NLP on the 2020 Presidental Debates

In [70]:
import requests
import pandas as pd
from bs4 import BeautifulSoup as bs

url = "https://www.rev.com/blog/transcripts/donald-trump-joe-biden-1st-presidential-debate-transcript-2020"

page = requests.get(url)
soup= bs(page.content, "html.parser")
content_block = soup.find("div", {"class": "fl-callout-text"})
targets = content_block.findAll('p')
targets
In [71]:
targets[0].get_text()
Out[71]:
'Chris Wallace: (01:20)\nGood evening from the Health Education Campus of Case Western Reserve University and the Cleveland Clinic. I’m Chris Wallace of Fox News and I welcome you to the first of the 2020 Presidential Debates between President Donald J. Trump and former Vice President Joe Biden. This debate is sponsored by the Commission on Presidential debates. The Commission has designed the format, six roughly 15 minute segments with two minute answers from each candidate to the first question, then open discussion for the rest of each segment. Both campaigns have agreed to these rules. For the record, I decided the topics and the questions in each topic. I can assure you none of the questions has been shared with the Commission or the two candidates.'

Turn everything into a dataframe

In [72]:
# THIS GOT ALMOST EVERYTHING
# transcript = []
# prev_time = ''
# for t in targets:
#     target = t.get_text()
#     try:
#         name = target.split(':')[0]
#         time = target.split('(')[1].split(')')[0]
#         words = target.split(')')[1].strip()
#         obj = {'name': name, 'time': time, 'words': words}
#         transcript.append(obj)
#     except:
#         print(target)
In [73]:
transcript = []
prev_time = ''
for t in targets:
    target = t.get_text()
    name = target.split(':')[0]
    
    try: 
        time = target.split('(')[1].split(')')[0]
    except: 
        time = prev_time
    
    try:
        words = target.split('\n')[1].strip()
    
    except:
        print(target)
    
    obj = {'name': name, 'time': time, 'words': words}
    prev_time = time
    transcript.append(obj)

 
In [74]:
df = pd.DataFrame(transcript)
df.to_csv('NLP_debates2020.csv', index=False)

ANALYZE

In [96]:
df = pd.read_csv('NLP_debates2020.csv')
# df

HOW MUCH TIME WAS EACH PERSON SPEAKING?

In [97]:
# PROBLEM: Can't subtract strings
# SOLUTION: Simply turn it into a datetime
# PROBLEM: 01:20 turns into 1 hour twenty minutes instead of 1 minute 20 sceconds
# SOLUTION: Add "00:" to the front of those and turn it into a time object!
# PROBLEM: You can't subtract time objects
# SOLUTION: Turn it into a datetime object
# PROBLEM: You can't convert this to a datetime object
# SOLUTION: Convert it to a "timedelta" object, wtf that is
# PROBLEM: ... it needs to be a string (back where we started?!)
# SOLUTION: df['datetime'] = pd.to_timedelta(df['timestamp'].astype(str))
# ...and NOW we can use .dif()
# PROBLEM: Now that we have the difference, we STILL can't sum it
# SOLUTION: Use dt.total_seconds() (I seriously must be missing something)


from datetime import time

def better_time(t):
    if len(t.split(':')) > 2:
        return t
    else:
        return "00:" + t
    
df['better_time'] = df.apply(lambda x: better_time(x['time']), axis=1)


def convert_time(t):
    try:
        return time.fromisoformat(t)
    except:
        return 'error'
df['timestamp'] = df.apply(lambda x: convert_time(x['better_time']), axis=1)



df['datetime'] = pd.to_timedelta(df['timestamp'].astype(str))
df['time_diff'] = df['datetime'].diff()
df['seconds'] = df['time_diff'].dt.total_seconds()
df
Out[97]:
name time words better_time timestamp datetime time_diff seconds
0 Chris Wallace 01:20 Good evening from the Health Education Campus ... 00:01:20 00:01:20 00:01:20 NaT NaN
1 Chris Wallace 02:10 This debate is being conducted under health an... 00:02:10 00:02:10 00:02:10 00:00:50 50.0
2 Vice President Joe Biden 02:49 How you doing, man? 00:02:49 00:02:49 00:02:49 00:00:39 39.0
3 President Donald J. Trump 02:51 How are you doing? 00:02:51 00:02:51 00:02:51 00:00:02 2.0
4 Vice President Joe Biden 02:51 I’m well. 00:02:51 00:02:51 00:02:51 00:00:00 0.0
... ... ... ... ... ... ... ... ...
785 Chris Wallace 01:10:43 Gentlemen, just say that’s the end of it [cros... 01:10:43 01:10:43 01:10:43 00:00:02 2.0
786 President Donald J. Trump 01:10:47 I want to see an honest ballot count. 01:10:47 01:10:47 01:10:47 00:00:04 4.0
787 Chris Wallace 01:10:48 We’re going to leave it there- 01:10:48 01:10:48 01:10:48 00:00:01 1.0
788 President Donald J. Trump 01:10:49 And I think he does too- 01:10:49 01:10:49 01:10:49 00:00:01 1.0
789 Chris Wallace 01:10:50 … to be continued in more debates as we go on.... 01:10:50 01:10:50 01:10:50 00:00:01 1.0

790 rows × 8 columns

In [99]:
df['number_of_words'] = df.apply(lambda x: len(x['words'].split(' ')), axis=1)
df
Out[99]:
name time words better_time timestamp datetime time_diff seconds number_of_words
0 Chris Wallace 01:20 Good evening from the Health Education Campus ... 00:01:20 00:01:20 00:01:20 NaT NaN 124
1 Chris Wallace 02:10 This debate is being conducted under health an... 00:02:10 00:02:10 00:02:10 00:00:50 50.0 102
2 Vice President Joe Biden 02:49 How you doing, man? 00:02:49 00:02:49 00:02:49 00:00:39 39.0 4
3 President Donald J. Trump 02:51 How are you doing? 00:02:51 00:02:51 00:02:51 00:00:02 2.0 4
4 Vice President Joe Biden 02:51 I’m well. 00:02:51 00:02:51 00:02:51 00:00:00 0.0 2
... ... ... ... ... ... ... ... ... ...
785 Chris Wallace 01:10:43 Gentlemen, just say that’s the end of it [cros... 01:10:43 01:10:43 01:10:43 00:00:02 2.0 17
786 President Donald J. Trump 01:10:47 I want to see an honest ballot count. 01:10:47 01:10:47 01:10:47 00:00:04 4.0 8
787 Chris Wallace 01:10:48 We’re going to leave it there- 01:10:48 01:10:48 01:10:48 00:00:01 1.0 6
788 President Donald J. Trump 01:10:49 And I think he does too- 01:10:49 01:10:49 01:10:49 00:00:01 1.0 6
789 Chris Wallace 01:10:50 … to be continued in more debates as we go on.... 01:10:50 01:10:50 01:10:50 00:00:01 1.0 122

790 rows × 9 columns

In [ ]:
In [ ]:
In [ ]:
In [ ]:
In [100]:
df.to_csv('NLP_debates2020_withTimeDiff.csv', index=False)

OK BUT REALLY, HOW MUCH TIME WAS EACH PERSON SPEAKING

In [101]:
df = pd.read_csv('NLP_debates2020_withTimeDiff.csv')
df
Out[101]:
name time words better_time timestamp datetime time_diff seconds number_of_words
0 Chris Wallace 01:20 Good evening from the Health Education Campus ... 00:01:20 00:01:20 0 days 00:01:20.000000000 NaN NaN 124
1 Chris Wallace 02:10 This debate is being conducted under health an... 00:02:10 00:02:10 0 days 00:02:10.000000000 0 days 00:00:50.000000000 50.0 102
2 Vice President Joe Biden 02:49 How you doing, man? 00:02:49 00:02:49 0 days 00:02:49.000000000 0 days 00:00:39.000000000 39.0 4
3 President Donald J. Trump 02:51 How are you doing? 00:02:51 00:02:51 0 days 00:02:51.000000000 0 days 00:00:02.000000000 2.0 4
4 Vice President Joe Biden 02:51 I’m well. 00:02:51 00:02:51 0 days 00:02:51.000000000 0 days 00:00:00.000000000 0.0 2
... ... ... ... ... ... ... ... ... ...
785 Chris Wallace 01:10:43 Gentlemen, just say that’s the end of it [cros... 01:10:43 01:10:43 0 days 01:10:43.000000000 0 days 00:00:02.000000000 2.0 17
786 President Donald J. Trump 01:10:47 I want to see an honest ballot count. 01:10:47 01:10:47 0 days 01:10:47.000000000 0 days 00:00:04.000000000 4.0 8
787 Chris Wallace 01:10:48 We’re going to leave it there- 01:10:48 01:10:48 0 days 01:10:48.000000000 0 days 00:00:01.000000000 1.0 6
788 President Donald J. Trump 01:10:49 And I think he does too- 01:10:49 01:10:49 0 days 01:10:49.000000000 0 days 00:00:01.000000000 1.0 6
789 Chris Wallace 01:10:50 … to be continued in more debates as we go on.... 01:10:50 01:10:50 0 days 01:10:50.000000000 0 days 00:00:01.000000000 1.0 122

790 rows × 9 columns

In [104]:
dfg = df.groupby('name')['seconds'].sum()
dfg
Out[104]:
name
Chris Wallace                1774.0
President Donald J. Trump     707.0
Vice President Joe Biden     1689.0
                                0.0
Name: seconds, dtype: float64
In [105]:
dfg = df.groupby('name')['number_of_words'].sum()
dfg
Out[105]:
name
Chris Wallace                4674
President Donald J. Trump    7240
Vice President Joe Biden     6618
                                7
Name: number_of_words, dtype: int64
In [122]:
biden = df[df['name'] == 'Vice President Joe Biden']
trump = df[df['name'] == 'President Donald J. Trump']
In [123]:
from collections import Counter
biden_words = biden['words']
trump_words = trump['words']

all_biden_words = ""
for w in biden_words:
    all_biden_words += w

all_trump_words = ""
for w in trump_words:
    all_trump_words += w
In [124]:
biden_word_count = Counter(all_biden_words.split(' '))
biden_word_count.most_common()
Out[124]:
[('the', 296),
 ('to', 220),
 ('of', 135),
 ('in', 132),
 ('a', 123),
 ('and', 116),
 ('is', 109),
 ('that', 82),
 ('he', 71),
 ('you', 66),
 ('people', 61),
 ('going', 60),
 ('have', 59),
 ('not', 58),
 ('be', 55),
 ('we', 48),
 ('it', 46),
 ('And', 46),
 ('what', 45),
 ('I', 44),
 ('He', 43),
 ('are', 41),
 ('for', 37),
 ('on', 37),
 ('about', 35),
 ('this', 30),
 ('who', 29),
 ('by', 29),
 ('because', 28),
 ('get', 27),
 ('has', 27),
 ('his', 26),
 ('with', 25),
 ('[crosstalk', 25),
 ('was', 25),
 ('they', 23),
 ('out', 23),
 ('fact', 23),
 ('all', 23),
 ('The', 22),
 ('as', 22),
 ('do', 22),
 ('at', 21),
 ('your', 20),
 ('should', 19),
 ('We', 19),
 ('it’s', 19),
 ('He’s', 18),
 ('more', 18),
 ('there', 18),
 ('did', 18),
 ('so', 17),
 ('way', 17),
 ('like', 17),
 ('able', 17),
 ('just', 17),
 ('can', 17),
 ('make', 17),
 ('take', 17),
 ('been', 16),
 ('will', 16),
 ('if', 16),
 ('it.', 16),
 ('They', 16),
 ('how', 16),
 ('You', 16),
 ('sure', 16),
 ('when', 15),
 ('we’re', 15),
 ('he’s', 15),
 ('my', 15),
 ('doesn’t', 15),
 ('tax', 15),
 ('It’s', 14),
 ('want', 14),
 ('know', 14),
 ('don’t', 14),
 ('up', 14),
 ('say', 13),
 ('I’m', 13),
 ('fact,', 13),
 ('got', 13),
 ('no', 13),
 ('being', 13),
 ('American', 12),
 ('that’s', 12),
 ('down', 12),
 ('him', 12),
 ('look', 12),
 ('said', 12),
 ('now', 11),
 ('their', 11),
 ('from', 11),
 ('If', 11),
 ('them', 11),
 ('That’s', 11),
 ('would', 11),
 ('This', 11),
 ('than', 11),
 ('It', 11),
 ('an', 10),
 ('that,', 10),
 ('million', 10),
 ('had', 10),
 ('were', 10),
 ('here’s', 10),
 ('deal.', 10),
 ('way,', 10),
 ('those', 10),
 ('talking', 10),
 ('which', 9),
 ('talk', 9),
 ('never', 9),
 ('didn’t', 9),
 ('vote', 8),
 ('United', 8),
 ('They’re', 8),
 ('made', 8),
 ('very', 8),
 ('one', 8),
 ('many', 8),
 ('done', 8),
 ('Number', 8),
 ('number', 8),
 ('said,', 8),
 ('back', 8),
 ('or', 8),
 ('even', 8),
 ('lot', 8),
 ('but', 8),
 ('these', 8),
 ('open', 8),
 ('they’re', 8),
 ('election', 7),
 ('wants', 7),
 ('went', 7),
 ('could', 7),
 ('man', 7),
 ('deal', 7),
 ('plan', 7),
 ('go', 7),
 ('it,', 7),
 ('jobs', 7),
 ('create', 7),
 ('you’re', 7),
 ('President', 6),
 ('thousands', 6),
 ('only', 6),
 ('that.', 6),
 ('trying', 6),
 ('having', 6),
 ('But', 6),
 ('same', 6),
 ('until', 6),
 ('What', 6),
 ('Well,', 6),
 ('shut', 6),
 ('ballot', 6),
 ('one.', 6),
 ('everything', 6),
 ('plan.', 6),
 ('vote.', 6),
 ('us', 6),
 ('bring', 6),
 ('economy', 6),
 ('them,', 6),
 ('own', 6),
 ('end', 6),
 ('you.', 6),
 ('His', 6),
 ('totally', 6),
 ('president', 6),
 ('can’t', 6),
 ('ballots', 6),
 ('right', 5),
 ('here', 5),
 ('Affordable', 5),
 ('Care', 5),
 ('before', 5),
 ('money', 5),
 ('then', 5),
 ('simply', 5),
 ('does', 5),
 ('me', 5),
 ('me,', 5),
 ('still', 5),
 ('wrong', 5),
 ('any', 5),
 ('two,', 5),
 ('won’t', 5),
 ('about.', 5),
 ('let', 5),
 ('When', 5),
 ('why', 5),
 ('knew', 5),
 ('give', 5),
 ('job', 5),
 ('need', 5),
 ('someone', 5),
 ('where', 5),
 ('says', 5),
 ('terms', 5),
 ('care', 5),
 ('asked', 5),
 ('work', 5),
 ('put', 5),
 ('COVID', 5),
 ('guy', 5),
 ('administration', 5),
 ('our', 5),
 ('things', 5),
 ('There’s', 5),
 ('police', 5),
 ('out.', 5),
 ('violence', 5),
 ('is,', 5),
 ('support', 5),
 ('millions', 5),
 ('doing', 4),
 ('States', 4),
 ('States.', 4),
 ('already', 4),
 ('see', 4),
 ('what’s', 4),
 ('now,', 4),
 ('into', 4),
 ('she', 4),
 ('other', 4),
 ('pre-existing', 4),
 ('there’s', 4),
 ('away', 4),
 ('knows', 4),
 ('big', 4),
 ('saying', 4),
 ('Biden', 4),
 ('under', 4),
 ('am', 4),
 ('COVID.', 4),
 ('well', 4),
 ('him.', 4),
 ('matter', 4),
 ('whole', 4),
 ('you,', 4),
 ('tell', 4),
 ('help', 4),
 ('ever', 4),
 ('hasn’t', 4),
 ('talks', 4),
 ('position', 4),
 ('voting', 4),
 ('day', 4),
 ('In', 4),
 ('between', 4),
 ('serious', 4),
 ('determine', 4),
 ('great', 4),
 ('down.', 4),
 ('another', 4),
 ('trust', 4),
 ('do,', 4),
 ('No', 4),
 ('time', 4),
 ('idea', 4),
 ('Why', 4),
 ('making', 4),
 ('less', 4),
 ('economic', 4),
 ('every', 4),
 ('blew', 4),
 ('I’ll', 4),
 ('good', 4),
 ('happened', 4),
 ('stay', 4),
 ('problem.', 4),
 ('build', 4),
 ('Green', 4),
 ('New', 4),
 ('mail-in', 4),
 ('How', 3),
 ('first', 3),
 ('forward', 3),
 ('Mr.', 3),
 ('middle', 3),
 ('voted', 3),
 ('thing', 3),
 ('outcome', 3),
 ('rid', 3),
 ('insurance', 3),
 ('justice,', 3),
 ('opposed', 3),
 ('court,', 3),
 ('down,', 3),
 ('pay', 3),
 ('passed', 3),
 ('election.', 3),
 ('next', 3),
 ('wipe', 3),
 ('Democratic', 3),
 ('200,000', 3),
 ('died', 3),
 ('happy', 3),
 ('point', 3),
 ('now.', 3),
 ('public', 3),
 ('call', 3),
 ('costs', 3),
 ('healthcare', 3),
 ('recession.', 3),
 ('since', 3),
 ('that’ll', 3),
 ('wasn’t', 3),
 ('is.', 3),
 ('laid', 3),
 ('do?', 3),
 ('people.', 3),
 ('told', 3),
 ('doing.', 3),
 ('businesses', 3),
 ('money.', 3),
 ('together', 3),
 ('save', 3),
 ('folks', 3),
 ('Director', 3),
 ('gone', 3),
 ('gone.', 3),
 ('maybe', 3),
 ('some', 3),
 ('year', 3),
 ('out,', 3),
 ('no,', 3),
 ('no.', 3),
 ('try', 3),
 ('One', 3),
 ('Because', 3),
 ('A', 3),
 ('provide', 3),
 ('mean,', 3),
 ('head', 3),
 ('everybody', 3),
 ('billion', 3),
 ('president.', 3),
 ('People', 3),
 ('states', 3),
 ('America', 3),
 ('significant', 3),
 ('fix', 3),
 ('anything', 3),
 ('aren’t', 3),
 ('Not', 3),
 ('nothing', 3),
 ('makes', 3),
 ('eliminate', 3),
 ('four', 3),
 ('billions', 3),
 ('trade', 3),
 ('way.', 3),
 ('before.', 3),
 ('discredited.', 3),
 ('son', 3),
 ('true.', 3),
 ('America.', 3),
 ('we’ve', 3),
 ('gas', 3),
 ('held', 3),
 ('happen.', 3),
 ('different', 3),
 ('together.', 3),
 ('15%', 3),
 ('I’ve', 3),
 ('FBI', 3),
 ('president,', 3),
 ('much', 3),
 ('That', 3),
 ('oil', 3),
 ('We’re', 3),
 ('jobs.', 3),
 ('jobs,', 3),
 ('Paris', 3),
 ('paying', 3),
 ('vote,', 3),
 ('evidence', 3),
 ('votes', 3),
 ('counted,', 3),
 ('accepted.', 3),
 ('ballots,', 3),
 ('this,', 2),
 ('Supreme', 2),
 ('Court', 2),
 ('Senators', 2),
 ('happen', 2),
 ('wait', 2),
 ('elect', 2),
 ('stake', 2),
 ('running', 2),
 ('Act,', 2),
 ('20', 2),
 ('health', 2),
 ('goes', 2),
 ('fine', 2),
 ('person.', 2),
 ('rights', 2),
 ('woman', 2),
 ('charge', 2),
 ('they’ll', 2),
 ('well.', 2),
 ('Those', 2),
 ('companies', 2),
 ('forward.', 2),
 ('one,', 2),
 ('Obamacare', 2),
 ('increase', 2),
 ('do.', 2),
 ('me.', 2),
 ('Party', 2),
 ('approved', 2),
 ('of.', 2),
 ('seven', 2),
 ('also', 2),
 ('healthcare.He', 2),
 ('not.', 2),
 ('poor', 2),
 ('Medicaid', 2),
 ('most', 2),
 ('option.', 2),
 ('vast', 2),
 ('majority', 2),
 ('beat', 2),
 ('tonight', 2),
 ('far', 2),
 ('through', 2),
 ('away.', 2),
 ('that.He', 2),
 ('sends', 2),
 ('power.', 2),
 ('drug', 2),
 ('almost', 2),
 ('become', 2),
 ('issue', 2),
 ('Vote', 2),
 ('know,', 2),
 ('answer', 2),
 ('really', 2),
 ('As', 2),
 ('over', 2),
 ('world’s', 2),
 ('addition', 2),
 ('1000', 2),
 ('dying.', 2),
 ('anything.', 2),
 ('crisis', 2),
 ('was.', 2),
 ('insisting', 2),
 ('China', 2),
 ('themselves', 2),
 ('dangerous', 2),
 ('ask', 2),
 ('Xi', 2),
 ('nothing.', 2),
 ('waited', 2),
 ('providing', 2),
 ('order', 2),
 ('keep', 2),
 ('open.', 2),
 ('schools', 2),
 ('cost', 2),
 ('golf', 2),
 ('Democrats', 2),
 ('Republicans', 2),
 ('needs', 2),
 ('reason', 2),
 ('look,', 2),
 ('home.', 2),
 ('COVID?', 2),
 ('lost', 2),
 ('couldn’t', 2),
 ('CDC', 2),
 ('mask,', 2),
 ('half', 2),
 ('Just', 2),
 ('mask.', 2),
 ('vaccine,', 2),
 ('all.', 2),
 ('By', 2),
 ('vaccine.', 2),
 ('vaccine', 2),
 ('year,', 2),
 ('God', 2),
 ('question', 2),
 ('pointed', 2),
 ('people…', 2),
 ('looked', 2),
 ('market.', 2),
 ('unless', 2),
 ('I’d', 2),
 ('ability', 2),
 ('need.', 2),
 ('meet', 2),
 ('them.', 2),
 ('sits', 2),
 ('think', 2),
 ('respond', 2),
 ('masks', 2),
 ('difference.', 2),
 ('wore', 2),
 ('social', 2),
 ('person', 2),
 ('last', 2),
 ('came', 2),
 ('worried', 2),
 ('effect.', 2),
 ('Come', 2),
 ('masks,', 2),
 ('difference', 2),
 ('billionaires', 2),
 ('proposal,', 2),
 ('home,', 2),
 ('small', 2),
 ('towns', 2),
 ('America,', 2),
 ('worked', 2),
 ('became', 2),
 ('front', 2),
 ('more.', 2),
 ('better', 2),
 ('home', 2),
 ('school', 2),
 ('national', 2),
 ('emergency.', 2),
 ('They’ve', 2),
 ('Look,', 2),
 ('advantage', 2),
 ('code.', 2),
 ('weren’t', 2),
 ('worst', 2),
 ('federal', 2),
 ('buildings', 2),
 ('penny', 2),
 ('single', 2),
 ('inherited', 2),
 ('recovery', 2),
 ('booming', 2),
 ('brought', 2),
 ('done.', 2),
 ('art', 2),
 ('true.None', 2),
 ('everyone,', 2),
 ('testified', 2),
 ('fired', 2),
 ('family,', 2),
 ('people,', 2),
 ('absolutely', 2),
 ('true.That’s', 2),
 ('equity', 2),
 ('walked', 2),
 ('true,', 2),
 ('remember', 2),
 ('coming', 2),
 ('killed', 2),
 ('Floyd', 2),
 ('killed,', 2),
 ('peaceful', 2),
 ('protest', 2),
 ('White', 2),
 ('use', 2),
 ('church', 2),
 ('hold', 2),
 ('after', 2),
 ('dog', 2),
 ('African', 2),
 ('something', 2),
 ('500', 2),
 ('Americans.', 2),
 ('did.', 2),
 ('law', 2),
 ('enforcement', 2),
 ('officers', 2),
 ('bad', 2),
 ('accountable.', 2),
 ('entire', 2),
 ('These', 2),
 ('cops', 2),
 ('grow', 2),
 ('bit', 2),
 ('country', 2),
 ('cannot', 2),
 ('racism', 2),
 ('crime', 2),
 ('suburbs.', 2),
 ('white', 2),
 ('suburbs', 2),
 ('failure', 2),
 ('defunding', 2),
 ('police,', 2),
 ('local', 2),
 ('calls', 2),
 ('$400', 2),
 ('assistance.', 2),
 ('up.', 2),
 ('former', 2),
 ('vice', 2),
 ('clear', 2),
 ('keeps', 2),
 ('fire', 2),
 ('weaker,', 2),
 ('divided', 2),
 ('violent.', 2),
 ('left', 2),
 ('regard', 2),
 ('Putin', 2),
 ('son,', 2),
 ('behind', 2),
 ('proud', 2),
 ('report', 2),
 ('standards', 2),
 ('renewable', 2),
 ('energy', 2),
 ('coal', 2),
 ('plant', 2),
 ('move', 2),
 ('fleet', 2),
 ('emit', 2),
 ('heat', 2),
 ('creating', 2),
 ('carbon', 2),
 ('$20', 2),
 ('Look', 2),
 ('hurricanes,', 2),
 ('hard,', 2),
 ('come', 2),
 ('Deal', 2),
 ('director,', 2),
 ('polls', 2),
 ('counted.', 2),
 ('sent', 2),
 ('day.', 2),
 ('count', 2),
 ('for,', 2),
 ('somehow', 2),
 ('doing,', 1),
 ('man?I’m', 1),
 ('well.Well,', 1),
 ('all,', 1),
 ('thank', 1),
 ('looking', 1),
 ('President.The', 1),
 ('nominee', 1),
 ('occurs', 1),
 ('chance', 1),
 ('already.', 1),
 ('started.', 1),
 ('Tens', 1),
 ('wait.', 1),
 ('express', 1),
 ('view', 1),
 ('Vice', 1),
 ('President.Now,', 1),
 ('President’s', 1),
 ('clear,', 1),
 ('Act.', 1),
 ('ran', 1),
 ('governing', 1),
 ('strip', 1),
 ('court.', 1),
 ('seems', 1),
 ('she’s', 1),
 ('written,', 1),
 ('bench,', 1),
 ('her', 1),
 ('right,', 1),
 ('thinks', 1),
 ('Act', 1),
 ('Constitutional.', 1),
 ('struck', 1),
 ('happens?', 1),
 ('Women’s', 1),
 ('fundamentally', 1),
 ('changed.', 1),
 ('Once', 1),
 ('again,', 1),
 ('condition', 1),
 ('pregnancy.', 1),
 ('women', 1),
 ('exact', 1),
 ('procedure', 1),
 ('gets.And', 1),
 ('ended', 1),
 ('we,', 1),
 ('hundred', 1),
 ('conditions', 1),
 ('taken', 1),
 ('conditions,', 1),
 ('love', 1),
 ('this.', 1),
 ('appropriate', 1),
 ('wins', 1),
 ('Senate', 1),
 ('Republican,', 1),
 ('not,', 1),
 ('February.He’s', 1),
 ('elected', 1),
 ('election.That’s', 1),
 ('true.Open', 1),
 ('discussion.Number', 1),
 ('proposed.', 1),
 ('proposed', 1),
 ('expand', 1),
 ('any.', 1),
 ('debates', 1),
 ('23', 1),
 ('colleagues', 1),
 ('win', 1),
 ('nomination', 1),
 ('won,', 1),
 ('wanted', 1),
 ('allow', 1),
 ('private', 1),
 ('still.', 1),
 ('can.', 1),
 ('proposal.That', 1),
 ('lie.The', 1),
 ('party', 1),
 ('Right', 1),
 ('Party.I', 1),
 ('now.The', 1),
 ('platform', 1),
 ('I,', 1),
 ('of,', 1),
 ('Now,', 1),
 ('conditions.', 1),
 ('And,', 1),
 ('20,', 1),
 ('200', 1),
 ('mil-', 1),
 ('watch,', 1),
 ('survived?', 1),
 ('contracted', 1),
 ('mean', 1),
 ('strike', 1),
 ('Act?I’m', 1),
 ('this.You’re', 1),
 ('up.Let', 1),
 ('finish.', 1),
 ('Roe', 1),
 ('V.', 1),
 ('Wade.', 1),
 ('all-It’s', 1),
 ('court.In', 1),
 ('court.Donald', 1),
 ('quiet', 1),
 ('minute.All', 1),
 ('right.Good', 1),
 ('healthcare.Yes.It', 1),
 ('not.It', 1),
 ('qualify', 1),
 ('free', 1),
 ('States,', 1),
 ('except', 1),
 ('Governors', 1),
 ('deny', 1),
 ('Medicaid.', 1),
 ('Anyone', 1),
 ('qualifies', 1),
 ('Medicare,', 1),
 ('excuse', 1),
 ('automatically', 1),
 ('enrolled', 1),
 ('two.Look,', 1),
 ('hey.I’m', 1),
 ('listen', 1),
 ('Bernie', 1),
 ('Sanders.I', 1),
 ('hell', 1),
 ('lot.I’m', 1),
 ('standing', 1),
 ('facing', 1),
 ('old', 1),
 ('buddy.All', 1),
 ('do-Look', 1),
 ('lucky.', 1),
 ('lucky', 1),
 ('well.And', 1),
 ('sure.Because', 1),
 ('deal,', 1),
 ('lie.', 1),
 ('lies.', 1),
 ('Everybody', 1),
 ('liar.God,', 1),
 ('sure-No,', 1),
 ('that.The', 1),
 ('guy,', 1),
 ('night,', 1),
 ('time.There', 1),
 ('manifesto,', 1),
 ('one.Number', 1),
 ('two.Number', 1),
 ('two.I’ll', 1),
 ('what,', 1),
 ('needing', 1),
 ('healthcare.Because', 1),
 ('he,', 1),
 ('10', 1),
 ('employers', 1),
 ('getting', 1),
 ('eye', 1),
 ('Take', 1),
 ('away.He', 1),
 ('how.', 1),
 ('offered', 1),
 ('plan.He', 1),
 ('wishful', 1),
 ('thinking.', 1),
 ('Executive', 1),
 ('Orders', 1),
 ('lowered', 1),
 ('anybody.', 1),
 ('promising', 1),
 ('elected.', 1),
 ('none,', 1),
 ('else', 1),
 ('00:17:14].Sure.Whatever', 1),
 ('issue.', 1),
 ('speak.', 1),
 ('You’re', 1),
 ('strongly', 1),
 ('feel.Vote', 1),
 ('now.Make', 1),
 ('Senators.I’m', 1),
 ('question.Will', 1),
 ('up,', 1),
 ('man?This', 1),
 ('un-Presidential.That', 1),
 ('productive', 1),
 ('segment,', 1),
 ('it?', 1),
 ('Keep', 1),
 ('yapping,', 1),
 ('man.They', 1),
 ('do.Good', 1),
 ('luck.', 1),
 ('dead.', 1),
 ('infected', 1),
 ('We,', 1),
 ('4%', 1),
 ('population,', 1),
 ('20%', 1),
 ('deaths.', 1),
 ('40,000', 1),
 ('contracting', 1),
 ('750', 1),
 ('presented', 1),
 ('number,', 1),
 ('“It', 1),
 ('is.”', 1),
 ('are.', 1),
 ('February', 1),
 ('deadly', 1),
 ('disease.', 1),
 ('tape', 1),
 ('acknowledging', 1),
 ('warning', 1),
 ('panic', 1),
 ('panic.', 1),
 ('panicked.', 1),
 ('do?He', 1),
 ('ground', 1),
 ('Wuhan', 1),
 ('owe', 1),
 ('debt', 1),
 ('gratitude', 1),
 ('transparent', 1),
 ('us.', 1),
 ('then?', 1),
 ('waited.', 1),
 ('plan.I', 1),
 ('March,', 1),
 ('exactly', 1),
 ('again', 1),
 ('July,', 1),
 ('protective', 1),
 ('gear', 1),
 ('possible.', 1),
 ('House', 1),
 ('Open', 1),
 ('bunker', 1),
 ('sand', 1),
 ('trap', 1),
 ('course', 1),
 ('Oval', 1),
 ('Office', 1),
 ('fund', 1),
 ('lives.I', 1),
 ('job.', 1),
 ('done.14,000', 1),
 ('died,', 1),
 ('200,000.And', 1),
 ('…', 1),
 ('economy.', 1),
 ('because,', 1),
 ('morning', 1),
 ('empty', 1),
 ('chair', 1),
 ('kitchen', 1),
 ('table', 1),
 ('situation', 1),
 ('mom', 1),
 ('dad', 1),
 ('speak', 1),
 ('nurse', 1),
 ('holding', 1),
 ('phone', 1),
 ('goodbye?His', 1),
 ('lose', 1),
 ('year.', 1),
 ('wear', 1),
 ('numbers.', 1),
 ('notion', 1),
 ('Nor', 1),
 ('don’t.', 1),
 ('scientist.God.This', 1),
 ('you-…', 1),
 ('Easter,', 1),
 ('warm', 1),
 ('weather,', 1),
 ('it’d', 1),
 ('Miraculous,', 1),
 ('miracle.', 1),
 ('inject', 1),
 ('bleach', 1),
 ('arm,', 1),
 ('man.So', 1),
 ('Every', 1),
 ('company', 1),
 ('distribution', 1),
 ('occur', 1),
 ('sometime', 1),
 ('beginning', 1),
 ('pray', 1),
 ('will.', 1),
 ('Pray', 1),
 ('will.No', 1),
 ('puts', 1),
 ('pressure', 1),
 ('disagrees', 1),
 ('scientists.Everybody', 1),
 ('knows-Well,', 1),
 ('scientist.', 1),
 ('She', 1),
 ('the-Yes.', 1),
 ('scientists', 1),
 ('there,', 1),
 ('hospital', 1),
 ('Their', 1),
 ('depend', 1),
 ('way-By', 1),
 ('way-Do', 1),
 ('believe', 1),
 ('moment', 1),
 ('telling', 1),
 ('light', 1),
 ('lies', 1),
 ('relating', 1),
 ('acknowledged', 1),
 ('happening,', 1),
 ('February,', 1),
 ('record', 1),
 ('panicked', 1),
 ('stock', 1),
 ('two.', 1),
 ('guess', 1),
 ('what?', 1),
 ('die', 1),
 ('gets', 1),
 ('smarter,', 1),
 ('quicker-Oh,', 1),
 ('break.Well,', 1),
 ('let’s', 1),
 ('debate-Because', 1),
 ('You’ve', 1),
 ('reopen', 1),
 ('PPE,', 1),
 ('sanitation', 1),
 ('classic-Will', 1),
 ('shush', 1),
 ('minute?Nancy', 1),
 ('Pelosi', 1),
 ('Schumer,', 1),
 ('Senate.', 1),
 ('course.', 1),
 ('literally,', 1),
 ('Think', 1),
 ('it.You', 1),
 ('admitted', 1),
 ('you’d', 1),
 ('down.I', 1),
 ('that.I', 1),
 ('that.Just', 1),
 ('rally.Look,', 1),
 ('wherewithal', 1),
 ('provided', 1),
 ('money,', 1),
 ...]
In [125]:
trump_word_count = Counter(all_trump_words.split(' '))
trump_word_count.most_common()
Out[125]:
[('the', 235),
 ('a', 182),
 ('you', 172),
 ('to', 161),
 ('and', 144),
 ('of', 119),
 ('I', 105),
 ('have', 92),
 ('it', 85),
 ('in', 80),
 ('that', 75),
 ('they', 56),
 ('is', 53),
 ('we', 50),
 ('And', 50),
 ('people', 49),
 ('was', 43),
 ('because', 42),
 ('at', 41),
 ('going', 40),
 ('They', 40),
 ('be', 39),
 ('want', 39),
 ('do', 38),
 ('don’t', 38),
 ('would', 36),
 ('with', 36),
 ('are', 34),
 ('We', 34),
 ('on', 34),
 ('not', 34),
 ('know', 34),
 ('what', 33),
 ('he', 33),
 ('You', 32),
 ('very', 31),
 ('look', 31),
 ('by', 29),
 ('had', 29),
 ('got', 29),
 ('were', 28),
 ('it’s', 28),
 ('me', 28),
 ('said', 27),
 ('about', 27),
 ('just', 27),
 ('think', 26),
 ('for', 26),
 ('but', 25),
 ('I’m', 25),
 ('if', 24),
 ('didn’t', 24),
 ('all', 24),
 ('our', 24),
 ('[crosstalk', 22),
 ('your', 21),
 ('down', 21),
 ('as', 20),
 ('it.', 20),
 ('done', 19),
 ('But', 19),
 ('tell', 18),
 ('say', 18),
 ('no', 18),
 ('them', 18),
 ('million', 17),
 ('It’s', 17),
 ('never', 17),
 ('from', 16),
 ('three', 16),
 ('like', 16),
 ('He', 16),
 ('out', 16),
 ('will', 15),
 ('go', 15),
 ('up', 15),
 ('did', 14),
 ('so', 14),
 ('that’s', 14),
 ('get', 14),
 ('can', 14),
 ('see', 14),
 ('back', 14),
 ('law', 14),
 ('their', 13),
 ('an', 13),
 ('where', 13),
 ('run', 13),
 ('shut', 13),
 ('has', 12),
 ('that.', 12),
 ('we’re', 12),
 ('when', 12),
 ('left', 12),
 ('If', 12),
 ('one', 12),
 ('than', 12),
 ('came', 12),
 ('So', 11),
 ('lot', 11),
 ('ever', 11),
 ('been', 11),
 ('The', 11),
 ('give', 11),
 ('far', 11),
 ('you’ve', 11),
 ('what’s', 11),
 ('made', 11),
 ('this', 11),
 ('over', 11),
 ('half', 11),
 ('right', 10),
 ('you,', 10),
 ('you’re', 10),
 ('they’re', 10),
 ('much', 10),
 ('I’ll', 10),
 ('call', 10),
 ('let', 10),
 ('They’re', 10),
 ('country', 10),
 ('there', 10),
 ('good', 9),
 ('other', 9),
 ('after', 9),
 ('way,', 9),
 ('doing', 9),
 ('or', 9),
 ('two', 9),
 ('which', 9),
 ('talking', 9),
 ('big', 9),
 ('could', 9),
 ('my', 9),
 ('more', 9),
 ('It', 9),
 ('country.', 9),
 ('I’ve', 9),
 ('these', 9),
 ('happened', 9),
 ('forest', 9),
 ('even', 8),
 ('Joe,', 8),
 ('Joe.', 8),
 ('we’ve', 8),
 ('now', 8),
 ('lost', 8),
 ('said,', 8),
 ('every', 7),
 ('election', 7),
 ('You’re', 7),
 ('military', 7),
 ('things', 7),
 ('put', 7),
 ('who', 7),
 ('closed', 7),
 ('take', 7),
 ('November', 7),
 ('went', 7),
 ('does', 7),
 ('New', 7),
 ('car', 7),
 ('can’t', 7),
 ('radical', 7),
 ('won', 6),
 ('election.', 6),
 ('In', 6),
 ('wouldn’t', 6),
 ('way', 6),
 ('it,', 6),
 ('President', 6),
 ('elected', 6),
 ('period', 6),
 ('years.', 6),
 ('wants', 6),
 ('military.', 6),
 ('Take', 6),
 ('well', 6),
 ('people.', 6),
 ('them.', 6),
 ('how', 6),
 ('too', 6),
 ('millions', 6),
 ('many', 6),
 ('that,', 6),
 ('We’ve', 6),
 ('me,', 6),
 ('also', 6),
 ('him', 6),
 ('name', 6),
 ('almost', 6),
 ('being', 6),
 ('states', 6),
 ('they’ve', 6),
 ('his', 6),
 ('That’s', 6),
 ('us', 6),
 ('dollars', 6),
 ('everything', 6),
 ('gave', 6),
 ('why', 6),
 ('ballots', 6),
 ('some', 5),
 ('time', 5),
 ('he’s', 5),
 ('great', 5),
 ('There’s', 5),
 ('problem', 5),
 ('probably', 5),
 ('aren’t', 5),
 ('As', 5),
 ('already', 5),
 ('years', 5),
 ('party', 5),
 ('doesn’t', 5),
 ('happening', 5),
 ('individual', 5),
 ('thing.', 5),
 ('first', 5),
 ('47', 5),
 ('year', 5),
 ('people,', 5),
 ('days', 5),
 ('last', 5),
 ('better', 5),
 ('then', 5),
 ('should', 5),
 ('died', 5),
 ('Trump', 5),
 ('bad', 5),
 ('political', 5),
 ('close', 5),
 ('through', 5),
 ('found', 5),
 ('whole', 5),
 ('When', 5),
 ('Because', 5),
 ('vice', 5),
 ('president', 5),
 ('any', 5),
 ('called', 5),
 ('sent', 5),
 ('end', 5),
 ('phenomenal', 4),
 ('really', 4),
 ('greatest', 4),
 ('up.', 4),
 ('happen', 4),
 ('concerned,', 4),
 ('time,', 4),
 ('We’re', 4),
 ('private', 4),
 ('happy', 4),
 ('Why', 4),
 ('me.', 4),
 ('rid', 4),
 ('him,', 4),
 ('coming', 4),
 ('paid', 4),
 ('agreed', 4),
 ('under', 4),
 ('good.', 4),
 ('make', 4),
 ('took', 4),
 ('away', 4),
 ('they’ll', 4),
 ('disaster.', 4),
 ('something', 4),
 ('answer', 4),
 ('years,', 4),
 ('much.', 4),
 ('in,', 4),
 ('thousands', 4),
 ('really,', 4),
 ('thing', 4),
 ('job', 4),
 ('companies', 4),
 ('to,', 4),
 ('use', 4),
 ('lowest', 4),
 ('economy', 4),
 ('down.', 4),
 ('those', 4),
 ('mask', 4),
 ('need', 4),
 ('wear', 4),
 ('open', 4),
 ('brought', 4),
 ('you’ll', 4),
 ('tax', 4),
 ('what,', 4),
 ('leave', 4),
 ('super', 4),
 ('group', 4),
 ('today', 4),
 ('day', 4),
 ('place.', 4),
 ('cars', 4),
 ('caught', 4),
 ('sending', 4),
 ('ballots.', 4),
 ('Chris.', 3),
 ('all.', 3),
 ('top', 3),
 ('fact,', 3),
 ('places.', 3),
 ('she', 3),
 ('all,', 3),
 ('He’s', 3),
 ('hundred', 3),
 ('point', 3),
 ('four', 3),
 ('totally', 3),
 ('wrong.', 3),
 ('here,', 3),
 ('nothing', 3),
 ('absolutely', 3),
 ('That', 3),
 ('most', 3),
 ('okay.', 3),
 ('surprised.', 3),
 ('getting', 3),
 ('drugs', 3),
 ('allow', 3),
 ('Governors', 3),
 ('Bernie', 3),
 ('saying', 3),
 ('is,', 3),
 ('Obamacare,', 3),
 ('Chris,', 3),
 ('pack', 3),
 ('Court', 3),
 ('nothing.', 3),
 ('talk', 3),
 ('By', 3),
 ('“President', 3),
 ('Democrat', 3),
 ('did.', 3),
 ('masks.', 3),
 ('haven’t', 3),
 ('them,', 3),
 ('months', 3),
 ('spoken', 3),
 ('lot.', 3),
 ('before', 3),
 ('set', 3),
 ('word', 3),
 ('what?', 3),
 ('something,', 3),
 ('built', 3),
 ('do,', 3),
 ('problems', 3),
 ('different', 3),
 ('down,', 3),
 ('do.', 3),
 ('record', 3),
 ('likes', 3),
 ('seen', 3),
 ('People', 3),
 ('couple', 3),
 ('This', 3),
 ('say,', 3),
 ('York.', 3),
 ('dollars.', 3),
 ('given', 3),
 ('Obama', 3),
 ('believe', 3),
 ('care', 3),
 ('done.', 3),
 ('slowest', 3),
 ('recovery', 3),
 ('since', 3),
 ('up,', 3),
 ('means', 3),
 ('became', 3),
 ('number', 3),
 ('son', 3),
 ('deserve', 3),
 ('fortune', 3),
 ('billion', 3),
 ('support', 3),
 ('place', 3),
 ('teaching', 3),
 ('happen.', 3),
 ('There', 3),
 ('Look', 3),
 ('anything.', 3),
 ('send', 3),
 ('A', 3),
 ('300', 3),
 ('judges', 3),
 ('128', 3),
 ('thrown', 3),
 ('air.', 3),
 ('forest.', 3),
 ('electric', 3),
 ('solicited', 3),
 ('ballot,', 3),
 ('ballot', 3),
 ('urging', 3),
 ('am', 3),
 ('Senate,', 2),
 ('respected', 2),
 ('way.', 2),
 ('her', 2),
 ('biggest', 2),
 ('Notre', 2),
 ('she’s', 2),
 ('plenty', 2),
 ('itself.', 2),
 ('election,', 2),
 ('know.', 2),
 ('anybody', 2),
 ('court.', 2),
 ('professor', 2),
 ('single', 2),
 ('long', 2),
 ('few', 2),
 ('Democrats,', 2),
 ('only', 2),
 ('difference', 2),
 ('pre-existing', 2),
 ('say.', 2),
 ('strongly,', 2),
 ('10', 2),
 ('so,', 2),
 ('during', 2),
 ('number.', 2),
 ('health', 2),
 ('Your', 2),
 ('socialist', 2),
 ('according', 2),
 ('308,000', 2),
 ('dying', 2),
 ('proper', 2),
 ('healthcare', 2),
 ('ban', 2),
 ('China,', 2),
 ('ballot?', 2),
 ('here', 2),
 ('have.', 2),
 ('course,', 2),
 ('worst', 2),
 ('part', 2),
 ('ask', 2),
 ('Let', 2),
 ('something.', 2),
 ('cutting', 2),
 ('drug', 2),
 ('against', 2),
 ('prices', 2),
 ('80', 2),
 ('destroying', 2),
 ('tiny', 2),
 ('left,', 2),
 ('gives', 2),
 ('socialized', 2),
 ('early', 2),
 ('graduated', 2),
 ('Go', 2),
 ('Sanders', 2),
 ('left.', 2),
 ('plan', 2),
 ('Obamacare', 2),
 ('fixed', 2),
 ('might', 2),
 ('choice', 2),
 ('mandate.', 2),
 ('is.', 2),
 ('destroyed', 2),
 ('shouldn’t', 2),
 ('blame', 2),
 ('matter', 2),
 ('cheaper', 2),
 ('Supreme', 2),
 ('Joe?', 2),
 ('understand,', 2),
 ('listened', 2),
 ('open,', 2),
 ('person', 2),
 ('China’s', 2),
 ('fault.', 2),
 ('numbers,', 2),
 ('China.', 2),
 ('racist', 2),
 ('thought', 2),
 ('Dr.', 2),
 ('Fauci', 2),
 ('Many', 2),
 ('job.”', 2),
 ('job.', 2),
 ('ventilators.', 2),
 ('fake', 2),
 ('press', 2),
 ('care.', 2),
 ('gotten', 2),
 ('Joe.Well,', 2),
 ('less', 2),
 ('behind', 2),
 ('Johnson', 2),
 ('&', 2),
 ('Johnson,', 2),
 ('sooner.', 2),
 ('disagree', 2),
 ('him.', 2),
 ('No,', 2),
 ('both', 2),
 ('vaccine', 2),
 ('spoke', 2),
 ('Delaware', 2),
 ('either', 2),
 ('Don’t', 2),
 ('smart', 2),
 ('Nancy', 2),
 ('keep', 2),
 ('shutting', 2),
 ('minute,', 2),
 ('second,', 2),
 ('anything', 2),
 ('Now', 2),
 ('very,', 2),
 ('learned', 2),
 ('Pennsylvania,', 2),
 ('certain', 2),
 ('reasons', 2),
 ('until', 2),
 ('here.', 2),
 ('social', 2),
 ('Every', 2),
 ('shows', 2),
 ('seen.', 2),
 ('They’ve', 2),
 ('“Masks', 2),
 ('okay', 2),
 ('show', 2),
 ('true.', 2),
 ('Nobody', 2),
 ('tremendous', 2),
 ('crowds,', 2),
 ('Joe', 2),
 ('negative', 2),
 ('China', 2),
 ('dead', 2),
 ('One', 2),
 ('into', 2),
 ('nobody’s', 2),
 ('again.', 2),
 ('destroy', 2),
 ('depression,', 2),
 ('saw', 2),
 ('hurting', 2),
 ('whatever', 2),
 ('look,', 2),
 ('Michigan,', 2),
 ('sad', 2),
 ('he’ll', 2),
 ('Our', 2),
 ('well,', 2),
 ('somebody', 2),
 ('come', 2),
 ('schools', 2),
 ('open.', 2),
 ('places', 2),
 ('football.', 2),
 ('it-…', 2),
 ('Ohio', 2),
 ('tax.', 2),
 ('know,', 2),
 ('have,', 2),
 ('dollars,', 2),
 ('pay', 2),
 ('person,', 2),
 ('building', 2),
 ('administration,', 2),
 ('man', 2),
 ('25', 2),
 ('fixing', 2),
 ('including', 2),
 ('taking', 2),
 ('boomed', 2),
 ('economic', 2),
 ('stock', 2),
 ('market', 2),
 ('goes', 2),
 ('jobs.', 2),
 ('COVID', 2),
 ('bring', 2),
 ('best', 2),
 ('you.', 2),
 ('ate', 2),
 ('takes', 2),
 ('billions', 2),
 ('makes', 2),
 ('fire', 2),
 ('important', 2),
 ('forgotten', 2),
 ('now,', 2),
 ('treated', 2),
 ('worse', 2),
 ('support.', 2),
 ('enforcement', 2),
 ('Portland,', 2),
 ('enforcement.', 2),
 ('words,', 2),
 ('lose', 2),
 ('won’t', 2),
 ('Chicago,', 2),
 ('cities', 2),
 ('order', 2),
 ('middle', 2),
 ('ended', 2),
 ('military,', 2),
 ('else.', 2),
 ('hundreds', 2),
 ('hate', 2),
 ('horrible', 2),
 ('Oakland.', 2),
 ('favor', 2),
 ('shot', 2),
 ('numbers', 2),
 ('supporters', 2),
 ('suburbs', 2),
 ('Oh,', 2),
 ('US', 2),
 ('that.I', 2),
 ('love', 2),
 ('National', 2),
 ('over.', 2),
 ('problem.', 2),
 ('wing', 2),
 ('name,', 2),
 ('stand', 2),
 ('Antifa', 2),
 ('throw', 2),
 ('administration', 2),
 ('despite', 2),
 ('Hillary', 2),
 ('Clinton,', 2),
 ('above', 2),
 ('calling', 2),
 ('maybe', 2),
 ('things.', 2),
 ('vets.', 2),
 ('judges,', 2),
 ('judges.', 2),
 ('openings', 2),
 ('little', 2),
 ('tens', 2),
 ('clean', 2),
 ('water', 2),
 ('businesses', 2),
 ('trees,', 2),
 ('trees', 2),
 ('old', 2),
 ('immaculate', 2),
 ('extent,', 2),
 ('California’s', 2),
 ('management,', 2),
 ('cities.', 2),
 ('major', 2),
 ('country,', 2),
 ('along', 2),
 ('expensive', 2),
 ('least', 2),
 ('out.', 2),
 ('too.', 2),
 ('Green', 2),
 ('out-…', 2),
 ('100', 2),
 ('does.', 2),
 ('statement', 2),
 ('tape.', 2),
 ('transition,', 2),
 ('won.', 2),
 ('back.', 2),
 ('wastepaper', 2),
 ('fraud', 2),
 ('losing', 2),
 ('counting', 2),
 ('ballots,', 2),
 ('hope', 2),
 ('vote.', 2),
 ('wrong', 2),
 ('watch.', 2),
 ('fair', 2),
 ('cheat.', 2),
 ('honest', 2),
 ('How', 1),
 ('doing?Thank', 1),
 ('much,', 1),
 ('simply.', 1),
 ('Elections', 1),
 ('consequences.', 1),
 ('White', 1),
 ('House,', 1),
 ('nominee', 1),
 ('Top,', 1),
 ('academic,', 1),
 ('Good', 1),
 ('endorsers', 1),
 ('liberal', 1),
 ('Dame', 1),
 ('fantastic.', 1),
 ('time.', 1),
 ('Even', 1),
 ('outstanding.', 1),
 ('She’s', 1),
 ('served', 1),
 ('feel', 1),
 ('Dame,', 1),
 ('highly', 1),
 ('student', 1),
 ('had.', 1),
 ('school.And', 1),
 ('therefore', 1),
 ('choose', 1),
 ('her,', 1),
 ('knowingly', 1),
 ('otherwise.', 1),
 ('they’d', 1),
 ('try', 1),
 ('faster.', 1),
 ('Merrick', 1),
 ('Garland,', 1),
 ('stopped.', 1),
 ('reverse,', 1),
 ('also.', 1),
 ('Definitely', 1),
 ('reverse.', 1),
 ('Chris.Thank', 1),
 ('Joe.There', 1),
 ('conditions.', 1),
 ('Okay,', 1),
 ('Justice', 1),
 ('Ginsburg', 1),
 ('powerfully,', 1),
 ('ago', 1),
 ('Senate', 1),
 ('President-During', 1),
 ('opening.', 1),
 ('bigger', 1),
 ('extinguish', 1),
 ('180', 1),
 ('care,', 1),
 ('this.Well,', 1),
 ('certainly', 1),
 ('socialist.', 1),
 ('socialist-That’s', 1),
 ('saying.Your', 1),
 ('medicine', 1),
 ('healthcare.And', 1),
 ('dominate', 1),
 ('that.Not', 1),
 ('Harris.Joe,', 1),
 ('couldn’t', 1),
 ('provide', 1),
 ('this.And', 1),
 ('200,', 1),
 ('late', 1),
 ('draw.', 1),
 ('heavily', 1),
 ('infected.', 1),
 ('Europe.You', 1),
 ('later,', 1),
 ('later.We’re', 1),
 ('people.You', 1),
 ('ballot.', 1),
 ('ballot.I', 1),
 ('so.There’s', 1),
 ('there.You', 1),
 ('view', 1),
 ('Roe', 1),
 ('V.', 1),
 ('Wade?', 1),
 ('view.That’s', 1),
 ('right.Because', 1),
 ('healthcare.Yes,', 1),
 ('Of', 1),
 ('mandate.Excuse', 1),
 ('mandate,', 1),
 ('chunk', 1),
 ('Obamacare.That', 1),
 ('Obamacare.Chris,', 1),
 ('Obamacare.Well,', 1),
 ('mandate', 1),
 ('unpopular', 1),
 ('aspect', 1),
 ('Obamacare.I', 1),
 ('protect', 1),
 ('people.Go', 1),
 ('ahead.Well,', 1),
 ('guess', 1),
 ('debating', 1),
 ('symbolic.', 1),
 ('prices.', 1),
 ('Favored', 1),
 ('Nations,', 1),
 ('courage', 1),
 ('pharma.', 1),
 ('Drug', 1),
 ('90%.', 1),
 ('government,', 1),
 ('Nobody’s', 1),
 ('healthcare.All', 1),
 ('done.I’ll', 1),
 ('example.', 1),
 ('Insulin,', 1),
 ('families,', 1),
 ('cost.', 1),
 ('cheap', 1),
 ('water,', 1),
 ('truth.', 1),
 ('cheap.', 1),
 ('doing.', 1),
 ('Prescription', 1),
 ('prices,', 1),
 ('countries', 1),
 ('buy', 1),
 ('fraction', 1),
 ('do.This', 1),
 ('stuff.That’s', 1),
 ('says,', 1),
 ('way.Joe,', 1),
 ('Sanders,', 1),
 ('who’s', 1),
 ('manifesto,', 1),
 ('medicine.Are', 1),
 ('agree?Not', 1),
 ('much.Not', 1),
 ('much.If', 1),
 ('Pocahontas', 1),
 ('primary.On', 1),
 ('Super', 1),
 ('Tuesday,', 1),
 ('lucky.With', 1),
 ('what?With', 1),
 ('what?But', 1),
 ('agree.', 1),
 ('liar.', 1),
 ('class', 1),
 ('class.You’d', 1),
 ('You’d', 1),
 ('ahead,', 1),
 ('Joe.Listen,', 1),
 ('manifesto.He', 1),
 ('left.You', 1),
 ('00:15:10],', 1),
 ('medicine.Who', 1),
 ('Bernie?No,', 1),
 ('lower', 1),
 ('price,', 1),
 ('good.I’ve', 1),
 ('it.We’ve', 1),
 ('extent.', 1),
 ('don’t,', 1),
 ('good.Obamacare', 1),
 ('on.', 1),
 ('guaranteed', 1),
 ('conditions,', 1),
 ('Listen,', 1),
 ('…', 1),
 ('make,', 1),
 ('badly?', 1),
 ('badly,', 1),
 ('importantly,', 1),
 ('help', 1),
 ('Okay.', 1),
 ('“You’ve', 1),
 ('well.”', 1),
 ('meeting', 1),
 ('expensive.', 1),
 ('Premiums', 1),
 ('high,', 1),
 ('work.', 1),
 ('better.Go', 1),
 ('ahead.Good.Of', 1),
 ('do.Are', 1),
 ('court?Are', 1),
 ('court?He', 1),
 ('question.Why', 1),
 ('question?', 1),
 ('new', 1),
 ('Justices.', 1),
 ('Radical', 1),
 ('left.Listen,', 1),
 ('list,', 1),
 ('Who’s', 1),
 ('list?He’s', 1),
 ('list.The', 1),
 ('Joe.47', 1),
 ('understand.Wrong.Wrong.It’s', 1),
 ('wrong.So,', 1),
 ('you.If', 1),
 ('would’ve', 1),
 ('wide', 1),
 ('died,', 1),
 ('200,000.', 1),
 ('happened.', 1),
 ('stopped', 1),
 ('And,', 1),
 ('Russia.', 1),
 ('India.', 1),
 ('exactly', 1),
 ('straight', 1),
 ('count,', 1),
 ('understand.', 1),
 ('done,', 1),
 ('“He’s', 1),
 ('xenophobic.', 1),
 ('xenophobic,”', 1),
 ('Wait', 1),
 ('minute.You', 1),
 ('terrible.', 1),
 ('another', 1),
 ('months.', 1),
 ('early,', 1),
 ('saved', 1),
 ('lives.”', 1),
 ('worked', 1),
 ('Governor.', 1),
 ('Oh', 1),
 ('look.', 1),
 ('Most', 1),
 ('necessarily', 1),
 ('side', 1),
 ('gowns.', 1),
 ('weeks', 1),
 ('vaccine.', 1),
 ('therapeutics', 1),
 ('already.', 1),
 ('Fewer', 1),
 ('sick.', 1),
 ('Far', 1),
 ('fewer', 1),
 ('dying.', 1),
 ('job.The', 1),
 ('job,', 1),
 ('news,', 1),
 ('news.', 1),
 ('press,', 1),
 ('unfortunately.', 1),
 ('used', 1),
 ('blood.', 1),
 ('could’ve', 1),
 ('Swine', 1),
 ('Flu.', 1),
 ('H1-N1,', 1),
 ('own', 1),
 ('Chief', 1),
 ('Staff', 1),
 ('disaster.A', 1),
 ('lethal', 1),
 ('disease,', 1),
 ('way.We', 1),
 ('late.', 1),
 ('Joe.You', 1),
 ('trust', 1),
 ('Pfizer?Well,', 1),
 ('rather', 1),
 ('save', 1),
 ('lives.It', 1),
 ('Pfizer,', 1),
 ('speak', 1),
 ('Moderna,', 1),
 ('others.', 1),
 ('faster', 1),
 ('become', 1),
 ('left…', 1),
 ('Or', 1),
 ('them.I', 1),
 ('there,', 1),
 ('office', 1),
 ('ago.Because', 1),
 ('possibility', 1),
 ('we’ll', 1),
 ('1st.', 1),
 ('that.Well,', 1),
 ('deliver', 1),
 ('away.', 1),
 ('Logistically,', 1),
 ('delivers', 1),
 ('soldiers', 1),
 ('200,000', 1),
 ('day.', 1),
 ('delivering-It’s', 1),
 ('up.That', 1),
 ('sarcastically,', 1),
 ('sarcastically.You’ll', 1),
 ('sooner', 1),
 ('that.We', 1),
 ('scientists', 1),
 ('charge-…', 1),
 ('soon.Did', 1),
 ('smart?', 1),
 ('State,', 1),
 ('forgot', 1),
 ('college.', 1),
 ('State.', 1),
 ('class.', 1),
 ('word.Because', 1),
 ...]
In [130]:
set_biden = set(all_biden_words.split(' '))
set_trump = set(all_trump_words.split(' '))
In [131]:
print(len(set_biden))
print(len(set_trump))

1827
1890
In [133]:
set_biden
Out[133]:
{'You-',
 'hell',
 'kids',
 'testify,',
 'market.',
 'penny',
 'warming.',
 'healthcare.Yes.It',
 'students',
 'prevailing',
 'afraid',
 '10',
 'Accord.',
 'talk',
 'for',
 'panic',
 'constitution.',
 'Chrysler',
 'started.',
 'prosecuted',
 'Conway.She',
 'year.',
 'having',
 'racists',
 'bench,',
 'also',
 'lucky',
 'Keep',
 'acknowledged',
 'No',
 'went',
 '91',
 'psychologist',
 'taken',
 'help.Because',
 'speaking',
 'good-paying',
 'millions',
 'trust',
 '00:08:48].No',
 'That',
 'that.I',
 'civil',
 'Medicaid.',
 'many',
 'happen,',
 'doesn’t',
 'lost',
 'happening,',
 'Bernie',
 'deadly',
 'serious',
 'view',
 '“No,',
 'president',
 'spends',
 'discredited.That',
 'torn',
 'respond',
 'here.',
 'power.',
 'waited.',
 'our',
 'person.',
 'the-',
 'what?',
 'segment,',
 'no,',
 'gasoline',
 'ripped',
 'wrong,',
 'states.',
 'you’ve',
 'apples.',
 'debates',
 'here',
 'schools',
 'Michigan.',
 'clear.',
 'eyes,',
 'group',
 'votes,',
 'doing.',
 'two',
 '20,',
 'years.',
 'disease.',
 'healthcare.He',
 '00:24:25]This',
 'taxes.',
 'declared',
 'hole-…',
 '4%',
 '01:05:32]…',
 'it?',
 'go',
 'mom',
 'trouble.Look,',
 'This',
 'media,',
 'bad',
 'foreign',
 'tune',
 '00:16:04]?Yeah,',
 'threat',
 'never',
 'fine.',
 '“There',
 'mileage',
 'working',
 'only',
 'military',
 'up.You’re',
 'same',
 'said.Every',
 'simply',
 'bleach',
 'Governors',
 'admitted',
 'true.That’s',
 'insults',
 'puppy.',
 'right',
 'social',
 'still',
 'Women’s',
 'early.',
 'President.Now,',
 'aren’t',
 'true.None',
 'renewable',
 '00:59:17]',
 'why',
 'said-Yes,',
 'down',
 'contracted',
 'wishful',
 'were',
 'lucky.',
 'thirdly,',
 'Methane.',
 'counties',
 'person,',
 'died',
 'killed.',
 'feelings,',
 'know,',
 'nothing.',
 '$400',
 'state,',
 'who,',
 'billions',
 'who',
 'Figure',
 'contracting',
 'of,',
 'those',
 'businesses.',
 'Claymont',
 'enforcement',
 'that.He',
 'legitimate.Mail',
 'new',
 'reporter',
 'crisis.',
 'better',
 'saying,',
 '01:07:24]-Yes.',
 'pay',
 'are.',
 'accountable',
 'all,',
 'question,',
 'Excuse',
 'Wuhan',
 'budget',
 'Scranton.',
 'me?No,',
 'weather,',
 'whatever',
 'Nor',
 'regard',
 'wants',
 'entire',
 'means',
 'Act',
 'falling',
 'day.',
 'tens',
 'liar.God,',
 'countries',
 'feel.Vote',
 'shouldn’t',
 'two.Look,',
 'said,',
 'wanted',
 'companies',
 'blew',
 'hundred',
 'education',
 'your',
 'sense',
 'of.',
 '00:04:44].Yeah.The',
 'may-Yeah,',
 'bile',
 'qualifies',
 'lives.',
 '$1',
 'Stop',
 'two.',
 'man.They',
 'government',
 'one.',
 'run',
 'conditions',
 'why?',
 'opened',
 'Well,',
 'took',
 'automobiles',
 'Party.I',
 'you’d',
 'election.That’s',
 'let',
 'depression',
 'Wall',
 'rally.Look,',
 'idea',
 'African',
 'answer,',
 'Senators',
 'their',
 'dying.',
 'Just',
 'energy.',
 'like,',
 'Many',
 'All',
 'coal',
 'do.',
 'iwillvote.com,',
 'standards',
 '21%.',
 'plan.',
 'another',
 'America.',
 'under',
 'votes-I',
 'committed',
 'majority',
 '00:24:32]',
 'disastrous',
 '“It',
 'between',
 'help',
 'focused',
 'proposal.Yeah,',
 'court.Donald',
 'true.It',
 'cheaper',
 'screwing',
 'anti-Semitic',
 '200',
 'deal-…',
 'Vote,',
 'fool',
 'we,',
 'calm',
 'scientist.',
 '500',
 'worked',
 'way.And',
 'okay.”',
 'true.Look,',
 'appropriate,',
 'wins',
 'people.',
 'knows',
 'African-American',
 'anything.Under',
 'finish.Not',
 'world,',
 'die',
 'whistle,',
 'Biden',
 'faith.',
 'got',
 'us,',
 'trouble',
 'employers',
 'masks',
 'up',
 'in',
 'right.Good',
 'day',
 'fire',
 'election.',
 'incentives',
 'Mr.',
 'V.',
 'would',
 'bunker',
 'needing',
 'relationship',
 'turn.I',
 'option.',
 'teachers',
 'trying',
 'Good',
 'woman',
 'son,',
 'save',
 'emit',
 'evidence',
 'federal,',
 'chiefs,',
 'His',
 'Roe',
 'classic-Will',
 'Scranton',
 'meet',
 'rantings',
 'effect.',
 'additional',
 'Come',
 '00:24:05]That',
 'Care',
 'putting',
 'rallies',
 'carrying',
 'Miraculous,',
 'Billionaires',
 'two.Number',
 'America,',
 'More',
 'numbers.',
 'radical',
 'debate-Because',
 'say,',
 'it’d',
 'smarter,',
 'Floyd.',
 'law.',
 'them',
 '00:55:51]-No.That',
 'able',
 'support',
 'People',
 'offered',
 'across',
 'Suburbs',
 'proud',
 'It’s',
 'school',
 'young',
 'governing',
 'Nothing.',
 'protective',
 'Service',
 'basically',
 'peaceful',
 'give',
 'steel,',
 'vaccine',
 'light',
 'situation',
 'asked',
 'resent-I’m',
 'friends',
 'excuse',
 'running',
 'Florida,',
 'polluting',
 '23',
 'dollars.Because',
 'Senate.',
 'jobs.',
 'protest',
 'way-Do',
 'court',
 'else',
 'cuts.And',
 'somehow',
 'Stand',
 'apart.',
 'coming',
 'none,',
 'dog',
 'Nobody’s',
 'recovery',
 'for,',
 '“I’m',
 'pressure',
 'stay',
 'socially',
 'rid',
 'Democrats',
 'all?',
 'Director',
 'qualify',
 'said',
 'years,',
 'number,',
 'Pray',
 'poll',
 'CDC',
 'mask',
 'matter',
 'manifesto,',
 'irresponsible',
 'administration.',
 'this',
 'America',
 'true.',
 'different',
 'mean',
 'grow',
 'safe.People',
 'clown.',
 'Sanders.I',
 'racist',
 'know',
 'way,',
 'this.',
 'heroes.And',
 'PPE,',
 'tell',
 'morning',
 '15%',
 'her',
 'sicker,',
 'come',
 'eye',
 'infected',
 'probably',
 'And,',
 'not-Not',
 'wasn’t',
 'methane',
 'we’ve',
 'guy-We',
 'was',
 'past,',
 'seems',
 'occur,',
 'elected',
 'infrastructure',
 'mask.',
 'President-',
 '750',
 'old',
 'because,',
 'men',
 'significantly',
 'violent',
 'nominee',
 'decency.',
 'anything.I',
 'Fewer',
 'hour,',
 'exact',
 'is.',
 'plan,',
 'large',
 'poor',
 'body',
 'family’s',
 'plan',
 'actually',
 'Americans',
 'totally',
 'military…',
 'Accord.For',
 'night.',
 'fund',
 'single',
 'soldiers.By',
 'Senators.I’m',
 'facing',
 'it.Yeah,',
 'still.',
 'defunding',
 'matters.No',
 'analysis',
 'table',
 'bring',
 'create',
 'away',
 'healthcare',
 'cars',
 'people.Look-…',
 'Deal.Prepare',
 'being',
 'watch.He',
 'themselves',
 'you',
 '500,000',
 'floods,',
 'as',
 '200,000',
 'phone',
 'code',
 'happen',
 'saying',
 'all',
 'fleet',
 'stations',
 'issue',
 'true.Is',
 'Star.',
 'require',
 'truth.',
 'absolutely',
 'Green',
 'back',
 'literally,',
 'chair',
 '00:58:14]',
 'approved',
 'gratitude',
 'done.14,000',
 'world’s',
 'point,',
 'bulging,',
 'real',
 'Irish',
 'true.We',
 'nation,',
 'fundamentally',
 'things',
 'oil',
 'administration',
 'ask',
 'That’s',
 'person',
 'hole.',
 'service',
 'answer',
 'couldn’t',
 'healthcare.Because',
 'including',
 'votes',
 'quickly,',
 'occurs',
 'done.',
 'don’t,',
 'more',
 'no',
 'constantly',
 'highways',
 'COVID?',
 'first',
 'gigantic',
 'torches,',
 'demeaning',
 'miracle.',
 'rising',
 'which',
 'Manufacturing',
 'point.It’s',
 'risk',
 '1000',
 'population,',
 'established',
 'open',
 'suburbs.',
 'already-And',
 'opposed',
 'ships,',
 'some',
 'watchers',
 'weapon',
 'trap',
 'fact',
 'last',
 'discredited.My',
 'not…',
 'sufficient',
 'mistake',
 'just',
 'office,',
 'counting',
 'forward.',
 'July,',
 'policy.',
 'Floyd',
 'cuts.',
 'dying',
 'stock',
 'not.',
 'deaths',
 'true.And',
 'about.I',
 'concerned',
 'anyone',
 'Peaceful',
 'spend',
 'changed',
 'Schumer,',
 'that’ll',
 '17%,',
 'suburb',
 'women.',
 'warm',
 'perfected',
 'at',
 'racial',
 'safer.',
 'one,',
 'Hispanic',
 'appropriate.',
 'guy,',
 'Act?I’m',
 'lives,',
 'they',
 'line.',
 'inherited',
 'Those',
 'United',
 'allies.By',
 'want',
 'ridiculous.Absolutely',
 'overtaking',
 'proposal.That',
 '1950.',
 'Some',
 'dangerous',
 'police',
 'issue.',
 'oil.',
 'tested?',
 'I’d',
 'true.Not',
 'related',
 'me.',
 'You,',
 'what’s',
 'talking',
 'written',
 'spokesperson',
 'laid',
 'will…',
 'final',
 'justice,',
 'pieces',
 'distribution',
 'wouldn’t',
 'problems',
 'And',
 '$300',
 'Once',
 'buddy.All',
 'distanced',
 'relaxed',
 'much',
 'loser.',
 'American',
 'end',
 'billion',
 'came',
 'she’s',
 'enforced.',
 'determine',
 'time',
 'remember',
 'Breonna',
 'Barisma-He',
 'rest',
 'anything.',
 'use',
 'outcome.',
 '00:17:14].Sure.Whatever',
 'bit',
 'costs',
 'emergency.',
 'manufacturing',
 'this.The',
 'correct',
 'thrown',
 'standing',
 'color.',
 '00:15:43].The',
 'not.It',
 'protest.Nobody’s',
 'caused',
 'person.He',
 'Instead',
 'true.My',
 'fields,',
 'going',
 'Klan.',
 'looked',
 'now,',
 'safely.',
 'raised',
 'lot',
 'settle',
 'died,',
 'ballot',
 'home.',
 '$750',
 'hurricanes,',
 'done',
 'can-by',
 'respond.',
 'crisis',
 'corporate',
 'living',
 'Tens',
 'proposed',
 'vehicles.',
 'record',
 '00:48:23]',
 'when…',
 'office.',
 'officers,',
 'Accord',
 'anybody.',
 'States.',
 'instead',
 'through',
 'family.',
 'speak.',
 'build',
 'up,',
 'that-Play',
 'three.No.This',
 'minute?Nancy',
 'fact.It’s',
 'economy,',
 'count',
 'Republican,',
 'absorbed',
 'Affordable',
 'automatically',
 'me,',
 'then',
 'scientists.Everybody',
 'driving',
 'this.”',
 'over.',
 'act,',
 'Republican',
 'a-',
 'that-The',
 'crime-I’m',
 'be…That',
 'my',
 'disagrees',
 'very',
 'groups,',
 'anymore.',
 'believe',
 'mask,',
 'lines.',
 'maybe',
 'guy-',
 'early',
 'eliminate',
 'Bible.',
 'on',
 'Catholics,',
 'opportunity',
 'does,',
 'up.Let',
 'own',
 'Now,',
 'during',
 'divided.',
 'itself',
 'carbon',
 'occur',
 'generate',
 'without',
 'warning',
 'open?',
 'Act,',
 'She',
 'affidavit.',
 'sure',
 'private',
 'acknowledging',
 'worst',
 'show',
 'such',
 'stake',
 'Bishop',
 'possible.',
 'Medal.',
 'election',
 'down,',
 'you-…',
 'insisting',
 'Beau',
 'Desk',
 'savior',
 'counted,',
 'plan.I',
 'Hunter?That’s',
 'listen',
 'aware',
 'man?This',
 'even',
 'decide',
 'walk',
 'guess',
 'break.Well,',
 'see',
 'all-It’s',
 'happen.',
 'pre-existing',
 'and/or',
 'Look,',
 'sorted',
 'hatred,',
 'since',
 'heat',
 'worried',
 'You',
 'insensitivity.',
 'ridiculous.Violent',
 'distance.',
 'steel.',
 'What',
 'elect',
 'discussion.Number',
 'does',
 'people,',
 'is.”',
 'drug',
 'encouraged',
 'honest.',
 'integrated.',
 'man?I’m',
 'economic',
 'How',
 'He',
 'director,',
 'divided',
 'because',
 'pregnancy.',
 'growth,',
 'Close',
 'former',
 'should',
 'safe.Show',
 'one.Number',
 'costing',
 'forest.',
 'yapping,',
 'order',
 'one’s',
 'change,',
 'art',
 '“Here’s',
 'wore',
 'spent',
 'wait.',
 'pray',
 'veins',
 'race',
 'First',
 'I.Why',
 'rile',
 'plants-Pardon',
 'thought.',
 'he',
 'Biden,',
 'way',
 'state',
 'black',
 'country',
 'Court',
 'left',
 'statements',
 'Vice-That',
 'community.I’ve',
 'expand',
 'walked',
 'it',
 'wherewithal',
 'reason.So',
 'environment',
 'little',
 'give,',
 'Oval',
 'pointed',
 'clear',
 'hurricanes.',
 'telling',
 'did,',
 'cops',
 'that.',
 'sometime',
 'discredited.',
 'down.I',
 'War,',
 'enrolled',
 'zero,',
 'written,',
 '15',
 'that.Just',
 'thoroughly',
 'dotting',
 'pays',
 'don’t',
 'Democrats.',
 'company',
 'States',
 'In',
 'returns.Show',
 'problem.',
 'It',
 'country,',
 'oath',
 'totally-Totally',
 'today.',
 'matter,',
 'lies.',
 'fine',
 'economy-Let',
 'family,',
 'weaker,',
 'businesses',
 'equality',
 'organization-…',
 'ran',
 'hard',
 'outcome',
 'nuclear',
 'plant',
 'Patriot',
 'company-By',
 'winner',
 'Homeland',
 'well',
 '28%.',
 'nomination',
 'look',
 'back?',
 'recession.',
 'me',
 'police,',
 'Deal',
 'two,',
 'poor,',
 'China',
 'shush',
 'point',
 'House',
 'where',
 'Trump',
 'charge',
 'offices.',
 'money,',
 'well.',
 'four',
 'weatherized',
 'this-',
 'us',
 'exist',
 'was.',
 'done-The',
 'the-Yes.',
 'time.There',
 'Security',
 'strike',
 '…',
 'profligate',
 'voting',
 'can',
 'smart',
 'delivers',
 'folks',
 'jobs',
 'trillion',
 'will',
 'assistance.',
 '00:23:57]Well,',
 'church',
 'January,',
 'storms',
 'seventh,',
 'scientist.God.This',
 'need.',
 'quiet',
 'up?',
 'They',
 'by',
 'job',
 'Putin’s',
 'every',
 'whole',
 'division.This',
 'fact,',
 'held',
 'gathering',
 'March,',
 'dollars.',
 ...}
In [137]:
 

---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
<ipython-input-137-4334b5c4db64> in <module>
----> 1 targets.get_text()

~/.pyenv/versions/3.7.3/lib/python3.7/site-packages/bs4/element.py in __getattr__(self, key)
   2164         """Raise a helpful exception to explain a common code fix."""
   2165         raise AttributeError(
-> 2166             "ResultSet object has no attribute '%s'. You're probably treating a list of elements like a single element. Did you call find_all() when you meant to call find()?" % key
   2167         )

AttributeError: ResultSet object has no attribute 'get_text'. You're probably treating a list of elements like a single element. Did you call find_all() when you meant to call find()?
In [143]:
for t in targets:
    print(t.find('a').get_text())

01:20
02:10
02:49
02:51
02:51
03:11
04:01
04:53
05:22
05:29
05:34
05:36
06:12
07:08
07:34
08:01
08:02
08:24
08:25
08:29
08:31
08:32
08:33
08:58
09:00
09:02
09:05
09:08
09:09
09:11
09:12
09:39
09:47
09:48
09:58
10:00
10:04
10:04
10:05
10:06
10:11
10:25
10:31
10:32
10:33
10:34
10:35
10:36
10:40
10:51
10:51
11:05
11:05
11:07
11:08
11:11
11:11
11:25
11:26
11:28
11:31
11:32
11:35
11:36
11:38
11:38
11:44
11:44
11:46
11:52
11:53
12:16
12:40
12:40
12:41
12:42
13:03
13:04
13:06
13:17
13:17
13:23
13:25
13:26
13:29
13:32
13:57
14:04
14:05
14:06
14:10
14:10
14:12
14:12
14:14
14:17
14:18
14:21
14:23
14:23
14:25
14:25
14:34
14:41
14:43
14:44
14:46
14:47
14:51
14:55
14:57
14:58
14:58
14:59
15:01
15:13
15:14
15:20
15:21
15:41
15:45
15:46
15:47
15:49
15:54
15:59
16:42
16:45
16:45
16:47
16:48
16:50
16:52
16:52
17:13
17:15
17:16
17:55
18:05
18:07
18:08
18:09
18:12
18:17
18:18
18:18
18:20
18:23
18:25
18:25
18:27
18:30
18:35
18:37
18:37
18:40
19:33
20:30
20:43
20:43
20:57
20:57
20:57
20:57
21:30
21:31
21:31
22:06
22:07
22:54
23:15
23:18
23:25
23:27
23:32
23:33
23:57
24:03
24:25

---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
<ipython-input-143-f33b47045dac> in <module>
      1 for t in targets:
----> 2     print(t.find('a').get_text())

AttributeError: 'NoneType' object has no attribute 'get_text'
In [ ]:
[]