'TIL in 2015, Queen Elizabeth II decided to not breed anymore corgis so that she would not leave any behind when she died. Her last corgi died in April 2018',
 'Did I ask you to stop, SLAVE!?',
 'Ride a bicycle on a highway, WCGW',
 'Cat takes a dip',
 'Everything about this. No right click, A scroll wheel that is impossible to use, and terrible ergonomic design just to match their computers',
 'The face of instant regret',
 'Schindler’s List 25th anniversary re-release Poster',
 'What are the strangest "house rules" you\'ve seen in a person\'s house?',
 'TIL when Will Smith was 12, his grandma found his profanity-laced notebook and wrote, "Dear Will, truly intelligent people don\'t have to use words like this to express themselves. Please show the world that you\'re as smart as we think you are," on the back -- inspiring him to be a "clean" rapper.',
 'ULPT: Need friends? Create an attractive fake tinder profile of the opposite sex, start leading on a bunch of people, arrange a date with all of them on the same time, same place. Show up as well. Announce that they must have pulled a prank on all of you and suggest you all go drinking together.',
 'WV State Police seize $10K from couple without charging them with a crime',
 'LPT: When you put in a fresh bin bag, sprinkle some cat litter into the bottom of the bag. It will absorb any gross liquids, and your bags will have almost no bad odour.',
 '"It\'s now or never" (Beat my personal kill record!)',
 'King of close calls.',
 'To name this town',
 'Arrests made after Facebook video shows young children smoking marijuana - Michaela Pearson and Candice Little are each charged with felony child abuse',
 'Cleaning up tinder',
 "Tears and gasps after ex-officer gets a rare murder verdict for teen's death",
 'The Dirtiest Job',
 'Bear chooses the stuffie he wants',
 'Snoo Contest - Voting',
 'Walkers Cheese and Onion crisps in between slices of Kingsmill White.',
 'The Sims Medieval',
 'My brothers hand after a bike injury',
 'My basement people need me.',
 '40 miles of Mario!',
 'Manè: “The wrong team wanted me- Manchester United! I spoke with Van Gaal, and they even made an offer. But for me it was not the right club.”',
 'Sabrina Lynn',
 'A company had a position open that required a great deal of sensitivity dealing with people...',
 '“Have miniatures, will travel.”',
 'Antalope - Safari',
 'First attempt at Charcuterie board',
 'VIRGIN Addict Steve-O Vs. CHAD Sober Steve-O',
 "Sean's Bar (as it's now known) in Athlone, Ireland, is supposedly the oldest bar/pub in Europe, if not the world, dating to ~900 A.D. What would have been on tap back then?",
 'Spacebirb',
 'This man strapped his own daughter to the back of a car [xpost r/iamatotalpieceofshit]',
 '[ART] 📍NYC Tailoring-Inspired Street Look.',
 'Neon lights looks beautiful under heavy rain',
 'Any one else agree with Pepper?',
 'BuT tHe SmElL',
 "I'm sorry",
 'Stephen Colbert Connects Chance the Rapper with "Lord of the Rings"',
 'Big Telecom Resorts To Lying To Senior Citizens To Scuttle Net Neutrality In California',
 '[FO] My first time cross stitching. I think I’m addicted now!',
 'Edgelord knows how to attract the atheist ladies.',
 'Me waiting for crouching to be added to STW',
 'Neon lights looks beautiful under heavy rain',
 'BuT tHe SmElL',
 'Any one else agree with Pepper?',
 'Stephen Colbert Connects Chance the Rapper with "Lord of the Rings"',
 'Big Telecom Resorts To Lying To Senior Citizens To Scuttle Net Neutrality In California',
 '[FO] My first time cross stitching. I think I’m addicted now!',
 'Edgelord knows how to attract the atheist ladies.',
 'Alec Baldwin drops out of ‘Joker’',
 'I drew a dragon!',
 'Machu Picchu when the sun rises',
 'Q 1990 - Shall We Play A Game?',
 'ok what',
 'HMC while I try to usurp the throne',
 'I hate story toppers',
 'When Ryuji is hit with Mudoon for the 3rd consecutive time.',
 'HELLO! I am Michael Mando, Nacho from Better Call Saul. AMA!',
 'Please take away my healthcare!',
 'Journey To The Edge Of The Universe (2008) the first accurate non-stop voyage from Earth to the edge of the Universe using a single, unbroken shot through the use of spectacular CGI technology [1:33:20]',
 'When This Boy With A Colostomy Bag Said He Was Sad There Were No Superheroes Like Him, Marvel Told Him It’s Absolutely Crucial For Superheroes To Have A Functioning Anus',
 "Comforting to see in my Doctor's office",
 'relatable',
 'Corgis in a cup holder!!!',
 'Tesla employees say "it’s a s**t show" working under beleaguered Elon Musk',
 'Custard Cream says hello!',
 'She knows a baby is coming home soon',
 'I *might* need them one day...',
 'Greeks long lost dad',
 'Un/popular opinion: Kelly was annoying af for the first few seasons and then became hilarious',
 'Finally found one!',
 'Custard Cream says hello!',
 'Amber Gianna',
 'Passing the interview',
 'If WWW stood for well well well, the internet would seem so much shadier. "Well, well, well... Google dot com..."',
 'Well I did not expect that.',
 'One in five vulnerable Syrian refugees are rejected by Netherlands because of extremist sympathies or are too conservative',
 'Made this from stones we collected on the beach for our 9 year wedding anniversary',
 'Some people see Jesus in their toast, I see Dobby in my ice-cream.',
 'Ik_ihe',
 "That's how you do a crossover",
 'It seems that Bethesda themselves forgot Shadowkey existed',
 'Black Beauty.',
 'Felt like my bedroom needed a redesign after my girlfriend moved out. Chicago, IL.',
 'Pls just jump out of the car',
 'The face of betrayal',
 'Veterans, Trump voters condemn White House',
 'B E S T B O Y E S waiting for their hecking owner',
 'My baby is going to die from a chromosome abnormality, and my doctors are making me carry her.',
 '"Books on the Run" trailer filled with free books for kids makes 20-minute stops in the community every two weeks; kids can take what they want',
 'Differences',
 'Trump’s Coal Plan Will Kill People, but at Least It’ll Create Jobs, Right? Wrong. - The idea was supposed to be that, well, people may die, but it’ll revive the industry. But it won’t. Our source on that? Trump’s own EPA.',
 "After a thorough inventory of what was in the house (how did we acquire that many pencil crayons!) and the fact that all 3 kids' backpacks are in great shape, the stars aligned with only a few items on this year's school supply list, resulting our first-ever under-$60 back-to-school shopping trip!",
 'HMJB while I jump off the roof.',
 "King K Rool's trailer got me super hyped, so I made this cover of Gangplank Galleon on beer bottles, pots/pans, and strings!",
 'Sunken table',
 'how to troll a dog',
 'Update your records',
 'Ouch....',
 'Oh boy, yeah',
 'HA HA HA',
 'A nice guy study?',
 'A heavy downpour makes beautiful photos',
 'Die Totenhosen, Feine Sahne Fischfilet, Kraftklub, K.I.Z., Marteria, Casper, Nura und Trettmann spielen am 3.9 kostenlos am Karl-Marx-Monument in Chemnitz',
 'I took this photo on the road in Iceland. What do you think of it? [edit] [composition] [colour]',
 'I made a strawberry rhubarb pie',
 'This is English I swear',
 'WCGW if I let go of my suitcase on a moving escalator',
 'Getting pulled over',
 'I had a disturbing idea for an episode...',
 'Reddit these days.',
 '*BASS-BOOSTED SHITTING SOUND EFFECT*',
 'Looking down 42nd Street in Manhattan [1280 × 853]',
 'Across the Drill Field at Virginia Tech',
 'Princess Pollywog demonstrates slimming photo angles',
 'S K Y L I G H T',
 "Let's play!",
 "MRW me and my friend go to Chuck E Cheese's and my friend decides to play that mole game but he doesn't know what to do with the hammer so I have to explain to him how to hit the moles with the hammer",
 "Blocking the DJ's equipment",
 'give treat pls frendo',
 'Fox collar. I love whipping up day projects!',
 'Good advice it be!',
 'Roy Nelson vs. Stefan Struve (2010)',
 'You can be my wingman any time',
 'What happens when you break eye contact with a Tiger',
 'I pretend not to notice when someone does something embarrassing',
 'Birthday present from my wife: a genuine X-Ray record',
 'Other than doing the homework while the teacher is collecting it, what’s an “extreme sport”?',
 'Diving at the bottom of lake Mead',
 'After 32 years of never having a relationship I had resigned myself to it. Then this wonderful man entered my life.',
 '“Are you sure you want to leave the Arena?”',
 'This is how it’s done.',
 '"When did you know that you\'re bi?"',
 'Saw this sign in Milano today.',
 'are ameer memes dead?',
 'What the fuck',
 'Bentley has already perfected the sploot',
 '"To understand it all, we have to go all the way back to the Horus Heresy"',
 'Poor mountain',
 "But I'm a full-time streamer",
 'But...the onions..?',
 'To those with SOs that work long hours and come home tired regularly: what can they do to reassure you they love you?',
 "OMG! German Fuckin' Nazis! I'm literally dead right now.",
 'BBBBBBBBBRRRRRRRRRRRAAAAAAAAAAAPPPPPPPPPPPPPPPPP',
 '[PSA] [Discussion] [Story] My dog lost half her tongue due to injury sustained from a ball.',
 "Army 'Undercover Boss' filming delayed after Major suffers hazing-induced heart attack",
 'Transformers, Lemons in disguise',
 'Hot summer day',
 "Nevil's Plight",
 'Veterans, Trump voters condemn White House',
 'A guide to the blank space on the map of Seattle',
 '[WP] For eons you have lived. The only thing you have yet to experience in life is death, and that doesnt strike your fancy. You only have a few problems.. 1. you have found yourself cornered, 2. the snail has you in his sights, and 3. he hasnt forgotten the pinch of salt you left him.',
 'Spongerie',
 'Anon works in the Trauma Bay',
 'The Smothered City',
 'The Gipsy Girl mosaic in Zeugma Mosaic Museum/Gaziantep/Turkey',
 'How to Draw a Soccer Ball',
 'Yeah he doesn’t die but you get the joke',
 'Pug life.',
 'Put Old Bay on it.',
 'Welcome to Kaustralia!',
 'You fool never mess with .',
 'The grad cake is a mistake',
 'We put our heads together and we STILL couldn’t think of anything yummier than millet',
 'I love how much Mark interacts with fans on Twitter.',
 'Be my landing mat, k?',
 "Found this albino redwood on my run today, didn't know these existed",
 'la clase media hoy',
 "Carl Sagan - How we (except for a bunch of idiots) know the earth isn't flat.",
 'Android Messages for Web gets its own Material UI overhaul too, with dark theme in tow',
 'Green day - When I come around [Alternative rock] (1994)',
 'Denver Bedroom',
 'You can almost hear the crowd gasp',
 "I don't mind pads",
 'HMFT after i ride my bike ok the highway',
 'In The Office S3E12 "Traveling Salesman" When telling Pam what Dwight did for her, Angela uses both hers and Dwight\'s middle names as aliases.',
 'ULPT : if you are eating pizza with others, always pick a slice first - if it turns out to be smaller than you expected, pass it on to the person next to you with a smile. You get to pick again AND come across as a nice person.',
 'You can slide under some tight spaces in AC Origins',
 'The big truth',
 'Hubble’s Galaxy Cluster Cornucopia [2960 x 2230]',
 'Dinosaur Size Change Official Image',
 '[Super mega baseball 2] OOF',
 'The ‘Stros',
 'La piramide nutricional segun los Mexicanos',
 'The state of SO',
 'OC',
 'One of my favorite Jim pranks',
 "haven't posted one in a while",
 'My first pike (105cm) from the canals in Amsterdam',
 'I knew it was coming and I still laughed',
 'This graffiti in Gastown always makes me smile',
 'Sunrise views from camp in the Alpine Lakes Wilderness, WA',
 ...]
In [40]:
#text = ["The quick brown fox jumped over the lazy dog."]
# create the transform
vectorizer = CountVectorizer()
# tokenize and build vocab
vectorizer.fit(text)
# # summarize
print(vectorizer.vocabulary_)
# # encode document
vector = vectorizer.transform(text)
# # summarize encoded vector
print(vector.shape)
print(type(vector))
print(vector.toarray())

{'needs': 3048, 'to': 4531, 'be': 544, 'talked': 4397, 'about': 185, 'fbi': 1687, 'contradicts': 1072, 'trump': 4623, 'claim': 935, 'that': 4463, 'china': 904, 'hacked': 2067, 'clinton': 954, 'private': 3487, 'email': 1509, 'server': 3957, 'cat': 837, 'takes': 4394, 'dip': 1325, 'hello': 2154, 'am': 299, 'michael': 2888, 'mando': 2776, 'nacho': 3020, 'from': 1861, 'better': 598, 'call': 779, 'saul': 3860, 'ama': 300, 'someone': 4133, 'watches': 4849, 'bob': 648, 'ross': 3801, 'since': 4044, 'these': 4474, 'cups': 1164, 'are': 397, 'everywhere': 1591, 'now': 3102, 'figured': 1729, 'we': 4861, 'needed': 3047, 'one': 3153, 'for': 1809, 'our': 3199, 'profession': 3501, 'too': 4548, 'ride': 3754, 'bicycle': 604, 'on': 3151, 'highway': 2179, 'wcgw': 4860, 'til': 4511, 'when': 4896, 'will': 4922, 'smith': 4100, 'was': 4838, '12': 17, 'his': 2188, 'grandma': 2020, 'found': 1833, 'profanity': 3500, 'laced': 2555, 'notebook': 3091, 'and': 330, 'wrote': 4986, 'dear': 1230, 'truly': 4622, 'intelligent': 2365, 'people': 3296, 'don': 1380, 'have': 2118, 'use': 4728, 'words': 4961, 'like': 2653, 'this': 4486, 'express': 1628, 'themselves': 4468, 'please': 3380, 'show': 4016, 'the': 4464, 'world': 4969, 'you': 5013, 're': 3612, 'as': 424, 'smart': 4092, 'think': 4480, 'back': 489, 'inspiring': 2354, 'him': 2185, 'clean': 944, 'rapper': 3602, 'what': 4889, 'is': 2405, 'it': 2414, 'living': 2683, 'in': 2314, 'golden': 1985, 'age': 253, 'of': 3124, 'did': 1310, 'ask': 427, 'stop': 4261, 'slave': 4072, 'or': 3178, 'never': 3060, 'beat': 549, 'my': 3014, 'personal': 3310, 'kill': 2520, 'record': 3645, 'king': 2527, 'close': 955, 'calls': 782, 'yay': 4999, 'wish': 4938, 'me': 2837, 'she': 3986, 'beauty': 551, 'grace': 2012, 'hmmm': 2197, 'everything': 1590, 'no': 3079, 'right': 3761, 'click': 949, 'scroll': 3896, 'wheel': 4892, 'impossible': 2310, 'terrible': 4446, 'ergonomic': 1561, 'design': 1286, 'just': 2489, 'match': 2817, 'their': 4465, 'computers': 1036, 'snoo': 4115, 'contest': 1068, 'voting': 4804, 'schindler': 3881, 'list': 2671, '25th': 88, 'anniversary': 348, 'release': 3673, 'poster': 3435, 'hawk': 2123, 'investigating': 2393, 'drone': 1428, 'tifu': 4508, 'by': 766, 'microwaving': 2892, 'chef': 885, 'boyardee': 680, 'an': 322, 'active': 219, 'military': 2903, 'base': 523, 'adopted': 235, 'tiny': 4521, 'weirdo': 4880, 'shelter': 3990, 'assume': 438, 'he': 2129, 'dog': 1370, 'really': 3625, 'ikini': 2287, 'ottom': 3197, 'would': 4975, 'sister': 4052, 'said': 3838, 'powerwashing': 3448, 'does': 1367, 'nothing': 3092, 'retaliated': 3728, 'only': 3158, 'way': 4855, 'know': 2540, 'how': 2243, 'warming': 4833, 'up': 4711, 'hero': 2165, 'can': 793, 'unsee': 4706, 'face': 1643, 'instant': 2356, 'regret': 3666, 'name': 3027, 'town': 4569, '26': 89, 'bought': 675, 'first': 1757, 'car': 808, 'has': 2108, 'ac': 196, 'under': 4681, '150k': 32, 'miles': 2902, 'pretty': 3472, 'fucking': 1874, 'proud': 3526, 'your': 5017, 'day': 1219, 'goes': 1981, 'not': 3090, 'good': 1990, 'bad': 495, 'worse': 4972, 'abandoned': 179, 'castle': 835, 'midwinter': 2895, '1080x1350': 10, 'oc': 3120, 'while': 4900, 'do': 1361, 'some': 4132, 'spider': 4181, 'man': 2769, 'parkour': 3257, 'with': 4940, 'friend': 1858, 'saw': 3864, 'stacked': 4213, 'stone': 4258, 'arches': 395, 'at': 441, 'beach': 545, 'morning': 2973, 'family': 1661, 'isn': 2411, 'whose': 4912, 'blood': 637, 'carry': 825, 'bear': 547, 'chooses': 912, 'stuffie': 4296, 'wants': 4826, 'spinning': 4187, 'handle': 2086, 'space': 4158, 'great': 2028, 'uncles': 4677, 'profile': 3504, 'pic': 3334, 'lol': 2697, 'appeasing': 381, 'big': 605, 'baby': 487, 'bubbles': 730, 'mrw': 2991, 'girlfriend': 1957, 'starts': 4231, 'hinting': 2187, 'wanting': 4825, 'kids': 2519, 'helicopter': 2152, 'tail': 4389, 'becoming': 559, 'teet': 4431, 'pug': 3541, 'contortionist': 1071, 'perfectly': 3303, 'sums': 4328, 'mitch': 2937, 'stream': 4276, 'banana': 512, 'hate': 2113, 'could': 1100, 'been': 562, 'if': 2281, 'start': 4228, 'counting': 1104, 'zero': 5030, 'either': 1492, 'positive': 3429, 'negative': 3049, 'numbers': 3107, 'lips': 2667, 'wont': 4954, 'touch': 4562, 'till': 4512, 'reach': 3613, 'million': 2907, 'army': 410, 'undercover': 4682, 'boss': 667, 'filming': 1733, 'delayed': 1255, 'after': 250, 'major': 2762, 'suffers': 4317, 'hazing': 2127, 'induced': 2328, 'heart': 2143, 'attack': 448, 'smash': 4094, 'ultimate': 4666, 'switch': 4372, 'console': 1060, 'bundle': 748, 'leaked': 2599, 'say': 3865, 'traded': 4578, '600whp': 141, '17': 35, 'sti': 4250, 'lifted': 2649, 'gmc': 1972, '1500': 31, 'comment': 1008, 'guys': 2063, 'bet': 593, 'besides': 591, 'ringland': 3764, 'jokes': 2469, 'empty': 1521, 'road': 3772, 'hawaii': 2121, 'mother': 2979, 'children': 901, 'during': 1447, 'depression': 1278, 'california': 778, '1936': 47, '758x758': 154, 'ik_ihe': 2285, 'streamer': 4277, 'life': 2645, 'tesla': 4448, 'employees': 1519, 'working': 4966, 'beleaguered': 574, 'elon': 1505, 'musk': 3008, 'sub': 4302, 'reminds': 3681, 'dilbert': 1320, 'comic': 1004, 'frame': 1838, 'enter': 1542, 'gungeon': 2057, 'getting': 1945, 'physical': 3332, 'nfl': 3070, 'update': 4712, 'twitter': 4648, 'breaking': 697, 'packers': 3223, 'qb': 3565, 'aaron': 176, 'rodgers': 3786, 'finalizing': 1737, 'year': 5001, '134m': 24, 'extension': 1631, 'over': 3205, '100m': 8, 'guaranteed': 2047, 'per': 3299, 'network': 3057, 'so': 4119, 'youtube': 5019, 'demonetizing': 1266, 'being': 572, 'kid': 2518, 'friendly': 1859, 'using': 4733, 'wrong': 4985, 'tags': 4388, 'but': 756, 'allowing': 285, 'ads': 238, 'pop': 3413, 'even': 1580, 'adult': 239, 'yet': 5007, 'they': 4475, 'ruined': 3812, 'peanut': 3287, 'butter': 757, 'three': 4495, 'years': 5002, 'neverforget': 3061, 'hiding': 2175, 'history': 2189, 'textbook': 4456, 'margaret': 2789, 'atwood': 459, 'things': 4479, 'change': 862, 'lot': 2715, 'faster': 1677, 'than': 4459, 'cable': 772, 'such': 4311, 'ripoff': 3767, 'amazing': 301, 'all': 284, 'disney': 1347, 'princess': 3479, 'kaycee': 2498, 'charging': 873, 'phone': 3327, 'cord': 1084, 'floor': 1784, 'watching': 4850, 'solve': 4130, 'problem': 3491, 'manè': 2784, 'team': 4419, 'wanted': 4824, 'manchester': 2775, 'united': 4693, 'spoke': 4193, 'van': 4741, 'gaal': 1895, 'made': 2753, 'offer': 3127, 'club': 963, 'maybe': 2831, 'f20': 1640, 'work': 4962, 'sexual': 3965, 'assistant': 437, 'germany': 1941, 'part': 3259, 'job': 2455, 'give': 1959, 'human': 2251, 'pleasure': 3383, 'sexuality': 3966, 'old': 3141, 'disabled': 1331, 'anything': 369, 'want': 4823, 'type': 4652, 'fake': 1652, 'chad': 856, 'gamer': 1905, 'cant': 800, 'rise': 3769, 'okay': 3139, 'robot': 3779, 'finaly': 1740, 'third': 4483, 'monitor': 2959, 'arrived': 417, 'desantis': 1284, 'warns': 4836, 'floridians': 1785, 'monkey': 2960, 'electing': 1494, 'gillum': 1954, 'fl': 1766, 'gov': 2005, 'sony': 4140, 'came': 784, 'inventive': 2389, 'its': 2418, 'new': 3063, 'tough': 4563, 'sd': 3899, 'card': 811, 'series': 3953, 'boyfriend': 681, 'dumped': 1442, 'month': 2964, 'ago': 257, 'results': 3727, 'changed': 863, 'student': 4290, 'loan': 2688, 'payment': 3282, 'amount': 317, 'almost': 286, 'insignificant': 2349, 'term': 4443, 'shortened': 4011, 'significantly': 4032, 'andy': 334, 'slater': 4071, 'marlins': 2800, 'announce': 349, 'encourage': 1523, 'fans': 1666, 'bring': 710, 'musical': 3007, 'instruments': 2360, 'flags': 1768, 'more': 2971, 'park': 3256, 'next': 3069, 'newly': 3066, 'named': 3028, 'outfield': 3202, 'section': 3917, 'comunidad': 1038, '305': 102, 'haiku': 2073, 'edgelord': 1468, 'knows': 2542, 'attract': 457, 'atheist': 442, 'ladies': 2559, 'corgis': 1087, 'cup': 1161, 'holder': 2201, 'camera': 785, 'captured': 806, 'shooting': 4006, 'star': 4223, 'forbidden': 1810, 'snek': 4113, 'had': 2069, 'disturbing': 1353, 'idea': 2274, 'episode': 1551, 'monica': 2957, 'figure': 1728, 'out': 3201, 'light': 2651, 'gay_irl': 1921, 'dont': 1385, 'where': 4898, 'else': 1507, 'post': 3432, 'cursed': 1169, 'smooth': 4105, 'teeth': 4432, 'pool': 3411, 'father': 1679, 'santorini': 3853, 'today': 4534, 'looks': 2706, 'painting': 3234, 'travel': 4600, 'topic': 4555, 'greece': 2031, 'asteroid': 439, 'miners': 2912, 'earth': 1460, 'atmosphere': 446, 'catch': 839, 'rocks': 3785, 'engineers': 1533, 'drawing': 1413, 'strategy': 4272, 'steer': 4242, 'asteroids': 440, 'toward': 4566, 'us': 4725, 'act': 216, 'giant': 1950, 'catching': 841, 'mitt': 2939, 'resource': 3717, 'rich': 3750, 'circuits': 930, 'conductive': 1046, 'ink': 2342, 'small': 4089, 'analysis': 325, 'mcgregor': 2836, 'bamboozled': 510, 'alvarez': 296, 'ken': 2507, 'jets': 2448, 'cleaning': 945, 'tinder': 4519, 'biker': 609, 'chic': 893, 'gonna': 1989, 'leave': 2605, 'derp': 1283, 'here': 2163, 'make': 2764, 'wheelchairs': 4893, 'pets': 3319, 'anyone': 368, 'who': 4909, 'puppy': 3552, 'contact': 1065, 'minino': 2916, 'live': 2679, 'manaus': 2774, 'br': 684, 'god': 1977, 'sure': 4349, 'love': 2718, 'game': 1903, 'homemade': 2210, 'doulbe': 1399, 'cheeseburger': 883, 'unleash': 4698, 'anger': 337, 'nice': 3071, 'guy': 2062, 'devin': 1302, 'nunes': 3109, 'dramatically': 1411, 'positions': 3428, 'russia': 3819, 'sometime': 4135, 'half': 2080, '2016': 74, 'late': 2580, 'december': 1233, '2015': 73, 'railing': 3588, 'against': 252, 'populist': 3418, 'republicans': 3702, 'conspiracy': 1061, 'theories': 4471, '2014': 72, 'insisted': 2350, 'nato': 3035, 'should': 4013, 'arming': 406, 'ukraine': 4664, 'defend': 1247, 'something': 4134, 'happened': 2090, 'nesso': 3054, 'most': 2978, 'charming': 876, 'little': 2678, 'village': 4782, 'italy': 2415, 'young': 5014, 'murdered': 3003, 'another': 356, 'mugging': 2998, 'completely': 1030, 'freaks': 1845, 'court': 1109, 'sentenced': 3947, 'prison': 3486, 'stevie': 4249, 'nicks': 3073, 'concert': 1042, 'amsterdam': 319, 'april': 389, '1977': 56, 'becomes': 558, 'second': 3913, 'state': 4233, 'commit': 1011, 'energy': 1531, 'tons': 4546, 'cards': 813, 'meal': 2841, 'options': 3176, 'according': 204, 'guide': 2050, 'nutritionist': 3113, 'pick': 3336, 'pin': 3346, 'them': 4466, 'planner': 3365, 'board': 646, 'makes': 2765, 'grocery': 2039, 'shopping': 4009, 'much': 2994, 'easier': 1461, 'amen': 309, 'see': 3919, 'consequences': 1054, '2meirl4meirl': 97, 'pussy': 3558, 'rest': 3722, 'hailing': 2076, 'cab': 770, 'jail': 2426, 'awektha': 482, 'blind': 632, 'fly': 1793, 'rescued': 3708, 'lifeguards': 2646, 'crew': 1129, 'owner': 3215, 'tried': 4613, 'failed': 1648, 'save': 3862, 'sea': 3900, 'australian': 467, 'program': 3507, 'ends': 1528, 'disaster': 1333, 'unlocks': 4702, 'cock': 973, 'cage': 774, 'harry': 2106, 'potter': 3440, 'style': 4301, 'wand': 4821, 'wife': 4916, 'time': 4514, 'll': 2685, 'waste': 4843, 'commuting': 1018, 'lifetime': 2647, 'nearly': 3043, 'every': 1585, 'city': 933, 'interactive': 2366, 'map': 2785, 'find': 1744, 'study': 4294, 'finds': 1745, 'goats': 1976, 'drawn': 1415, 'humans': 2252, 'happy': 2094, 'facial': 1645, 'expressions': 1629, 'peed': 3291, 'pants': 3248, 'parents': 3255, 'smile': 4099, 'spidey': 4182, 'hears': 2142, 'quills': 3577, 'voice': 4798, 'without': 4942, 'helmet': 2156, 'realises': 3622, 'eyes': 1639, 'less': 2624, 'concern': 1041, 'before': 565, 'mask': 2810, 'removed': 3684, 'quill': 3576, 'missouri': 2934, 'removes': 3685, 'buy': 763, 'seller': 3937, 'still': 4254, 'attacks': 451, 'meow': 2868, 'daenerys': 1192, 'tells': 4436, 'jon': 2470, 'kept': 2511, 'her': 2161, 'standing': 4220, 'through': 4497, 'exile': 1610, '36m': 114, '34f': 109, 'having': 2120, 'affair': 247, 'own': 3214, 'brother': 717, 'realised': 3621, 'son': 4138, 'might': 2896, 'mine': 2911, 'drink': 1420, 'scared': 3875, 'then': 4469, 'there': 4472, 'aliens': 281, 'robots': 3780, 'pupper': 3550, 'dogs': 1373, 'butts': 762, 'wiped': 4934, 'brøderbund': 728, 'announces': 352, '2018': 76, 'oregon': 3181, 'trail': 4584, 'reboot': 3634, 'touts': 4564, 'high': 2176, 'difficulty': 1319, 'gameplay': 1904, 'broke': 713, 'ipad': 2399, 'screen': 3895, 'fine': 1746, 'wild': 4918, 'kiwi': 2535, 'appears': 380, 'acid': 211, 'realized': 3624, 'matter': 2824, 'merely': 2872, 'condensed': 1044, 'slow': 4085, 'vibration': 4768, 'consciousness': 1052, 'experiencing': 1619, 'itself': 2419, 'subjectively': 4303, 'thing': 4478, 'death': 1231, 'dream': 1416, 'imagination': 2298, 'ourselves': 3200, 'bill': 612, 'hicks': 2171, '2000x1126': 65, 'pixels': 3356, 'savage': 3861, 'heartwarming': 2145, 'story': 4268, 'behind': 571, 'picture': 3339, 'inspired': 2353, 'bro': 712, 'decided': 1236, 'latter': 2583, 'official': 3130, 'trailer': 4585, 'hd': 2128, 'gotta': 2003, 'em': 1508, 'off': 3125, 'early': 1457, '00am': 2, 'bed': 560, 'zoom': 5033, 'tom': 4540, 'hardware': 2103, 'censoring': 849, 'banning': 516, 'editors': 1475, 'users': 4731, 'negatively': 3050, 'article': 421, 'drinking': 1421, 'water': 4851, 'shut': 4022, 'detroit': 1296, 'public': 3537, 'schools': 3883, 'sockets': 4124, 'literally': 2675, 'unplayable': 4704, 'spotted': 4198, 'local': 2690, 'tea': 4417, 'shop': 4007, 'waiting': 4812, 'line': 2663, 'starbucks': 4224, 'front': 1862, 'asks': 430, 'muffin': 2997, 'replies': 3695, 'intermittent': 2373, 'fast': 1676, 'hours': 2237, 'proceeds': 3493, 'order': 3179, 'venti': 4755, 'caramel': 810, 'macchiato': 2748, 'extra': 1635, 'whip': 4901, 'servings': 3960, 'surprise': 4351, 'blocked': 633, 'handsome': 2087, 'brutus': 726, 'anon': 354, 'performs': 3304, '150': 30, 'arrested': 413, 'massive': 2811, 'ice': 2271, 'raid': 3587, 'texas': 4453, 'hungry': 2259, 'tap': 4404, 'power': 3446, 'cameraman': 786, 'noticed': 3094, 'weird': 4877, 'side': 4027, 'near': 3042, 'london': 2698, 'naked': 3026, 'girls': 1958, 'internet': 2376, 'get': 1943, 'thousands': 4493, 'likes': 2655, 'many': 2783, '10': 5, 'cm': 965, 'lefh': 2612, '18': 37, 'leichte': 2618, 'feldhaubitze': 1703, 'happen': 2089, 'joe': 2458, 'overhears': 3210, 'saying': 3866, 'doctor': 1364, 'told': 4539, 'cut': 1179, 'salt': 3845, 'thought': 4492, 'question': 3570, 'long': 2701, 'costs': 1096, 'expectation': 1615, 'didn': 1311, 'look': 2703, 'missing': 2932, 'real': 3620, 'guess': 2049, 'nap': 3032, 'boi': 651, 'point': 3396, 'favorite': 1684, 'price': 3475, 'tag': 4387, 'odogaron': 3122, 'armor': 407, 'fanart': 1663, 'ps': 3529, 'plus': 3388, 'september': 3948, 'video': 4772, 'destiny': 1289, 'amp': 318, 'war': 4827, 'remastered': 3679, 'available': 472, 'always': 297, 'ferrari': 1715, 'fan': 1662, 'deny': 1275, 'looked': 2704, 'business': 753, 'edge': 1467, 'skull': 4067, 'wearing': 4865, 'rand': 3596, 'paul': 3276, 'endorses': 1527, 'gary': 1912, 'johnson': 2462, 'puts': 3561, 'principles': 3480, 'party': 3263, 'patrol': 3273, 'officer': 3129, 'tickets': 4505, 'driver': 1425, 'going': 1983, 'lane': 2572, 'shake': 3975, 'ankles': 347, 'kentucky': 2510, 'interesting': 2369, 'need': 3046, 'richard': 3751, 'date': 1214, 'azula': 486, 'comrade': 1037, 'glorious': 1969, 'leader': 2595, 'soviet': 4155, 'union': 4690, 'sense': 3944, 'humor': 2255, 'tree': 4607, 'fully': 1877, 'hydrated': 2266, 'sounds': 4150, 'sergio': 3951, 'pettis': 3320, 'pleasantly': 3379, 'surprised': 4352, 'arm': 404, 'raised': 3591, 'joseph': 2476, 'benavidez': 585, 'smoked': 4102, 'joint': 2465, 'lunch': 2741, 'hooman': 2223, '3d': 117, 'printed': 3482, 'marble': 2787, 'operated': 3167, 'door': 1390, 'knob': 2539, 'opened': 3165, 'dropping': 1432, 'into': 2384, 'top': 4554, 'compartment': 1022, 'blop': 639, 'boop': 661, 'why': 4913, 'lindsey': 2662, 'graham': 2017, 'rolling': 3790, 'announcement': 351, 'russians': 3821, 'campaign': 789, 'account': 205, 'evidence': 1592, 'blames': 622, 'hacking': 2068, 'emails': 1510, 'let': 2626, 'reminisce': 3682, 'moment': 2954, 'realy': 3626, 'playing': 3376, 'nightcore': 3076, 'boys': 682, 'hits': 2192, 'liking': 2656, 'friends': 1860, 'which': 4899, 'units': 4694, 'used': 4729, 'clear': 946, 'abyssal': 195, 'cargo': 816, 'camper': 790, 'build': 734, 'dankmemes': 1207, 'woof': 4957, 'irl': 2402, 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2563, 'dahlias': 1193, 'orgo': 3183, 'pour': 3444, 'candidates': 798, 'win': 4923, 'primaries': 3478, 'governor': 2008, 'default': 1246, 'diaries': 1304, '008': 1, 'decreases': 1242, 'teammate': 4420, 'downed': 1401, 'melting': 2860, 'arctic': 396, 'horror': 2229, 'secretly': 3916, 'ran': 3595, 'websites': 4868, 'eastern': 1462, 'cape': 803, 'mauled': 2828, 'arrow': 419, 'labs': 2554, 'scanner': 3873, 'john': 2460, 'critically': 1136, 'injured': 2339, 'assassination': 433, 'forgave': 1819, 'attacker': 450, 'requested': 3704, 'pardoned': 3253, 'imprisonment': 2312, 'assassin': 432, 'visited': 4791, 'tomb': 4541, 'laid': 2562, 'flowers': 1790, 'indeed': 2324, 'latchman': 2579, 'st': 4211, 'rankings': 3600, 'oldie': 3144, 'goodie': 1993, 'homer': 2211, 'steel': 4240, 'mill': 2905, 'staring': 4225, 'aunt': 464, 'squirrel': 4208, 'deck': 1239, 'treb': 4606, 'everyone': 1589, 'keeps': 2502, 'talking': 4398, 'bloody': 638, 'bake': 500, 'cooking': 1078, 'scrapheap': 3892, 'instead': 2358, 'pcs': 3284, 'estate': 1571, 'agent': 255, 'sold': 4126, 'goya': 2009, 'paid': 3229, 'counterfeit': 1103, 'pork': 3421, 'muhammad': 2999, 'cartoon': 827, 'sparks': 4165, 'pakistan': 3238, 'protests': 3524, 'islamist': 2408, 'jihad': 2450, 'sufficient': 4318, 'punish': 3547, 'blasphemous': 626, 'wilders': 4920, 'stunt': 4297, 'decide': 1235, 'wolf': 4947, 'pup': 3549, 'represent': 3698, 'burger': 750, 'medium': 2851, 'spend': 4177, 'writing': 4984, 'schrödinger': 3884, 'equation': 1554, 'eigensolver': 1488, 'accepts': 200, 'pngs': 3390, 'specification': 4173, 'average': 476, '300': 99, 'eigenstates': 1489, 'senate': 3940, 'shaped': 3980, 'hmb': 2193, 'scooter': 3887, 'bailey': 499, 'bird': 617, 'victim': 4769, 'ground': 2043, 'halloween': 2081, 'hole': 2203, 'suffered': 4315, 'minor': 2919, 'injuries': 2340, 'prayers': 3455, 'washington': 4841, 'preparing': 3464, '1762': 36, 'visual': 4795, 'representation': 3699, 'geese': 1925, 'belong': 581, 'individual': 2326, 'flocks': 1781, 'join': 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4083, 'minnie': 2918, 'sit': 4054, 'anyway': 370, 'pieced': 3343, 'photoshop': 3330, 'hardly': 2102, 'matters': 2825, 'autopsy': 471, 'pistol': 3352, 'whipped': 4902, 'unarmed': 4672, 'mid': 2893, 'mlem': 2942, 'fellow': 1706, 'mexica': 2883, 'milenial': 2901, 'por': 3419, 'josefina': 2475, 'salmón': 3844, 'winchester': 4924, '1873': 41, 'lever': 2631, 'rifle': 3758, 'mormon': 2972, 'mtc': 2993, 'walking': 4816, 'dock': 1363, 'dublin': 1437, 'lampost': 2568, 'joel': 2459, 'osteen': 3193, 'enemy': 1530, 'acquired': 213, 'ability': 181, 'psych': 3534, 'ward': 4829, 'alabama': 270, 'shitheads': 3999, 'babysitter': 488, 'case': 831, 'faucet': 1681, 'holly': 2206, 'cassano': 833, 'feature': 1691, 'downvote': 1404, 'gold': 1984, 'future': 1890, 'browser': 720, 'plug': 3387, 'charity': 874, 'rub': 3808, 'belly': 580, 'skating': 4061, 'toomeirlformeirl': 4552, 'laysha': 2592, 'members': 2863, 'hidden': 2172, 'cameras': 787, 'placed': 3359, 'bathroom': 532, 'involvement': 2397, 'suspected': 4357, 'socks': 4125, 'flipped': 1778, 'iceberg': 2272, 'revealing': 3738, 'aqua': 390, 'typically': 4656, 'beneath': 588, 'drafted': 1407, 'quilted': 3578, 'applique': 382, 'turtle': 4641, 'cushion': 1175, 'fundraiser': 1881, 'gods': 1978, 'cbum': 846, 'porcelain': 3420, 'nails': 3025, 'flying': 1795, 'text': 4455, 'ssn': 4210, '654': 145, '53': 135, 'july': 2485, '0707': 4, 'sees': 3928, 'committed': 1012, 'goal': 1974, 'uncle': 4676, 'landfill': 2570, 'scams': 3871, 'spam': 4161, 'filter': 1734, 'hunt': 2261, 'lots': 2716, 'hides': 2174, 'porygon': 3424, 'deliver': 1259, 'lower': 2724, 'neck': 3044, 'royal': 3806, 'marines': 2793, '42': 124, 'commado': 1006, 'capturing': 807, 'georgia': 1936, 'falklands': 1655, '3008': 101, '2007': 68, 'decorating': 1241, 'suck': 4312, 'piping': 3349, 'piece': 3342, 'parchment': 3252, 'melted': 2859, 'trace': 4574, 'harden': 2099, 'fridge': 1857, 'easy': 1463, 'fonts': 1804, 'woke': 4946, 'burbs': 749, '1989': 57, 'huber': 2248, 'ig': 2282, 'gif': 1951, 'holloway': 2205, 'switches': 4373, 'stances': 4218, 'hooks': 2222, 'cub': 1153, 'swanson': 4361, 'resident': 3711, 'tonight': 4545, 'currently': 1167, '28': 90, 'shift': 3994, 'worried': 4970, 'lonely': 2700, 'unlucky': 4703, 'cutting': 1183, 'fruit': 1866, 'washer': 4839, '1991': 59, 'links': 2665, 'hardest': 2101, 'adults': 240, '050': 3, '24': 85, 'precarious': 3457, 'financial': 1741, 'literacy': 2674, 'lacked': 2558, 'skills': 4064, 'income': 2320, 'stability': 4212, 'pennsylvania': 3294, 'defendants': 1248, 'pay': 3280, 'fee': 1696, 'plead': 3378, 'guilty': 2053, 'semester': 3938, 'approaching': 385, 'baptized': 517, 'cordens': 1085, 'wireshark': 4936, 'differently': 1318, 'shepshed': 3993, 'tulane': 4631, 'helmets': 2157, 'prof': 3499, 'duncan': 1443, 'taking': 4395, 'rubber': 3809, 'soul': 4148, '65': 143, '66': 146, 'tyler': 4651, 'walks': 4817, 'solo': 4129, 'congratulations': 1049, 'houstonians': 2241, '461': 128, 'sitting': 4056, 'houston': 2240, 'traffic': 4581, 'forced': 1812, 'unblock': 4674, 'ruling': 3815, 'jimmy': 2452, 'painted': 3232, 'oahu': 3117, 'crossfit': 1138, 'kailua': 2490, 'coaches': 969, 'worthy': 4974, 'drop': 1429, 'tshirts': 4629, 'fuzzy': 1891, 'fell': 1705, 'motion': 2980, 'venue': 4758, 'manafort': 2770, 'lawyers': 2590, 'argue': 402, 'violated': 4786, 'sixth': 4059, 'ammendment': 313, 'captions': 805, '1920x1080': 43, 'beagle': 546, 'splooting': 4191, 'severe': 3963, 'blurry': 644, 'syndrome': 4377, 'assaults': 434, 'joins': 2464, 'isis': 2407, 'bored': 666, 'enjoy': 1538, 'shipment': 3996, 'calcium': 776, 'suplements': 4341, 'excuse': 1606, 'wtf': 4987, 'fantano': 1667, 'replaced': 3693, 'schefter': 3880, 'trading': 4580, 'teddy': 4429, 'bridgewater': 706, 'orleans': 3186, 'saints': 3839, 'espn': 1567, 'himself': 2186, 'homophobic': 2216, 'bullying': 746, 'accuse': 209, 'ap': 373, 'alt': 293, 'reaches': 3614, 'levels': 2630, 'mindery': 2910, 'dollar': 1376, 'cost': 1095, 'kaitlyn': 2491, 'thief': 4476, 'secondary': 3914, 'essays': 1568, 'shave': 3984, 'wave': 4854, 'caww': 845, 'nutshell': 3114, 'bouncing': 676, 'haul': 2116, 'chanterelles': 866, 'linda': 2661, 'durbesson': 1446, 'snow': 4116, 'highlands': 2177, 'kerlingafjöll': 2512, '2048x1367': 78, 'dropped': 1431, 'appreciate': 383, 'showed': 4017, 'yoga': 5009, 'bullshit': 744, 'panel': 3244, '9gag': 173, 'watermark': 4853, 'eggman': 1484, '99': 172, 'looses': 2708, 'danica': 1205, 'roem': 3787, 'betoorourke': 596, 'attacked': 449, 'sworn': 4374, 'vote': 4802, 'expand': 1613, 'access': 201, 'affordable': 249, 'health': 2135, 'insurance': 2361, 'hundreds': 2258, 'rockon': 3784, 'butternut': 759, 'squash': 4206, 'split': 4189, 'lentils': 2620, 'spinach': 4185, 'soup': 4151, 'graduating': 2014, 'nursing': 3111, 'epitome': 1552, '1960': 51, '19yo': 61, '60yo': 142, 'blues': 643, 'singer': 4046, 'thinking': 4481, 'herself': 2167, 'cringe': 1133, 'internally': 2374, 'cry': 1151, 'psn': 3533, 'packer': 3222, 'emilia': 1515, 'tan': 4401, 'grandmother': 2022, 'coca': 972, 'coke': 977, 'tray': 4603, 'nazi': 3038, 'officials': 3132, 'soviets': 4156, 'arrive': 416, '1945': 49, 'emily': 1516, 'ratajkowski': 3606, 'tits': 4529, 'groped': 2040, 'podcasts': 3393, 'listen': 2672, 'poly': 3410, 'animation': 343, 'mode': 2948, 'unlocked': 4701, 'backdoors': 490, 'x86': 4992, 'cpus': 1116, 'funny': 1886, 'janet': 2430, 'discover': 1335, 'folder': 1801, 'thread': 4494, 'gt': 2045, 'forget': 1820, 'antifa': 361, 'holocaust': 2207, 'anti': 360, 'agenda': 254, 'cardinal': 812, 'burke': 751, 'licit': 2639, 'debate': 1232, 'laughs': 2586, 'gop': 1998, 'lawmaker': 2588, 'paulsen': 3278, 'accessible': 202, 'swiss': 4371, 'pervert': 3313, 'costume': 1097, 'zac': 5024, 'clark': 937, 'gave': 1919, 'dwayne': 1449, 'hawaiian': 2122, 'zemeckis': 5029, 'seriously': 3955, 'wb': 4859, 'kamehameha': 2493, 'directed': 1326, 'uber': 4658, 'tbm': 4416, 'reunion': 3734, 'saturday': 3858, 'nintendo': 3077, 'patch': 3269, 'mike': 2897, 'alonso': 289, 'charles': 875, '360': 112, 'cam': 783, 'footage': 1807, 'dancing': 1201, 'diva': 1354, 'duo': 1445, 'booked': 658, 'aren': 400, 'support': 4343, 'faction': 1647, 'rental': 3689, 'redbull': 3650, 'ike': 2286, 'wears': 4866, 'chrom': 920, 'goodlordzilla': 1994, 'doubted': 1395, 'existence': 1612, 'weep': 4874, 'dolphins': 1378, 'fascinated': 1674, 'squirrels': 4209, 'melwood': 2861, 'baking': 501, 'forfeit': 1818, 'ft': 1868, 'jones': 2471, 'sturridge': 4299, 'keita': 2504, 'vvd': 4809, 'swimmers': 4367, 'swimming': 4368, 'avengers': 475, 'film': 1732, 'blu': 641, 'powder': 3445, 'wings': 4929, 'rachelcook': 3583, 'pit': 3353, 'monopoly': 2962, 'taught': 4411, 'bank': 514, 'toby': 4533, 'identity': 2277, 'praise': 3452, 'damien': 1198, 'chazelle': 878, 'revelatory': 3739, 'gritty': 2038, 'drama': 1410, 'november': 3101, '1864': 39, 'colourized': 995, 'kyle': 2550, 'freeland': 1848, 'bwar': 765, 'ten': 4438, 'rockies': 3782, 'constiutional': 1063, 'crisis': 1134, 'glass': 1963, 'coworker': 1113, 'mixed': 2941, 'wasn': 4842, 'model': 2949, 'sunglasses': 4332, 'fren': 1850, 'sechelt': 3912, '49': 131, '446': 127, '123': 19, '729': 152, 'sunshing': 4336, '4032x3024': 121, 'explore': 1624, 'bc': 543, 'foreigner': 1816, 'learns': 2603, 'accent': 198, 'tries': 4614, 'locals': 2691, 'cloud': 959, 'forsen': 1826, 'fights': 1727, 'zulu': 5034, 'solid': 4128, 'snake': 4111, 'reasonable': 3629, 'requests': 3705, 'rocking': 3783, 'gym': 2064, 'perhaps': 3305, 'prophecy': 3519, 'bobbies': 649, 'priorities': 3484, 'compare': 1021, 'xbox': 4994, 'playstation': 3377, 'character': 867, 'swapped': 4362, 'ideal': 2275, 'waluigi': 4819, 'scream': 3893, 'fuming': 1878, 'ban': 511, 'sales': 3842, 'david': 1218, 'goggins': 1982, 'armed': 405, 'forces': 1813, 'air': 266, 'tactical': 4386, 'controller': 1074, 'retired': 3729, 'chief': 897, 'petty': 3321, 'athlete': 443, 'held': 2151, '24hrs': 86, 'silver': 4035, 'understands': 4685, 'christianity': 917, 'tito': 4528, 'ortiz': 3189, 'admits': 234, 'liddell': 2642, 'trilogy': 4616, 'infinity': 2333, 'realize': 3623, 'darth': 1212, 'maul': 2827, 'movie': 2986, 'ambitious': 305, 'event': 1581, 'robertson': 3777, 'patriots': 3272, 'restoring': 3724, 'republic': 3701, 'losses': 2713, 'spiral': 4188, 'schamlose': 3879, 'selbstwerbung': 3933, 'birth': 618, 'esslingen': 1569, 'neckar': 3045, 'opinions': 3171, 'respond': 3719, 'properly': 3517, 'conservatives': 1056, 'constantly': 1062, 'hearing': 2141, 'whistles': 4906, 'completing': 1031, 'pounded': 3442, 'marth': 2806, 'falchion': 1654, 'turn': 4638, 'flea': 1774, 'market': 2796, 'accept': 199, 'elevator': 1501, 'buttons': 761, 'pisses': 3351, 'breakfast': 696, 'slut': 4088, 'whore': 4911, 'kissing': 2532, 'predatory': 3458, 'meatball': 2846, 'outwitted': 3204, 'vigilant': 4781, 'strawpoll': 4274, 'randomized': 3597, 'poll': 3407, 'geno': 1932, 'louie': 2717, 'funky': 1885, 'kong': 2543, 'grosjean': 2041, '2017': 75, 'monza': 2968, 'wet': 4888, 'qualifying': 3566, 'bulgaria': 739, 'drove': 1434, 'droplet': 1430, 'explaining': 1622, 'mo': 2945, 'salah': 3840, 'egyptian': 1486, 'fa': 1642, 'forward': 1829, 'march': 2788, 'merchant': 2871, 'wwii': 4989, 'tony': 4547, 'stark': 4226, 'centenarians': 850, 'survive': 4355, 'decent': 1234, 'bonus': 655, 'points': 3397, 'preview': 3474, 'feat': 1690, 'shakira': 3976, 'wood': 4955, 'tool': 4551, 'luis': 2738, 'urias': 4723, 'career': 815, 'homerun': 2212, 'overturned': 3212, 'questionable': 3571, 'review': 3741, 'thermal': 4473, 'scoped': 3888, 'teammates': 4421, 'different': 1317, 'cuddling': 1157, 'cheetah': 884, 'jebaited': 2440, 'snipers': 4114, 'hiked': 2180, 'cascade': 830, 'adirondacks': 232, 'perseids': 3308, 'shower': 4018, 'hopes': 2227, 'meteors': 2879, 'seeing': 3922, 'activity': 221, 'towards': 4567, 'milky': 2904, 'reflection': 3659, 'glimmering': 1965, 'atop': 447, 'summit': 4327, '2048x1365': 77, 'democrats': 1265, 'mccain': 2833, 'romney': 3793, 'videos': 4775, 'election': 1495, 'belonged': 582, 'egg': 1483, 'silkhenge': 4033, 'python': 3564, 'puppers': 3551, 'showerthoughts': 4019, 'nuclear': 3104, 'bomb': 652, 'explosion': 1625, 'prepping': 3465, 'nicky': 3074, 'gile': 1953, 'venice': 4754, 'hail': 2074, 'ryan': 3826, 'gosling': 1999, 'turbulently': 4635, 'oscar': 3191, 'hopeful': 2225, 'biopic': 616, 'erdoğan': 1558, 'violent': 4788, 'clashes': 939, 'wiesbaden': 4915, 'turkish': 4637, 'recep': 3641, 'tayyip': 4414, 'sparked': 4163, 'supporters': 4344, 'founders': 1834, 'hut': 2265, 'pepsi': 3298, 'prolific': 3512, 'papa': 3249, 'franchisee': 1840, 'owning': 3217, '133': 23, 'locations': 2693, '2001': 66, 'probably': 3490, 'rother': 3803, 'relate': 3671, 'expirences': 1620, 'karma': 2495, 'kind': 2524, 'antonio': 362, 'carlos': 821, 'jr': 2482, 'elias': 1502, 'theodorou': 4470, 'rebooked': 3633, 'ufc': 4659, '231': 84, 'marketing': 2797, 'demons': 1267, 'haunt': 2117, 'brett': 701, 'hundley': 2257, 'appreciation': 384, 'polizei': 3405, 'sachsen': 3831, 'zur': 5035, 'aufklärung': 461, 'der': 1279, 'ausschreitungen': 466, 'haben': 2066, 'wir': 4935, 'für': 1892, 'relevante': 3676, 'bild': 611, 'videoaufnahmen': 4773, 'ein': 1490, 'uploadportal': 4716, 'geschalten': 1942, 'jeans': 2439, 'dnd': 1360, 'revealed': 3737, 'discovered': 1336, 'investigation': 2394, 'suggests': 4321, 'capitalism': 804, 'subtle': 4308, 'shansha': 3978, 'jerking': 2445, 'quick': 3574, 'maui': 2826, 'woof_irl': 4958, 'geath': 1924, 'drips': 1423, 'meta': 2878, 'r4r': 3582, 'kinda': 2525, 'sucks': 4313, 'surely': 4350, 'autistic': 469, 'reevely': 3656, 'ontario': 3159, 'rebates': 3632, 'hazard': 2125, 'governing': 2006, 'tamra': 4400, 'blog': 635, 'ugh': 4660, 'passive': 3267, 'aggressive': 256, 'acting': 217, 'tasmanian': 4408, 'devil': 1301, 'tippy': 4523, 'taps': 4406, 'daddy': 1191, 'alone': 287, '322': 106, 'serie': 3952, 'fucker': 1872, '48min': 130, 'heatsink': 2146, 'flirc': 1779, '3b': 116, '48c': 129, '5ghz': 138, '98': 171, 'lessons': 2625, 'buffet': 733, 'pre': 3456, 'mnsshp': 2944, 'lisa': 2670, 'harper': 2104, 'balch': 503, 'ca': 769, 'importance': 2307, 'giving': 1961, 'rusty': 3823, 'venture': 4757, 'brewing': 702, 'lobby': 2689, 'andrew': 332, 'sheer': 3987, 'danish': 1206, 'premierminister': 3462, 'lars': 2577, 'løkke': 2746, 'rasmussen': 3605, 'emanuel': 1511, 'macron': 2751, 'biking': 610, 'copenhagen': 1083, 'thanoof': 4462, 'hax': 2124, 'wow': 4976, 'zandalari': 5026, 'warcraft': 4828, 'jesper': 2446, 'hatcher': 2112, 'timeless': 4515, 'proposing': 3521, 'anal': 324, 'bloke': 636, 'batting': 534, 'bat': 531, 'four': 1835, 'six': 4058, 'picked': 3337, 'specialist': 4171, 'scored': 3889, '219': 82, 'japan': 2433, 'revamping': 3736, 'wear': 4864, 'os': 3190, 'smartwatch': 4093, 'user': 4730, 'interface': 2370, 'darnold': 1211, 'declared': 1240, 'affect': 248, 'robby': 3775, 'anderson': 331, 'obi': 3118, 'wan': 4820, 'frat': 1844, 'diversified': 1356, 'multiple': 3000, 'technological': 4426, 'hurdles': 2263, 'overcome': 3207, 'rotating': 3802, 'simulates': 4042, 'gravity': 2026, 'gaulois': 1918, 'réfractaire': 3828, 'changement': 864, 'emmanuel': 1517, 'humilie': 2254, 'les': 2623, 'français': 1843, 'danemark': 1203, 'context': 1069, 'pogba': 3395, 'lukaku': 2739, 'dalot': 1197, 'arriving': 418, 'neither': 3051, 'nor': 3086, 'asking': 429, 'illegal': 2290, 'chat': 877, 'crying': 1152, 'pokemon': 3398, 'marathon': 2786, 'iphone': 2400, 'double': 1393, 'dings': 1322, 'usual': 4735, 'ding': 1321, 'newindia': 3065, 'ethnicity': 1573, 'polish': 3402, 'indonesian': 2327, 'humble': 2253, 'brag': 686, 'humpday': 2256, '1st': 62, 'started': 4229, 'otf': 3194, 'cannot': 799, 'healthier': 2137, 'importantly': 2309, 'avoid': 478, 'pics': 3338, 'everton': 1584, 'peace': 3285, 'booklet': 659, 'clearing': 947, 'grandmas': 2021, 'amongst': 316, 'includes': 2318, 'liverpool': 2681, 'fixtures': 1764, '1931': 46, 'player': 3374, 'comments': 1009, 'painful': 3230, 'sir': 4051, 'clown': 962, 'nobody': 3081, 'judges': 2484, 'liked': 2654, 'goliath': 1988, 'goli': 1987, '1955': 50, '1961': 52, 'wheeled': 4894, 'commercial': 1010, 'cylinders': 1187, '15hp': 33, 'rwd': 3825, '40mph': 122, '950kg': 169, 'farming': 1672, 'sweet': 4366, 'potatoes': 3437, 'dunn': 1444, 'carolina': 822, 'constructing': 1064, 'bases': 527, 'shelters': 3991, 'hospitals': 2232, 'america': 310, 'navy': 3037, 'postei': 3434, 'umas': 4669, 'fotos': 1831, 'ds': 1436, 'floripa': 1786, 'aqui': 392, 'recentemente': 3639, 'ontem': 3160, 'fui': 1875, 'gravar': 2025, 'um': 4668, 'trabalho': 4573, 'ao': 372, 'chegar': 886, 'praia': 3451, 'brava': 689, 'demos': 1269, 'cara': 809, 'baleais': 505, 'fiz': 1765, 'imagens': 2297, 'insanas': 2343, 'nunca': 3108, 'tinha': 4520, 'bem': 584, 'visto': 4794, 'baleia': 506, 'antes': 359, 'foi': 1799, 'incrível': 2323, 'wrapped': 4978, 'sandkings': 3849, 'deadhouse': 1226, 'gates': 1917, 'trader': 4579, 'stellar': 4245, 'spine': 4186, 'unconventional': 4678, 'traveler': 4601, 'jason': 2435, 'engle': 1535, 'javy': 2437, 'baez': 496, 'earned': 1459, 'leadoff': 2597, 'shoes': 4004, 'packed': 3221, 'sootoonaf': 4143, 'mod': 2947, 'rho': 3748, 'ophioci': 3168, 'region': 3664, 'fick': 1721, 'dich': 1306, 'deine': 1254, 'rhetorik': 3747, 'trägt': 4628, 'mitschuld': 2938, 'den': 1271, 'ereignissen': 1560, 'von': 4801, 'stripes': 4283, 'pentax': 3295, 'mx': 3013, '50mm': 134, 'asahi': 425, 'smc': 4095, 'pro400h': 3489, '138': 25, 'deep': 1243, 'anglerfish': 338, 'pair': 3236, 'chelsea': 887, 'degrom': 1253, 'cubs': 1155, 'ip': 2398, 'bb': 540, 'er': 1556, '109': 11, 'pitches': 3355, 'mets': 2882, 'rbi': 3611, 'decision': 1238, 'boardgame': 647, 'apps': 388, 'shaheen': 3974, 'bombs': 653, 'transgender': 4592, 'georgians': 1937, 'beware': 600, 'ridgeview': 3755, 'monroe': 2963, 'trans': 4588, 'interracial': 2378, 'marriage': 2801, 'overall': 3206, 'far': 1670, 'randomly': 3598, 'polk': 3406, 'county': 1106, 'drives': 1426, 'fortunately': 1828, 'dash': 1213, 'angry': 340, '00': 0, 'reaction': 3615, 'googling': 1997, 'hocus': 2199, 'pocus': 3392, 'approval': 387, 'adoption': 236, 'camping': 792, 'dougie': 1398, 'trav': 4599, 'feeling': 1699, 'javelin': 2436, 'appearance': 378, 'freelancers': 1847, 'hiking': 2181, 'co': 967, 'chipmunk': 907, 'view': 4778, 'sparking': 4164, 'beerus': 564, 'nostalgia': 3089, 'watercolor': 4852, 'x14': 4991, 'promised': 3514, 'saradomin': 3854, 'godsword': 1979, 'runefest': 3817, 'awww': 485, 'led': 2611, 'pugs': 3542, 'bulldogs': 741, 'suffering': 4316, 'prolapses': 3511, 'overheating': 3211, 'dental': 1272, 'crowding': 1144, 'fold': 1800, 'dermatitis': 1281, 'vets': 4766, 'coach': 968, 'workforce': 4965, 'leviathan': 2632, 'jengineerr': 2443, 'noita': 3083, 'kuningas': 2549, 'ants': 363, 'moc': 2946, 'result': 3725, 'downtown': 1403, 'toronto': 4559, 'meeple': 2852, 'mart': 2804, 'gunpla': 2059, 'selection': 3934, 'markup': 2799, '2meirl42meirl4meirl': 96, 'sick': 4025, 'owns': 3218, 'libtards': 2637, 'squid': 4207, 'freshwater': 1855, 'snails': 4110, 'spammer': 4162, 'revenge': 3740, 'flew': 1775, 'curveball': 1173, 'goto': 2002, 'dicks': 1308, 'struggling': 4288, 'funds': 1882, 'miracle': 2924, 'friday': 1856, 'pm': 3389, 'ordered': 3180, 'companies': 1019, 'hesitant': 2168, 'reactions': 3616, 'eva': 1577, 'lovely': 2720, 'healing': 2134, 'cows': 1114, 'amazon': 302, 'streaming': 4278, 'tv': 4645, 'owners': 3216, 'bleach': 627, 'dyed': 1451, 'gizz': 1962, 'ghibli': 1946, 'pump': 3545, 'jockey': 2457, 'jo': 2454, 'tips': 4524, 'cri': 1130, 'evry': 1595, 'tiem': 4506, 'luci': 2731, 'sticker': 4252, 'orphaned': 3187, 'elephant': 1500, 'blanketed': 625, 'winga': 4927, 'baw': 538, 'myanmar': 3015, 'homo': 2215, 'erection': 1559, 'booty': 665, 'greg': 2034, 'channel': 865, 'demar': 1263, 'derozan': 1282, '3000': 100, 'deer': 1244, 'bros': 715, 'smöldārkättơ': 4107, 'inevitable': 2330, 'arrival': 415, 'ancients': 329, 'josef': 2474, 'stalin': 4217, 'tank': 4403, 'firing': 1756, 'briefcase': 707, 'hoverboard': 2242, 'important': 2308, 'meetings': 2854, 'repeat': 3692, 'ftw': 1869, 'broken': 714, 'condoms': 1045, 'couch': 1099, 'wondering': 4953, 'mary': 2809, 'videogame': 4774, 'pure': 3554, 'excelsior': 1602, 'znojmo': 5032, 'czechia': 1188, 'loadingicons': 2686, 'rewarded': 3745, 'focus': 1797, 'effort': 1481, 'competing': 1026, 'productive': 3497, 'contributed': 1073, 'civilization': 934, 'awkward': 484, 'feed': 1697, 'peach': 3286, 'lil': 2657, 'hangin': 2088, 'singalong': 4045, 'ethereum': 1572, 'welsh': 4883, 'hillside': 2184, 'smallholding': 4091, 'cotswold': 1098, 'motoring': 2981, 'brum': 724, 'sides': 4028, 'lick': 2640, 'ghost': 1947, 'drummer': 1435, 'leg': 2614, '100': 6, 'monoculture': 2961, 'amid': 312, 'accusations': 208, 'bias': 602, 'happening': 2091, 'harada': 2096, 'shuts': 4023, 'doubters': 1396, 'terminated': 4444, 'destination': 1288, 'woozlog': 4959, 'hell': 2153, 'compass': 1023, 'whistleblower': 4905, 'wayne': 4857, 'barnes': 519, 'prepares': 3463, 'refereeing': 3657, 'enterable': 1543, 'houses': 2239, 'spawn': 4166, 'interiors': 2372, 'cousin': 1110, 'comedy': 1000, 'olympic': 3148, 'fare': 1671, 'evasion': 1579, '92': 167, 'slip': 4081, 'federal': 1695, 'demands': 1262, 'sec': 3911, 'kemp': 2506, 'ga': 1894, 'ballots': 508, 'basilemys': 529, 'sinuosa': 4050, 'extinct': 1633, 'native': 3034, 'cretaceous': 1128, 'creek': 1126, 'formation': 1824, 'fossil': 1830, 'specimen': 4174, 'preserves': 3468, 'shell': 3989, 'fungal': 1883, 'infection': 2332, 'similar': 4036, 'turtles': 4642, 'typical': 4655, 'shoe': 4003, 'collector': 985, 'yikes': 5008, 'dice': 1305, 'notification': 3095, 'square': 4205, 'dressing': 1417, 'mayo': 2832, 'sweaty': 4365, 'certain': 852, 'yellow': 5004, 'fever': 1717, 'heartbreaking': 2144, 'lowered': 2725, 'mast': 2812, 'programmer': 3508, 'guardian': 2048, 'editor': 1474, 'believes': 578, 'intel': 2363, 'compensation': 1024, 'lack': 2557, 'attention': 456, 'cinephiles': 928, 'somewhat': 4137, 'floof': 1783, 'baruk': 522, 'khazâd': 2516, 'ai': 263, 'mênu': 3018, 'compete': 1025, 'tacky': 4384, 'shiny': 3995, 'younique': 5016, 'def': 1245, 'huns': 2260, 'earn': 1458, 'mpx': 2988, 'financials': 1743, 'containment': 1066, 'breach': 692, 'knife': 2538, '2000': 64, 'literature': 2676, 'repairing': 3691, 'bridge': 705, 'upgrade': 4715, 'warm': 4832, 'ffbf': 1719, 'fanforge': 1665, 'winners': 4931, 'hs': 2246, 'grim': 2037, 'patron': 3274, 'alas': 271, 'shopped': 4008, '13yr': 27, 'baumgartner': 537, 'kevin': 2514, 'malone': 2768, 'celebrity': 847, 'nba': 3040, '2k13': 95, 'coin': 976, 'flip': 1777, 'bowser': 677, 'gentle': 1933, 'vuelvan': 4807, 'faith': 1650, 'bryan': 727, 'intihar': 2383, 'creative': 1125, 'director': 1328, 'thirds': 4484, 'voluntarily': 4800, 'emigrantes': 1514, 'que': 3568, 'regressarem': 3665, 'têm': 4657, 'lugar': 2737, 'reservado': 3709, 'panteão': 3246, 'nacional': 3021, 'difference': 1315, '86': 160, 'absolute': 190, 'unit': 4691, 'daring': 1209, 'mördadmedelstord': 3019, 'liliam': 2658, 'pumpernickle': 3546, 'gia': 1948, 'gunn': 2058, 'lachinamaslatina': 2556, 'alaska': 272, 'thunderfuck': 4502, 'sasuke': 3855, 'understood': 4686, 'naruto': 3033, 'angels_irl': 336, 'successful': 4309, 'herbs': 2162, 'seed': 3920, 'crazy': 1121, 'able': 182, 'rebuts': 3635, 'tweet': 4646, 'acclaimed': 203, 'survival': 4354, 'forest': 1817, 'ps4': 3530, '6th': 149, 'nov': 3098, 'olds': 3145, 'trekker': 4608, 'sisters': 4053, 'lego': 2617, 'kenley': 2508, 'jansen': 2431, 'alcoholic': 274, 'mirin': 2925, 'ron': 3794, 'accused': 210, 'slur': 4086, 'faroe': 1673, 'islands': 2409, 'ive': 2420, 'chilly': 902, 'sleep': 4075, 'skitter': 4066, 'absent': 189, 'lately': 2581, 'crack': 1117, 'main': 2760, 'abortion': 184, 'policy': 3401, 'armour': 408, 'weakness': 4862, 'dick': 1307, 'sporting': 4196, 'festival': 1716, 'goers': 1980, 'leaving': 2607, 'tens': 4439, 'tents': 4442, 'mistaken': 2936, 'belief': 576, 'warned': 4834, 'vast': 4747, 'majority': 2763, 'rubbish': 3810, 'fields': 1724, 'events': 1582, 'avoidable': 479, 'plastic': 3369, 'pollution': 3408, 'giggs': 1952, 'backs': 492, 'jose': 2473, 'mourinho': 2983, 'football': 1808, 'noise': 3082, 'manutd': 2782, 'fantastic': 1668, 'manager': 2773, 'learned': 2601, 'frugal': 1865, '3500': 110, 'becca': 554, 'speak': 4167, 'whatsapp': 4891, 'drive': 1424, 'backups': 494, 'encrypted': 1524, 'briefing': 708, 'binder': 615, 'convention': 1075, 'consistently': 1059, 'gotten': 2004, 'riding': 3757, 'technician': 4425, 'systems': 4380, 'analyst': 326, 'garbage': 1911, 'inherently': 2336, 'haha': 2072, 'sharpies': 3983, 'bruised': 723, 'fingernail': 1748, 'classicjondor': 942, 'froze': 1864, 'dumbass': 1441, 'cg': 853, 'hair': 2077, 'victory': 4771, 'fallen': 1657, 'planned': 3364, 'storms': 4267, 'forecast': 1814, 'updated': 4713, 'lies': 2644, 'ismail': 2410, 'inceoglu': 2316, 'matt': 2823, 'ix': 2421, 'appropriate': 386, 'megumin': 2857, 'attended': 455, '1200': 18, 'warhammer': 4831, 'fb': 1686, 'larp': 2576, 'soldier': 4127, 'asserting': 435, 'dominance': 1379, 'goodboys': 1991, 'invested': 2392, 'gbp': 1923, 'healthy': 2138, 'luck': 2732, 'chads': 857, 'inherited': 2338, 'grandads': 2018, '1969': 53, 'omega': 3149, 'chronostop': 922, 'loved': 2719, 'framework': 1839, 'references': 3658, 'underlit': 4683, 'bonfire': 654, 'lg': 2633, 'g6': 1893, '4160x3120': 123, '13th': 26, 'layne': 2591, 'favourite': 1685, 'senator': 3941, 'inclusiveor': 2319, 'kiwis': 2536, 'short': 4010, 'cruise': 1148, 'efron': 1482, 'checkmate': 881, 'incels': 2315, 'vietnamese': 4777, 'propaganda': 3515, '1970s': 54, 'unsure': 4707, 'protocol': 3525, 'rig': 3759, 'paint': 3231, 'import': 2306, 'unity': 4695, 'beginner': 567, 'discounted': 1334, 'prices': 3476, 'permanent': 3307, 'tora': 4557, 'pyra': 3563, 'swimsuit': 4369, 'texorcisination': 4454, 'brought': 719, 'finishing': 1752, 'university': 4697, 'ille': 2289, 'est': 1570, 'optisiime': 3177, 'printer': 3483, 'mlm': 2943, 'swaziland': 4363, 'wives': 4944, 'infantino': 2331, 'supportive': 4346, 'liga': 2650, 'usa': 4726, 'robin': 3778, 'f2p': 1641, 'skill': 4063, 'inheritance': 2337, 'dolphin': 1377, 'test': 4449, 'gadget': 1896, 'daycare': 1220, 'warning': 4835, 'dangerous': 1204, 'cuteness': 1181, 'portland': 3422, 'spending': 4178, 'crosspost': 1141, 'oregon_politics': 3182, 'pearly': 3288, 'whites': 4908, '500': 133, 'mil': 2898, 'edition': 1472, 'endless': 1526, 'firewatch': 1755, 'playable': 3372, 'lebron': 2608, 'happily': 2093, 'fluffy': 1792, 'lamest': 2566, 'wrapping': 4979, 'proposal': 3520, 'executive': 1609, 'weirdness': 4879, 'jumper': 2487, 'greatest': 2030, 'lahey': 2561, 'propane': 3516}
(3000, 5037)
<class 'scipy.sparse.csr.csr_matrix'>
[[0 0 0 ... 0 0 0]
 [0 0 0 ... 0 0 0]
 [0 0 0 ... 0 0 0]
 ...
 [0 0 0 ... 0 0 0]
 [0 0 0 ... 0 0 0]
 [0 0 0 ... 0 0 0]]
In [41]:
vector = vector.toarray()
vector
Out[41]:
array([[0, 0, 0, ..., 0, 0, 0],
       [0, 0, 0, ..., 0, 0, 0],
       [0, 0, 0, ..., 0, 0, 0],
       ...,
       [0, 0, 0, ..., 0, 0, 0],
       [0, 0, 0, ..., 0, 0, 0],
       [0, 0, 0, ..., 0, 0, 0]])

Use cross-validation in scikit-learn to evaluate the model above.

  • Evaluate the accuracy of the model, as well as any other metrics you feel are appropriate.
In [42]:
y = df["is_outlier_bin"]

X_train, X_test, y_train, y_test = train_test_split(vector, y)
In [43]:
## YOUR CODE HERE
et_vectors = ExtraTreesClassifier(bootstrap = True)
et_vectors.fit(X_train, y_train)
et_vectors.score(X_test, y_test)
Out[43]:
0.856

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

In [44]:
## YOUR CODE HERE
log = LogisticRegression()
log.fit(X_train, y_train)
log.score(X_test, y_test)
Out[44]:
0.8186666666666667

Use Count Vectorizer from scikit-learn to create features from the thread titles.

  • Examine using count or binary features in the model
  • Re-evaluate your models using these. Does this improve the model performance?
  • What text features are the most valuable?
In [ ]:
## YOUR CODE HERE

Executive Summary

Put your executive summary in a Markdown cell below.

Reddit reaches 30 million users daily. There is at least a 25% opportunity to increase add revenue from targeting communities based on post content and community interaction. Through modern data science techniques, we can model these interactions and make effective predictions to maximize add revenue.

Currently advertisements are served up randomly to the entire reddit community. This is neither effective for our advertisers, nor is it helpful for our users who could benefit from adds that interest them specifically.

Using techniques in data science such as natural language processing and logistic regression in combination with well engineered user tracking on the reddit website, we can cater our advertisements directly to those that are interested in the product or service being sold.

With our help, Facebook and Google have been leading the way, generating record revenue with extensive use of this model.

Our team is ready to help Reddit implement these proven strategies within their communities. It is time to bring value to the advertisements being served to the Reddit community by quickly executing a proven strategy in modern data science.

image.png

 

 

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