Table of Contents

  1. PredictHQ event data collection by location
  2. Youtube API
  3. Video metadata and comment collection
  4. Text Analysis

PredictHQ’s event search API

import pandas as pd
import datetime
import pandas as pd
coords = pd.read_csv("major_us_cities.csv")
coords[coords.City=='New Orleans']
lat,lng = 29.951066,-90.071532
import datetime

start_datetime = datetime.datetime(2017, 7, 3, 10,0,0)
end_datetime = datetime.datetime(2017, 7, 4, 4,0,0)
America_TZ_date = datetime.date(2017, 7, 3)

date_range=[]
date_range=[]

while America_TZ_date <= datetime.date(2017, 7, 4):
    date_range.append((America_TZ_date,start_datetime,end_datetime))
    America_TZ_date+= datetime.timedelta(1)
    start_datetime+= datetime.timedelta(1)
    end_datetime+= datetime.timedelta(1)
import requests
df = pd.DataFrame()

for rank in range(1,6):
    for date,start,end in date_range:
        response = requests.get(
            url="https://api.predicthq.com/v1/events/",
            headers={
              "Authorization": "Bearer P1glaeNO672SVMZv6KYdoR41dCXDPv",
              "Accept": "application/json"
            },
            params={
                "country": "US",
                "rank_level":str(rank),
                "within":"10km@"+str(lat)+","+str(lng),
                "active.gte":str(start).replace(" ","T"),
                "active.lte":str(end).replace(" ","T")
            }
        )
        tmp = pd.DataFrame(response.json()['results'])
        tmp['Date'] = date
        df = pd.concat([df,tmp])

df=df.reset_index(drop=True)
import ast
df['lat'] = df['location'].apply(lambda x: ast.literal_eval(str(x))[1])
df['lng'] = df['location'].apply(lambda x: ast.literal_eval(str(x))[0])
import numpy as np
def haversine(lon1, lat1, lon2, lat2):
    """
    Calculate the great circle distance between two points 
    on the earth (specified in decimal degrees)
    """
    # convert decimal degrees to radians 
    lon1, lat1, lon2, lat2 = [x*np.pi/180 for x in [lon1, lat1, lon2, lat2]] 

    # haversine formula 
    dlon = lon2 - lon1 
    dlat = lat2 - lat1 
    a = np.sin(dlat/2)**2 + np.cos(lat1) * np.cos(lat2) * np.sin(dlon/2)**2
    c = 2 * np.arcsin(np.sqrt(a)) 
    r = 6371 # Radius of earth in kilometers. Use 3956 for miles
    return c * r


city = coords[coords.City.isin(['New Orleans'])].values.flatten()
city_name = city[1:2]
city_coords = city[2:].astype(np.float)

print("Kilometers of events from New Orleans' center")
for i in range(0,len(df)):
    lat1,lng1 = [x for x in city_coords]
    lat2,lng2 = df.ix[i][['lat','lng']].values.astype(np.float)
    print(haversine(lng1, lat1, lng2, lat2))

Youtube API

import youtube_api
reload(youtube_api)
<module 'youtube_api' from 'youtube_api.pyc'>
videoId = 'Xq6i78KGk9w'
df = pd.DataFrame()
pageToken = None

while True:
    x = youtube_api.comment_threads_list_by_video_id(part='snippet,replies',videoId='Xq6i78KGk9w',pageToken=pageToken)

    
    if u'nextPageToken' in x.keys():
        pageToken = x['nextPageToken']
        
    pages = x['pageInfo']['totalResults']
    assert len(x['items'])==x['pageInfo']['totalResults']


    for i in range(pages):
        item = x['items'][i]
        top_comment_df = pd.DataFrame(item['snippet']['topLevelComment']['snippet'])

        df = pd.concat([df,top_comment_df])
        if u'replies' in item.keys():
            
            for reply in item['replies']['comments']:
                reply_df = pd.DataFrame(reply['snippet'])
                df = pd.concat([df,reply_df])
                
    if u'nextPageToken' not in x.keys():
        print("not in keys")
        break
                
def pandas_get_comments(videoID):
    df  = pd.DataFrame()
    pageToken = None
    while True:
        x = youtube_api.comment_threads_list_by_video_id(part='snippet,replies',videoId=videoID,pageToken=pageToken)


        if u'nextPageToken' in x.keys():
            pageToken = x['nextPageToken']

        pages = x['pageInfo']['totalResults']
        assert len(x['items'])==x['pageInfo']['totalResults']


        for i in range(pages):
            item = x['items'][i]
            top_comment_df = pd.DataFrame(item['snippet']['topLevelComment']['snippet'])

            df = pd.concat([df,top_comment_df])
            if u'replies' in item.keys():

                for reply in item['replies']['comments']:
                    reply_df = pd.DataFrame(reply['snippet'])
                    df = pd.concat([df,reply_df])

        if u'nextPageToken' not in x.keys():
            print("not in keys")
            return df
def pandas_get_playlist(playlistId):
    df = pd.DataFrame()
    pageToken = None
    while True:

        playlist = youtube_api.playlist_items_list_by_playlist_id(part='snippet,contentDetails',
                maxResults=1,playlistId=playlistId,pageToken=pageToken)

        if u'nextPageToken' in playlist.keys():
            pageToken = playlist['nextPageToken']

        if u'resourceId' not in playlist['items'][0]['snippet'].keys():
            break

        videoId = playlist['items'][0]['snippet']['resourceId']['videoId']

        try:
            video_df = pandas_get_comments(videoId)
            df = pd.concat([df,video_df])
        except:
            print("ERROR: ",playlist['items'][0]['snippet'])

            
        if u'nextPageToken' not in playlist.keys():
            print("not in keys")
            break
    return df
channel_id = 'UCwWhs_6x42TyRM4Wstoq8HA'
df = pd.DataFrame()
channel = youtube_api.channel_sections_list_by_id(part='snippet,contentDetails',channelId=channel_id)
for content in channel['items'][:]:
    
    if u'contentDetails' not in content.keys():
        continue

    playlists = content['contentDetails']['playlists']
    
    for playlistId in playlists:
        print(playlistId)
        try:
            playlist_df = pandas_get_playlist(playlistId)
            df = pd.concat([df,playlist_df])
        except:
            print("ERROR: ",content['contentDetails']['playlists'])
df = df.drop_duplicates()
len(df.authorDisplayName.unique())
47966
df.to_csv("trevor_noah_daily_show_comments.csv",encoding='utf-8')
for a in df[df.likeCount>1000]['textDisplay']:
    print(a)
    print
The daily show is on break so that&#39;s why they are posting old videos. In case anyone wants to know

Because people don&#39;t care about racism if it doesn&#39;t negatively affect them.<br /><br />Edit: Wow, I&#39;m actually appalled by how many white people are making excuses for their apathy and racism in the comments. The fuck is wrong with you guys?

This is crazy, Conservatives would rather claim that these are &quot;Paid Protesters&quot; with out any evidence, rather than do the mature thing and look at the facts

How to spot a paid protester: They are informed the issues they care about. Yup. Sounds about right, a TRUE non-paid protester goes out to protest with no idea whats going on....(oh wait)

Soooooo....every time someone brings up a relevant issue - a legitimate Trump scandal - it must be fake? seems legit...

This title is bait for the right wingers. This is gonna be a fun comment section.

These are real protestors! The only thing that&#39;s fake is Trump&#39;s vomit-inducing tan.

&quot;Is that in this district?&quot; &quot;No&quot; DEAD

&quot;Bringing dildos onto a college campus, it&#39;s very vulgar, it&#39;s very obscene, and I think waving a penis around is quite immature.  I mean, we are talking about college students who probably haven&#39;t matured, yet.&quot;<br />&quot;Should you have a gun if you haven&#39;t fully matured?&quot;<br />&quot;Yes.  Immature people can still be very responsible.&quot;<br />Woooooow. 😳 According to this fellow, there are immature-yet-responsible people in the world.

That inbred redneck contradicts himself with every statement he spew ...

why were the old men protesting at a college they don&#39;t go to?

Four hours to learn... what the fuck.

When even people in Texas are wary of guns, you know your country has a major gun problem.

On behalf of black people I apologize

The same way Muslims don&#39;t want to be connected to terrorists, I, as I Christian don&#39;t want to be connected with these Morons

I think Christians voted for Trump because they knew he&#39;d screw things up so bad, Jesus would have to come back and save them.

As a Muslim even I&#39;m smart enough to know not all Christian are like this wish they could say the same for us 😒 as I said not all

Don&#39;t be stupid. Muslims have better things to do other then trying to sneak to your house. We work, study, and live with morals which teach us not to judge someone by their religion, color or ethnicity.

As A Christian I apologize for these people. Please don&#39;t think they speak for all of us, please.

Did I just read divinity and Donald Trump in the same sentence? Maybe he&#39;s alternative Christian.

My heart dropped when she said &quot;Muslims&quot;<br />Stop making reputation worse for all the good Muslims out there :&#39;(<br />Stop making reputation worse for all the good non-racist white people out there :&#39;(

Watching these folk being interviewed, I&#39;m struck by only one thought: how can people be so fucking dumb?

I love how most of these people don&#39;t even relise they&#39;re being roasted on the spot😂.

I can&#39;t tell if this is funny or sad.

I LOVE how Jordan constantly fucks with people. How he always trips them up with their ridiculous thoughts and beliefs!!

Trump in October: I&#39;m gonna drain the swamp<br />Trump in November/December: THIS IS MY SWAMP!!!

This election has really shown me something about this country. Racism is alive and clearly well. This country is filled with millions of idiots like these people. FACTS literally don&#39;t mean a fucking thing in today&#39;s day and age. People would rather talk about emails than all the many other wrong doings the other candidate has done. Media cares about ratings more than anything else. Republicans would pick party over country any day of the week. How many fake Christians there are in this country. Polls don&#39;t mean shit. We&#39;d rather go backwards rather than forwards. Watching the polls come in is literally making me feel sick. I can&#39;t even laugh at funny videos on social media right now. The world is watching us and they&#39;re seeing this shit. I never thought a day like this would come.

I&#39;ll be honest. I can not belive how we got in this situation.

how many people are scared right now.

Will Hillary stop trump. Will trump build the wall. Will there be a civil war. Find out on the Season finale of MERICA!!!!

waiting for the trevor reaction on the results.

Wait so you&#39;re saying Fox News ISN&#39;T a comdey channel?

Gotta hand it to Fox News, with all the racism against African Americans, Muslims and Hispanics going on the Asians were really beginning to feel left out. Way to be inclusive.

&quot;I&#39;m from Queens&quot;<br />Love her.

This is what the country has come to. A comedy show has to do real reporting because a &quot;News&quot; show thinks it can just make fun of people.

The Daily Show is constantly killing it! This country keeps fucking up and you guys handle it in the best way possible. Thanks!!

On behalf of Americans with more than 2 brain cells, I apologize for this despicable behavior.

Dude, who the f**k even watches Fox News? that sh*t is utter trash.

Holy shit this is so racist and NOT funny. I&#39;m so glad I&#39;m smart enough not to watch Fox News.

Want to know about what Irish people think about Brexit? Do interviews in Boston. Same logic lol

&quot;China town is nothing like China&quot; <br />Louder for the Americans in the back please!

Where was Obama during 9/11?<br />Where was Obama during the Vietnam war?<br />Where was Obama during Pearl Harbor?<br />Where was Obama during the Trial of Tears?<br />Find out next time on Dragon Ball Z.

Where the hell was Barack Obama when Pearl Harbor happened?

Jordan is SO good at making people look stupid<br /><br /><br /><br /><br /><br /><br /><br /><br />Although to be fair, Trump&#39;s supporters do that pretty well on their own. Shit writes itself

I could watch a 2 hour comedy bit completely comprised of Trump supporter&#39;s theories and speculations, featuring Jordan Klepper

You can tell Jordan was REALLY close to snapping on someone.

This is honestly just more proof that Trump supporters don&#39;t know what the fuck they are doing.

I didn&#39;t think it was possible to be this dumb....

&quot;Do you think a woman is fit to be president?&quot;<br />&quot;no, women have lots of hormones so they could start a war in 10 seconds.&quot; <br />&quot;Weren&#39;t all wars started by men?&quot;<br /><br />OHHHHHHHHHHHHHHHHHHHHHH

All of them are uneducated it&#39;s fucking hilarious.

Sometimes, I don&#39;t know whether to laugh or jump off a fucking cliff.

It&#39;s almost as if Trump supporters are dumb people. Imagine that..

I can&#39;t believe Parks and Recreation is real..

It makes me wanna kill myself. And I&#39;m not even American.<br />Listening to these people is honestly quite sickening.

Trump loves the uneducated!

This is why aliens won&#39;t talk to us.

&quot;I love the poorly educated!&quot; - Trump

The guy with the Hillary T-shirt really did not get it...

This actually scares me.

When it was NOT called &quot;AMERICA&quot;. When the Native people of this land lived freely before it was stolen from them.  That is when this land was &#39;great&#39;.

Basically America was great when White folks was in power and doing shit to other groups. - fuck.

make america great again (for white men)

A few Hick ups: &quot;slavery&quot; &quot;the indian thing&quot;

lol @ the guy at the end. Congratulations, u played yourself. 👍🏾

only Trump supporters would describe slavery and native american genocide as &#39;a few hiccups&#39;

&quot;... without breaking a few pieces of China&quot;<br />HAHAHAHAHAHA

<a href="http://www.youtube.com/watch?v=uVQvWwHM5kM&amp;t=0m11s">0:11</a> <br />&quot;Back when women couldn&#39;t vote?&quot;<br />&quot;Yeah, nice&quot;

THAT LAST GUY HAS ME IN HYSTERICS! &quot;That wasn&#39;t an insult btw&quot; WHAT?! WHAT?! WHAT?!

When was America great?<br />When it was founded<br />Except the slavery stuff.<br />Fuck.

Canada is NOT a &quot;melting pot&quot; that is the USA thing. Canada&#39;s metaphor has been a &quot;mosaic.&quot; That difference matters. In Canada the idea is that immigrants should keep their culture and share it with the rest of us. This is supposed to be similar to the way in which a mosaic is made up of different coloured stones. We are not a US &quot;melting pot&quot; where every stone is supposed to melt into the same thing.

Thank you, Canadians for letting my family members in 1956. It&#39;s too bad my country doesn&#39;t remember we used to be refugees too... a Hungarian.

&quot;We don&#39;t blame all Americans for Donald Trump&quot; &quot;You should&quot; :D

Wouldn&#39;t it be unfortunate if one day America goes into a crisis and people needed to leave the country to be safe, but no one would take them in?

Random woman has a good point: Are you seriously going to label an entire group of people as terrorists from the possible actions of one person?

How did that guy get elected?  I thought anyone that made any logical sense or had a conscience was barred for life from any kind of politics.

I&#39;m pretty sure that guy was joking when he said Junebug was a soccer player zzzzz

Gavin was trolling them, the interviewer didn&#39;t get it. Then they just cut it out and tried to make him look retarded.

I would rather share a bathroom with a transgender woman than a child,children are more likely to peek under the stall door,lol

I don&#39;t know about anyone else, but when I use a public bathroom, there&#39;s usually only one thing I need to think about and it&#39;s not who else is in that bathroom

I am a bit curious why some people are afraid that trans women would wave their cocks around in women&#39;s bathrooms. Do they base this on how they themselves behave in the men&#39;s room?

i want more interview with trump supporters!!! its just comedy fucking gold!

The ALERRT guy&#39;s quiet calm gives me the impression that he&#39;s one of those hardcore badasses who been in the shit many a time

If you believe &quot;black lives matter&quot; is a racist statement, then you must also believe &quot;I enjoy tea&quot; is an anti-soda statement.

I&#39;m calling black people I can&#39;t stop laughing 😂😂😂😂

Come on, what is it with these dead audiences lately, they barely laughed. I thought it was hilarious, these two are funnier than I expected haha

Nerdy Suge Knight lol

As a Dutch citizen I can say that Geert Wilders would never be in charge of our next government because other parties refused to work with him beforehand because of his comments about muslims. Still fun to see that a big country like the US notices our little election though :)

bad hair = bad leaders

We as a nation really should be paying attention to other countries and their elections. Isolationism and radicalism have been proven to be terrible for prosperity throughout history.

Well Donald, it&#39;s Wednesday... WE&#39;RE WAITING.

Colbert and Trevor are back to roast Trump and Putin. Life is good.

Bernie beats Trump in double digits. Thanks for not mentioning that. Eye roll

i am HOWLING at the ham/bacon guy

This was Trevor Noah&#39;s most dangerous bit lol

This guy is getting better and better! Never doubted you Trevor Noah!!!

This guy goes through 3 accents in one sentence

Uganda be kidding me

So glad Jon&#39;s successor is funny as well

Trevor stop, you&#39;re breaking the 13th Amendment, you shouldn&#39;t own people like that.

This is a normal Republican. I was beginning to forget what they were like

he seems so sane lmao. poor him.

i would much rather john kasich use the presidency to get free food than trump using it to get free money. <b>cough cough</b> venezuela.

we could have this guy ... but noo we had to try something new... 100 days in I want a refund please

I&#39;m not a republican, but this guy would&#39;ve been a better choice than Trump (then again almost anyone would be better).

Now Obamacare will change to Trumpdoesntcare.

Keegan has the energy of a hamster on coffee.

I got my eye on u pussy grabber😂😂😂😂

&quot;We&#39;re not paying for that fuckken wall&quot; -Mexico

You can&#39;t deny how talented and informed Trevor is. One of the best comedians out there! Dude getting laughs between takes!

49 times? Holy shit. I&#39;m 29 and white and have been driving since I was 16, and I haven&#39;t ever been stopped. I didn’t know black people got pulled over that much. How can people argue that race isn&#39;t an element in this whole thing?

the man had his little baby daughter in the backseat, what danger could a father with his daughter could be? obviously theres a black man problem in this country, people are so scared of black men that even a father with his daughter who is a legal gun owner who has the constitutional right to own a weapon is seen a potential threat. <br /><br />dylan roof who is a terrorist was armed up the wazoo when he shot 9 people and he wasnt shot and killed, a Jeremy Christian was wielding a knife on a train when he killed 2 people and wasnt shot by police, Philando Castile&#39;s only crime was having a broken tail light and he gets shot for reaching for his ID. a normal routine stop turned into a bloody scene for no good reason.

Great, now I&#39;m another white guy shocked that Trevor&#39;s been pulled over 8 times. That&#39;s just insane to me, the problem is so clearly systemic

Love the Between the Scenes videos, Trevor&#39;s personal commentary is so genuine I love hearing his thoughts, he&#39;s such a smart and experienced being.

His behind the scenes are better than the actual show. Damn.

“Our inequality materializes our upper class, vulgarizes our middle class, brutalizes our lower class.” –MATTHEW ARNOLD, ENGLISH ESSAYIST (1822-1888)

If Obama did some shit like this there would be another civil war..

When an intellectual from  South Africa that grew up in Apartheid is literally capable of comparing his homes Dictator to our current President... You know shits gotten really fucking real

Q: What did Trump tell Melania when he couldn&#39;t find his viagra?<br /><br /><br />A: Melania, the erection is rigged

Counting down the days until impeachment

Hilarious as always. This guy is genuinely funny. Nothing is forced. This has got to be my second best channel of all time.

Trevor Noah&#39;s impromptu segments are hysterical!! There should be more of them!

Man this guy has a lot of talent and i feel like it only truly manifests itself when he is doing some freestyling, just pure unscripted stuff. Love it

REPEAL AND REPLACE DONALD TRUMP

Amazing how a bunch of political pundits fall so easily to a mere &quot;change in tone&quot; and all the late show hosts/comedians are the ones who see through the bullshit.

Trevor Noah&#39;s non-scripted between the scenes dialogues give people a good look into just how talented of a story teller and comedian he actually is.

How could you not like this guy?

I love how Trevor absolutely adores and is proud of his home country &amp; when he speaks in his native tongue he&#39;s even hotter!
df = pd.read_csv("trevor_noah_daily_show_comments.csv",encoding='utf-8')
import nltk 
from nltk.corpus import stopwords
from string import punctuation

def one_gram(s):
    stopset = set(stopwords.words('english'))
    tokens = s.replace("b'","").replace("'","").lower().split(" ")
    cleanup = [" ".join(tokens[0+i:1+i]).strip().lower() for i,token in enumerate(tokens)
              if " ".join(tokens[0+i:1+i]).strip()!='' and token.lower() not in stopset and  len(token)>2]
    return cleanup

def strip_punctuation(s):
    return ''.join(c for c in s if c not in punctuation)
def remove_rn(s):
    return (",".join([t.rstrip() for t in s.splitlines() ])).replace("\t","")

def remove_spaces(x):
    lenx = len(x)
    count = 0
    spaces = ""
    for i in x:
        if i == " ":
            count+=1
            spaces+=" "
        elif i != " " and count > 0:
            x = x.replace(spaces," ")
            count = 0
            spaces = ""
    return x

def three_gram(s):
    stopset = set(stopwords.words('english'))
    tokens = s.replace("b'","").replace("'","").lower().split(" ")
    cleanup = [" ".join(tokens[0+i:1+i]+tokens[1+i:2+i]+tokens[2+i:3+i]).strip().lower() for i,token in enumerate(tokens)
              if " ".join(tokens[0+i:1+i]+tokens[1+i:2+i]+tokens[2+i:3+i]).strip() != '' and
              len(" ".join(tokens[0+i:1+i]+tokens[1+i:2+i]+tokens[2+i:3+i]).strip().split())==3]
    return cleanup
corpus = df[['textDisplay','videoId']].groupby(['videoId']).sum()

for a in corpus["textDisplay"][1:2]:
    print()
    x = remove_spaces(remove_rn(strip_punctuation(a)).replace(","," "))
    
fdist1= nltk.FreqDist(one_gram(x))
dict(fdist1.most_common(100))
[('cuba', 27),
 ('peace', 15),
 ('people', 13),
 ('know', 11),
 ('cuban', 11),
 ('world', 11),
 ('american', 10),
 ('one', 10),
 ('israel', 9),
 ('say', 9),
 ('government', 9),
 ('also', 8),
 ('america', 8),
 ('get', 8),
 ('would', 8),
 ('got', 8),
 ('illegal', 7),
 ('good', 7),
 ('local', 7),
 ('like', 7),
 ('embargo', 6),
 ('done', 6),
 ('signed', 6),
 ('years', 6),
 ('it39s', 6),
 ('feel', 6),
 ('russian', 6),
 ('culture', 6),
 ('new', 6),
 ('shit', 6),
 ('you39re', 6),
 ('see', 6),
 ('country', 6),
 ('president', 5),
 ('want', 5),
 ('law', 5),
 ('bern', 5),
 ('come', 5),
 ('naval', 5),
 ('countries', 5),
 ('usa', 5),
 ('order', 5),
 ('didn39t', 5),
 ('many', 5),
 ('libya', 5),
 ('whole', 5),
 ('mean', 5),
 ('even', 5),
 ('don39t', 5),
 ('agreement', 5),
 ('show', 5),
 ('efforts', 5),
 ('use', 5),
 ('democracy', 4),
 ('trump', 4),
 ('far', 4),
 ('venezuela', 4),
 ('accords', 4),
 ('middle', 4),
 ('i39m', 4),
 ('context', 4),
 ('land', 4),
 ('white', 4),
 ('there39s', 4),
 ('talk', 4),
 ('cubans', 4),
 ('gets', 4),
 ('international', 4),
 ('bernie', 4),
 ('first', 4),
 ('cant', 4),
 ('trevor', 4),
 ('simply', 4),
 ('that39s', 4),
 ('camp', 4),
 ('bring', 4),
 ('treaty', 4),
 ('state', 4),
 ('election', 4),
 ('thats', 4),
 ('name', 4),
 ('david', 4),
 ('play', 4),
 ('arab', 3),
 ('family', 3),
 ('right', 3),
 ('rent', 3),
 ('sense', 3),
 ('look', 3),
 ('invade', 3),
 ('soccer', 3),
 ('hand', 3),
 ('911', 3),
 ('part', 3),
 ('another', 3),
 ('development', 3),
 ('baby', 3),
 ('less', 3),
 ('going', 3),
 ('makes', 3)]
vid_df = pd.DataFrame()
for videoId in df.videoId.unique():
    print(videoId)
    x = youtube_api.videos_list_by_id(part='snippet,contentDetails,statistics',
        id=videoId)
    video_details = pd.concat([pd.Series(x['items'][0]['contentDetails']),pd.Series(x['items'][0]['snippet']),pd.Series(x['items'][0]['statistics']),pd.Series({'videoId':x['items'][0]['id']})])

    vid_df = pd.concat([vid_df,pd.DataFrame(video_details).T])
vid_df
ZsHwtfcZoY4
gbKhx_dlwCs
oANUXY3xXKM
UbJKhvmshGs
1YFLBjR-swo
CcSh2F8e__8
MIhcVon9ruo
iAQnXnQQCCI
SCRY_tOPQ7Q
7lex_1MLrR8
rX8jZTN0CdU
eFQhw3VVToQ
Y4Zdx97A63s
uVQvWwHM5kM
8aeEQw73uDg
rwfM5LGMmxg
9gT-vJg-EfM
wBhlyBrtB90
x9GqWoy6__s
PIvCh3EQv1Q
5NMK88czOug
eSwbG5V5S-8
MCI4bUk4vuM
CqR0HM7Z2gM
mQsNkt9yuKI
3QIWolLM9i8
VW1pdY3sNcA
4np_7LkqL5M
bpyferiOOzg
uNsxCU0glHw
4tts3c5p6mg
lm1cuHMCMIg
-nMyJn54ohk
tFjih_o2UT8
9Z4lQ4k_BQ8
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0 true hd 2d PT1M2S True rectangular {u'blocked': [u'AU', u'CA']} 23 UCwWhs_6x42TyRM4Wstoq8HA The Daily Show with Trevor Noah ... 2016-07-11T14:59:58.000Z [the daily show, trevor noah, daily show with ... {u'default': {u'url': u'https://i.ytimg.com/vi... Between the Scenes - The NAACP or the NCAA?: T... 31 6 0 1081 82137 -ytTnjdXyfQ
0 true hd 2d PT53S True rectangular {u'blocked': [u'AU', u'CA']} 23 UCwWhs_6x42TyRM4Wstoq8HA The Daily Show with Trevor Noah ... 2016-07-12T15:31:44.000Z [the daily show, trevor noah, daily show with ... {u'default': {u'url': u'https://i.ytimg.com/vi... Between the Scenes - Donald Trump: Worse Than ... 86 49 0 1863 142642 YpAN6e2sTys
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0 true hd 2d PT1M2S True rectangular {u'blocked': [u'CA', u'AU']} 23 UCwWhs_6x42TyRM4Wstoq8HA The Daily Show with Trevor Noah ... 2016-07-12T15:32:33.000Z [the daily show, trevor noah, daily show with ... {u'default': {u'url': u'https://i.ytimg.com/vi... Between the Scenes - Donald Trump or Ted Cruz:... 47 33 0 1847 138729 ZQnxjn9Yk40
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127 rows × 24 columns

for title in vid_df.title:
    print(title)
    print
Why Wasn't Donald Trump's Bigotry a Deal-Breaker?: The Daily Show

How to Spot a Paid Liberal Protester: The Daily Show

Today’s Future Now - Smart Technology: The Daily Show

Texas Students Opt For C**cks Not Glocks: The Daily Show

The Divinity of Donald Trump: The Daily Show

Black Eye on America - What Is Black Twitter?: The Daily Show

The Gift of Reproductive Rights: The Daily Show

Jordan Klepper Fingers the Pulse - President-Elect Trump's Victory/Thank You Tour: The Daily Show

Make America Hate Again - Uncensored: The Daily Show

Jordan Klepper Fingers the Pulse - Clinton and Trump Supporters Find Common Ground: The Daily Show

"The O'Reilly Factor" Gets Racist in Chinatown: The Daily Show

Jordan Klepper Fingers the Pulse - Conspiracy Theories Thrive at a Trump Rally: The Daily Show

Putting Donald Trump Supporters Through an Ideology Test: The Daily Show

When Was America Great?: The Daily Show

Preparing for Anti-Press Hostility at the RNC - Uncensored: The Daily Show

Jessica Williams Questions Sanders-to-Trump Supporters & Says Goodbye: The Daily Show

Prime Minister Justin Trudeau Welcomes Syrian Refugees to Canada: The Daily Show

Donald Trump to Thank for Increase in Latino Citizenship: The Daily Show

American Soccer's Gender Wage Gap: The Daily Show

The Trans Panic Epidemic: The Daily Show

Donald Trump - The Greatest Show on Earth: The Daily Show

Wrestling with History in Whitesboro, NY: The Daily Show

Jordan Klepper: Good Guy with a Gun: The Daily Show

Serial Killer Tourism in Nebraska: The Daily Show

America's Voting Machines Are F**ked: The Daily Show

Are All Cops Racist?: The Daily Show

The Dutch Ditch Their Own Crazy-Haired Populist: The Daily Show

Russia Reacts to President Obama's Sanctions: The Daily Show

President-Elect Trump Talks to Taiwan: The Daily Show

Brett Breakdown: The Daily Show

President Obama's Visit to Vietnam & Hillary Clinton's Likability Problem: The Daily Show

South African President Jacob Zuma & The Panama Papers: The Daily Show

The Americanization of Cuba: The Daily Show

Back in Black - Osama bin Laden's Last Wishes: The Daily Show

Uganda - Even Worse at Elections Than America: The Daily Show

The Fight Against ISIS: The Daily Show

Tragedy in Paris - The Three Stages of Political Grief: The Daily Show

The Myanmar Daily Show: The Daily Show

China Ditches Its One-Child Policy: The Daily Show

Benghazi - The Never-Ending Scandal: The Daily Show

Canada's Hot New Prime Minister: The Daily Show

Donald Trump - America's African President: The Daily Show

Exclusive - Jason Isbell - "If We Were Vampires": The Daily Show

Alabama Week - Prejudice & Pigskin: The Daily Show

LEAKED: Fox News' 8 p.m. Anchor Audition Tape: The Daily Show

Please, Just Like… Don't: How to Protest: The Daily Show

Exclusive - Zara Larsson - "So Good": The Daily Show

Brain Doctors MD: The Daily Show

The Daily Show's Gift Guide: Uncensored

Exclusive - Hasan Minhaj Says Goodbye to 2016: The Daily Show

Donald Trump's Christmas (NOT HOLIDAY) Yule Log: The Daily Show

R.I.P. Facts: The Daily Show

"U Name It" Challenge for a Stressful Thanksgiving: The Daily Show

Exclusive - Election Day 2016: Feel the Rush: The Daily Show

Exclusive - Trump Gym: The Daily Show

Eric the Eel - Uncensored: The Daily Show

Ronny Chieng's Philly Food Tour - Exclusive: The Daily Show

Behind the Scenes - There Will Be Mud: The Daily Show

Exclusive - Preparing for the Conventions: The Daily Show

Imagining Donald Trump's Cabinet: The Daily Show

Thank You, Jessica Williams: The Daily Show

Jordan Klepper's Happy Endings - Solving Illinois's Budget Gridlock - Uncensored: The Daily Show

Exclusive - Wishing Donald Trump a Happy Birthday - Uncensored: The Daily Show

"They Love Me" Music Video - Black Trump (ft. Jordan Klepper): The Daily Show

Trevor's Thanksgiving Thankstacular Round-Up: The Daily Show

Keys to Success with DJ Khaled and Hasan Minhaj: The Daily Show

New Theme Song - "Dog On Fire": The Daily Show

The Affirmative Actions Porn Series: The Daily Show

Trump Supporters Speak Out: The Daily Show

Podium Pandemonium at the New Hampshire Primary: The Daily Show

Behind the Scenes at the New Hampshire Primary: The Daily Show

Exclusive - The Daily Show vs. Justin Trudeau: Sorry Not Sorry

Donald Trump Speaks to the Washington Post: A Dramatic Reenactment: The Daily Show

Exclusive - The Daily Show vs. Justin Trudeau: Get Ready to Look Like S**t

Exclusive - The Daily Show vs. Justin Trudeau: Read My Spec Script

Exclusive - In the Green Room with Joe Morton: The Daily Show

Exclusive - Hasan and Ellie Positivity-Off: The Daily Show

Exclusive - Breaking Down the Ban the Box Campaign: The Daily Show

The Battle for Less Bias: The Daily Show

John Kasich - Uniting America in "Two Paths" - Extended Interview: The Daily Show

Keegan-Michael Key - A Final Address from Obama's Anger Translator: The Daily Show

Cecile Richards - The High Cost of Defunding Planned Parenthood: The Daily Show

Tomi Lahren - Giving a Voice to Conservative America on "Tomi": The Daily Show

Wesley Lowery - Delving Deeper Into Police Violence with “They Can’t Kill Us All": The Daily Show

George Packer Extended Interview: Donald Trump’s Path to Victory: The Daily Show

Bill Clinton - Hillary Clinton and the Changing Political Landscape: The Daily Show

Hannah Hart Extended Interview - Coming of Age in "Dirty 30": The Daily Show

John Lewis Extended Interview - Getting Into Trouble to Fight Injustice: The Daily Show

The Extended GOP Debate - Singles Night with Rand Paul: The Daily Show

Dr. Ben Carson vs. Dr. Ken Carson: The Doctors Debate: The Daily Show

Lindsey Graham - The Senator Picks His Poison: Ted Cruz vs. Donald Trump: The Daily Show

Lilly Singh - Taking Fans on "A Trip to Unicorn Island": The Daily Show

Jon Stewart Returns to Shame Congress: The Daily Show

Kevin Hart - Extended Interview: The Daily Show

Between the Scenes - Philando Castile & the Black Experience in America: The Daily Show

Between the Scenes - The White House's Messy Lie: The Daily Show

Between the Scenes - Donald Trump: America's Penis-Shaped Asteroid: The Daily Show

Between the Scenes - Trump's Dictator Tendencies: The Daily Show

Between the Scenes - Running Out of Spanish: The Daily Show

Between the Scenes - The "Hidden Gun" of Health Care: The Daily Show

Between the Scenes - The One Exciting Thing About Donald Trump: The Daily Show - Uncensored

Between the Scenes - Playa-Hatin' Republicans: The Daily Show

Between the Scenes - Health Care: It's Not Just for Healthy Young People: The Daily Show

The Melania Trump Litmus Test: The Daily Show - Between the Scenes

Donald Trump Dresses Up His Act: The Daily Show - Between the Scenes

Between the Scenes - Feminism in South Africa: The Daily Show

Between the Scenes - The Manila Folder Presidency: The Daily Show

Between the Scenes - Trump's Foreign Policy Knowhow: The Daily Show

Between the Scenes - Donald Trump vs. Intelligence: The Daily Show

Between the Scenes - Obamacare Confusion: The Daily Show

Between the Scenes - Obamacare vs. the Affordable Care Act: The Daily Show

Between the Scenes - The Evolution of Pussygate: The Daily Show

Between the Scenes - Basket of Deplorables: The Daily Show

Between the Scenes - Censoring Gratuitous Movies: The Daily Show

Between the Scenes - The Rio Games: The Daily Show

Between the Scenes - Trevor's Dream Match-up: The Daily Show

Between the Scenes - Going Deep with Lindsey Graham: The Daily Show

Between the Scenes - Trinidadian Accent: The Daily Show

Between the Scenes - The NAACP or the NCAA?: The Daily Show

Between the Scenes - Donald Trump: Worse Than an African Dictator: The Daily Show

Between the Scenes - Desi Lydic's Pregnancy: The Daily Show

Between the Scenes - The Ben and Ken Carson Word-Off: The Daily Show

Between the Scenes - Donald Trump or Ted Cruz: The Daily Show

Between the Scenes - The Global Edition: The Daily Show

Between the Scenes - B.O.B's Flat Earth Twitter Rant: The Daily Show

Between the Scenes - The Truth About Ronny Chieng’s Accent: The Daily Show

Between the Scenes - The Trouble with Pandas: The Daily Show
vid_df=pd.read_csv("trevor_noah_daily_show_videos.csv",encoding='utf-8')
import ast
import json
for videoId in vid_df.videoId:
    tags = vid_df[vid_df.videoId == videoId].tags.reset_index(drop=True)[0]
    print(tags)
    tag_val = {}
    for tag in ast.literal_eval(tags):
        tag_val[tag]=1
    print(tag_val)
    print
[u'Hasan Minhaj', u'elections', u'Donald Trump', u'candidates', u'campaigns', u'voting', u'religion', u'discrimination', u'racism', u'immigration', u'rage', u'rants', u'flying', u'Barack Obama', u'parents', u'family', u'daily show', u'the daily show', u'daily show with trevor noah', u'comedy central', u'late night talk show hosts', u'comedy central comedians', u'comedian', u'comedy', u'funny', u'funny video', u'comedy videos', u'stand up videos', u'funny jokes', u'funny clips', u'hilarious videos', u'hilarious clips']
{u'family': 1, u'rants': 1, u'late night talk show hosts': 1, u'funny clips': 1, u'Donald Trump': 1, u'funny': 1, u'the daily show': 1, u'discrimination': 1, u'flying': 1, u'racism': 1, u'religion': 1, u'parents': 1, u'stand up videos': 1, u'candidates': 1, u'comedy': 1, u'hilarious videos': 1, u'daily show': 1, u'immigration': 1, u'funny video': 1, u'comedy central comedians': 1, u'campaigns': 1, u'Barack Obama': 1, u'comedy central': 1, u'funny jokes': 1, u'hilarious clips': 1, u'rage': 1, u'elections': 1, u'comedy videos': 1, u'comedian': 1, u'Hasan Minhaj': 1, u'voting': 1, u'daily show with trevor noah': 1}

[u'Desi Lydic', u'Town hall', u'Congress', u'protests', u'Republicans', u'man on the street', u'Alabama', u'Adolf Hitler', u'daily show', u'the daily show', u'daily show with trevor noah', u'comedy central', u'late night talk show hosts', u'comedy central comedians', u'comedian', u'comedy', u'funny', u'funny video', u'comedy videos', u'stand up videos', u'funny jokes', u'funny clips', u'hilarious videos', u'hilarious clips']
{u'protests': 1, u'comedian': 1, u'funny clips': 1, u'funny': 1, u'Congress': 1, u'the daily show': 1, u'Republicans': 1, u'Town hall': 1, u'daily show': 1, u'stand up videos': 1, u'comedy': 1, u'hilarious videos': 1, u'Desi Lydic': 1, u'comedy central comedians': 1, u'funny video': 1, u'comedy central': 1, u'Adolf Hitler': 1, u'Alabama': 1, u'man on the street': 1, u'funny jokes': 1, u'hilarious clips': 1, u'comedy videos': 1, u'late night talk show hosts': 1, u'daily show with trevor noah': 1}

[u'Today\u2019s Future Now', u'Ronny Chieng', u'technology', u'millennials', u'internet', u'rage', u'rants', u'kids', u'porn', u'security', u'spying', u'daily show', u'the daily show', u'daily show with trevor noah', u'comedy central', u'late night talk show hosts', u'comedy central comedians', u'comedian', u'comedy', u'funny', u'funny video', u'comedy videos', u'stand up videos', u'funny jokes', u'funny clips', u'hilarious videos', u'hilarious clips']
{u'porn': 1, u'spying': 1, u'rants': 1, u'late night talk show hosts': 1, u'funny clips': 1, u'technology': 1, u'Today\u2019s Future Now': 1, u'funny': 1, u'the daily show': 1, u'stand up videos': 1, u'internet': 1, u'comedy': 1, u'hilarious videos': 1, u'daily show': 1, u'comedy central comedians': 1, u'funny video': 1, u'comedy central': 1, u'funny jokes': 1, u'Ronny Chieng': 1, u'kids': 1, u'hilarious clips': 1, u'rage': 1, u'millennials': 1, u'comedy videos': 1, u'comedian': 1, u'security': 1, u'daily show with trevor noah': 1}

[u'the daily show', u'Roy Wood Jr', u'Texas', u'guns', u'weapons', u'college', u'school', u'Olive Garden', u'protests', u'sex toys', u'censorship', u'daily show with trevor noah', u'comedy central', u'late night talk show hosts', u'comedy central comedians', u'comedian', u'comedy', u'funny', u'funny video', u'comedy videos', u'stand up videos', u'funny jokes', u'funny clips', u'hilarious videos', u'hilarious clips']
{u'protests': 1, u'college': 1, u'funny clips': 1, u'Texas': 1, u'funny': 1, u'the daily show': 1, u'weapons': 1, u'stand up videos': 1, u'comedian': 1, u'comedy': 1, u'guns': 1, u'hilarious videos': 1, u'Olive Garden': 1, u'comedy central comedians': 1, u'funny video': 1, u'comedy central': 1, u'censorship': 1, u'Roy Wood Jr': 1, u'school': 1, u'funny jokes': 1, u'hilarious clips': 1, u'comedy videos': 1, u'late night talk show hosts': 1, u'sex toys': 1, u'daily show with trevor noah': 1}

[u'jordan klepper', u'donald trump', u'religion', u'fans', u'Christianity', u'RNC', u'Republicans', u'Republican National Conventions', u'marriage', u'divorce', u'money', u'conventions', u'Bible', u'Hillary Clinton', u'Impressions', u'adultery', u'Bill Clinton', u'songs', u'the daily show', u'trevor noah', u'daily show with trevor noah', u'new trevor noah', u'comedy central politics', u'late night talk show hosts', u'comedy central', u'comedy', u'funny', u'comedian', u'funny video', u'comedy videos', u'stand up videos', u'funny jokes', u'funny clips', u'hilarious videos', u'hilarious clips']
{u'trevor noah': 1, u'money': 1, u'Christianity': 1, u'jordan klepper': 1, u'late night talk show hosts': 1, u'adultery': 1, u'funny clips': 1, u'funny': 1, u'the daily show': 1, u'divorce': 1, u'Republican National Conventions': 1, u'Republicans': 1, u'religion': 1, u'fans': 1, u'stand up videos': 1, u'comedian': 1, u'comedy': 1, u'hilarious videos': 1, u'Bible': 1, u'Bill Clinton': 1, u'funny video': 1, u'donald trump': 1, u'conventions': 1, u'comedy central politics': 1, u'comedy central': 1, u'funny jokes': 1, u'hilarious clips': 1, u'RNC': 1, u'new trevor noah': 1, u'Hillary Clinton': 1, u'comedy videos': 1, u'marriage': 1, u'Impressions': 1, u'songs': 1, u'daily show with trevor noah': 1}

[u'the daily show', u'trevor noah', u'daily show with trevor noah', u'new trevor noah show', u'comedy central politics', u'the daily show episodes', u'Black Eye on America - What is Black Twitter?', u'Roy Wood Jr.', u'African American/black', u'stereotypes', u'Twitter', u'Beyonce', u'racism', u'discrimination', u'late night talk show hosts', u'comedy central', u'stand up comedy', u'comedians', u'comedy central comedians', u'comedy', u'funny', u'comedian', u'funny video', u'comedy videos', u'funny jokes', u'funny clips', u'hilarious videos', u'hilarious clips']
{u'trevor noah': 1, u'Beyonce': 1, u'late night talk show hosts': 1, u'funny clips': 1, u'Roy Wood Jr.': 1, u'funny': 1, u'new trevor noah show': 1, u'the daily show': 1, u'discrimination': 1, u'racism': 1, u'comedians': 1, u'stand up comedy': 1, u'hilarious videos': 1, u'comedy central comedians': 1, u'funny video': 1, u'comedy central': 1, u'the daily show episodes': 1, u'funny jokes': 1, u'African American/black': 1, u'stereotypes': 1, u'comedy central politics': 1, u'comedy': 1, u'hilarious clips': 1, u'Twitter': 1, u'comedy videos': 1, u'Black Eye on America - What is Black Twitter?': 1, u'comedian': 1, u'daily show with trevor noah': 1}

[u'the daily show', u'trevor noah', u'daily show with trevor noah', u'new trevor noah show', u'comedy central politics', u'the daily show episodes', u'Donald Trump', u'Trump administration', u'men/women', u'birth control', u'Mike Pence', u'Desi Lydic', u'doctors', u'advertising', u'Ronny Chieng', u'Jordan Klepper', u'Eliza Cossio', u'Christmas', u'gifts & presents', u'The Best F#@king News Team Ever', u'late night talk show hosts', u'comedy central', u'stand up comedy', u'comedians', u'comedy central comedians', u'comedy', u'funny video', u'comedy videos']
{u'trevor noah': 1, u'Jordan Klepper': 1, u'late night talk show hosts': 1, u'birth control': 1, u'Eliza Cossio': 1, u'new trevor noah show': 1, u'Christmas': 1, u'gifts & presents': 1, u'men/women': 1, u'the daily show': 1, u'comedians': 1, u'Trump administration': 1, u'stand up comedy': 1, u'Desi Lydic': 1, u'Mike Pence': 1, u'comedy central comedians': 1, u'funny video': 1, u'comedy central': 1, u'the daily show episodes': 1, u'doctors': 1, u'Ronny Chieng': 1, u'comedy central politics': 1, u'Donald Trump': 1, u'comedy': 1, u'The Best F#@king News Team Ever': 1, u'comedy videos': 1, u'advertising': 1, u'daily show with trevor noah': 1}

[u'the daily show', u'trevor noah', u'daily show with trevor noah', u'new trevor noah show', u'comedy central politics', u'the daily show episodes', u'Donald Trump', u'Trump administration', u'Twitter', u'behaving badly', u'lying', u'Mike Pence', u'George Stephanopoulos', u'awards', u'Jake Tapper', u'Bill Clinton', u'scandals', u'late night talk show hosts', u'comedy central', u'stand up comedy', u'comedians', u'comedy central comedians', u'comedy', u'funny', u'comedian', u'funny video', u'comedy videos', u'stand up videos', u'funny jokes', u'funny clips']
{u'trevor noah': 1, u'George Stephanopoulos': 1, u'late night talk show hosts': 1, u'funny clips': 1, u'new trevor noah show': 1, u'scandals': 1, u'behaving badly': 1, u'the daily show': 1, u'comedians': 1, u'Trump administration': 1, u'stand up comedy': 1, u'stand up videos': 1, u'funny': 1, u'Bill Clinton': 1, u'Mike Pence': 1, u'comedy central comedians': 1, u'funny video': 1, u'comedy central': 1, u'the daily show episodes': 1, u'funny jokes': 1, u'awards': 1, u'Jake Tapper': 1, u'comedy central politics': 1, u'Donald Trump': 1, u'comedy': 1, u'Twitter': 1, u'comedy videos': 1, u'comedian': 1, u'lying': 1, u'daily show with trevor noah': 1}

[u'the daily show', u'trevor noah', u'daily show with trevor noah', u'new trevor noah show', u'comedy central politics', u'the daily show episodes', u'exclusives', u'Ronny Chieng', u'elections', u'candidates', u'campaigns', u'Hillary Clinton', u'Donald Trump', u'uncensored', u'Bill Cosby', u'voting', u'Adolf Hitler', u'late night talk show hosts', u'comedy central', u'stand up comedy', u'comedians', u'comedy central comedians', u'comedy', u'funny', u'comedian', u'funny video', u'comedy videos', u'stand up videos', u'funny jokes']
{u'trevor noah': 1, u'uncensored': 1, u'Hillary Clinton': 1, u'late night talk show hosts': 1, u'Bill Cosby': 1, u'new trevor noah show': 1, u'Donald Trump': 1, u'funny': 1, u'the daily show': 1, u'comedians': 1, u'candidates': 1, u'stand up videos': 1, u'stand up comedy': 1, u'exclusives': 1, u'comedy central comedians': 1, u'funny video': 1, u'comedy central': 1, u'the daily show episodes': 1, u'funny jokes': 1, u'Adolf Hitler': 1, u'Ronny Chieng': 1, u'comedy central politics': 1, u'campaigns': 1, u'comedy': 1, u'elections': 1, u'comedy videos': 1, u'comedian': 1, u'voting': 1, u'daily show with trevor noah': 1}

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[u'the daily show', u'trevor noah', u'daily show with trevor noah', u'new trevor noah show', u'comedy central politics', u'the daily show episodes', u'Between the Scenes', u'exclusives', u'Donald Trump', u'elections', u'candidates', u'Africa', u'music', u'songs', u'rants', u'Twitter', u'science', u'Neil deGrasse Tyson', u'conspiracies', u'white people', u'African American', u'lying', u'rage', u'fights', u'late night talk show hosts', u'comedy central', u'stand up comedy', u'comedians', u'comedy central comedians', u'comedy', u'funny', u'comedian', u'funny video', u'hilarious clips']
{u'trevor noah': 1, u'rants': 1, u'fights': 1, u'late night talk show hosts': 1, u'Neil deGrasse Tyson': 1, u'new trevor noah show': 1, u'Between the Scenes': 1, u'funny': 1, u'the daily show': 1, u'comedians': 1, u'candidates': 1, u'music': 1, u'stand up comedy': 1, u'comedy central': 1, u'conspiracies': 1, u'comedy central comedians': 1, u'funny video': 1, u'Donald Trump': 1, u'the daily show episodes': 1, u'African American': 1, u'comedy central politics': 1, u'exclusives': 1, u'comedy': 1, u'hilarious clips': 1, u'rage': 1, u'white people': 1, u'science': 1, u'Twitter': 1, u'Africa': 1, u'elections': 1, u'comedian': 1, u'daily show with trevor noah': 1, u'lying': 1, u'songs': 1}

[u'the daily show', u'trevor noah', u'daily show with trevor noah', u'new trevor noah show', u'comedy central politics', u'the daily show episodes', u'Ronny Chieng', u'China', u'exclusives', u'Between the Scenes', u'Asian American', u'audience interaction', u'fake accent', u'late night talk show hosts', u'comedy central', u'stand up comedy', u'comedians', u'comedy central comedians', u'comedy', u'funny', u'comedian', u'funny video', u'comedy videos', u'stand up videos', u'funny jokes', u'funny clips', u'hilarious videos', u'hilarious clips']
{u'trevor noah': 1, u'late night talk show hosts': 1, u'funny clips': 1, u'new trevor noah show': 1, u'Between the Scenes': 1, u'funny': 1, u'Asian American': 1, u'the daily show': 1, u'audience interaction': 1, u'comedians': 1, u'fake accent': 1, u'China': 1, u'stand up videos': 1, u'stand up comedy': 1, u'hilarious videos': 1, u'comedy central comedians': 1, u'funny video': 1, u'comedy central': 1, u'the daily show episodes': 1, u'funny jokes': 1, u'Ronny Chieng': 1, u'comedy central politics': 1, u'exclusives': 1, u'comedy': 1, u'hilarious clips': 1, u'comedy videos': 1, u'comedian': 1, u'daily show with trevor noah': 1}

[u'the daily show', u'trevor noah', u'daily show with trevor noah', u'new trevor noah show', u'comedy central politics', u'the daily show episodes', u'animals', u'ISIS', u'exclusives', u'Between the Scenes', u'terrorism', u'murder', u'audience interaction', u'killer pandas', u'too soon', u'late night talk show hosts', u'comedy central', u'stand up comedy', u'comedians', u'comedy central comedians', u'comedy', u'funny', u'comedian', u'funny video', u'comedy videos', u'stand up videos', u'funny jokes', u'funny clips', u'hilarious videos', u'hilarious clips']
{u'trevor noah': 1, u'late night talk show hosts': 1, u'funny clips': 1, u'too soon': 1, u'Between the Scenes': 1, u'funny': 1, u'new trevor noah show': 1, u'ISIS': 1, u'the daily show': 1, u'audience interaction': 1, u'comedians': 1, u'killer pandas': 1, u'stand up videos': 1, u'terrorism': 1, u'stand up comedy': 1, u'hilarious videos': 1, u'murder': 1, u'comedy central comedians': 1, u'funny video': 1, u'comedy central': 1, u'the daily show episodes': 1, u'funny jokes': 1, u'hilarious clips': 1, u'comedy central politics': 1, u'exclusives': 1, u'comedy': 1, u'animals': 1, u'comedy videos': 1, u'comedian': 1, u'daily show with trevor noah': 1}
pd.Series(x['items'][0]['statistics'])
commentCount        1545
dislikeCount         822
favoriteCount          0
likeCount          22269
viewCount        1321050
dtype: object
pd.Series(x['items'][0]['snippet'])
categoryId                                                             23
channelId                                        UCwWhs_6x42TyRM4Wstoq8HA
channelTitle                              The Daily Show with Trevor Noah
defaultAudioLanguage                                                   en
description             Hasan Minhaj gives his shell-shocked take on D...
liveBroadcastContent                                                 none
localized               {u'description': u'Hasan Minhaj gives his shel...
publishedAt                                      2017-04-14T03:30:00.000Z
tags                    [Hasan Minhaj, elections, Donald Trump, candid...
thumbnails              {u'default': {u'url': u'https://i.ytimg.com/vi...
title                   Why Wasn't Donald Trump's Bigotry a Deal-Break...
dtype: object
pd.Series(x['items'][0]['contentDetails'])
caption                                             true
definition                                            hd
dimension                                             2d
duration                                         PT4M11S
licensedContent                                     True
projection                                   rectangular
regionRestriction    {u'blocked': [u'GB', u'AU', u'CA']}
dtype: object
df = pd.read_csv("trevor_noah_daily_show_comments.csv",encoding='utf-8',dtype=str)
for videoId in df['videoId'].unique():
    corpus = df[df['videoId']==videoId]['textDisplay'].sum().replace("39","'")
    x = remove_spaces(remove_rn(strip_punctuation(corpus)).replace(","," "))
    fdist1= nltk.FreqDist(one_gram(x))
    print(dict(fdist1.most_common(100)))
    break
{'thats': 45, 'something': 24, 'come': 19, 'need': 24, 'fucking': 23, 'world': 19, 'better': 23, 'ban': 33, 'ideology': 19, 'think': 46, 'since': 20, 'minhaj': 21, 'america': 46, 'guy': 21, 'actually': 20, 'every': 22, 'first': 25, 'trevor': 21, 'cant': 38, 'wasnt': 20, 'deal': 27, 'vote': 24, 'see': 34, 'funny': 18, 'stupid': 20, 'said': 22, 'really': 36, 'bigotry': 39, 'feel': 24, 'one': 54, 'mean': 20, 'even': 32, 'trump': 149, 'isnt': 46, 'made': 24, 'know': 33, 'country': 36, 'fuck': 28, 'didnt': 24, 'show': 47, 'never': 32, 'right': 45, 'way': 19, 'saying': 20, 'still': 46, 'god': 18, 'talk': 19, 'make': 23, 'people': 179, 'trumps': 26, 'much': 31, 'get': 44, 'believe': 27, 'bad': 18, 'good': 34, 'things': 24, 'muslim': 71, 'many': 34, 'racist': 71, 'thing': 21, 'real': 19, 'want': 44, 'black': 30, 'white': 73, 'voted': 33, 'well': 18, 'done': 18, 'could': 24, 'hes': 30, 'dont': 95, 'doesnt': 40, 'also': 32, 'race': 69, 'daily': 24, 'islam': 77, 'shit': 24, 'love': 30, 'someone': 20, 'back': 25, 'thought': 26, 'racism': 56, 'hasan': 42, 'would': 60, 'like': 98, 'word': 18, 'person': 21, 'man': 21, 'take': 24, 'anyone': 24, 'youre': 26, 'president': 32, 'say': 24, 'fact': 22, 'care': 30, 'religion': 52, 'hate': 31, 'muslims': 65, 'hillary': 26, 'going': 23, 'middle': 20}