Overview

Dataset statistics

Number of variables52
Number of observations49886
Missing cells350804
Missing cells (%)13.5%
Total size in memory19.8 MiB
Average record size in memory416.0 B

Variable types

Categorical52

Alerts

contains_keyword has constant value "True"Constant
id has a high cardinality: 49886 distinct valuesHigh cardinality
tid has a high cardinality: 49856 distinct valuesHigh cardinality
index_x has a high cardinality: 49856 distinct valuesHigh cardinality
user.id has a high cardinality: 167 distinct valuesHigh cardinality
user.username has a high cardinality: 167 distinct valuesHigh cardinality
user.created has a high cardinality: 167 distinct valuesHigh cardinality
user.favouritesCount has a high cardinality: 157 distinct valuesHigh cardinality
user.followersCount has a high cardinality: 183 distinct valuesHigh cardinality
user.friendsCount has a high cardinality: 162 distinct valuesHigh cardinality
rawContent has a high cardinality: 49684 distinct valuesHigh cardinality
inReplyToTweetId has a high cardinality: 5102 distinct valuesHigh cardinality
inReplyToUser has a high cardinality: 209 distinct valuesHigh cardinality
media has a high cardinality: 11168 distinct valuesHigh cardinality
mentionedUsers has a high cardinality: 6517 distinct valuesHigh cardinality
links has a high cardinality: 19761 distinct valuesHigh cardinality
quotedTweet has a high cardinality: 6010 distinct valuesHigh cardinality
url has a high cardinality: 49841 distinct valuesHigh cardinality
date has a high cardinality: 48359 distinct valuesHigh cardinality
replyCount has a high cardinality: 2208 distinct valuesHigh cardinality
retweetCount has a high cardinality: 3351 distinct valuesHigh cardinality
likeCount has a high cardinality: 6330 distinct valuesHigh cardinality
quoteCount has a high cardinality: 1042 distinct valuesHigh cardinality
conversationId has a high cardinality: 46570 distinct valuesHigh cardinality
keywords has a high cardinality: 1734 distinct valuesHigh cardinality
level_0 has a high cardinality: 109 distinct valuesHigh cardinality
index_y has a high cardinality: 109 distinct valuesHigh cardinality
name has a high cardinality: 109 distinct valuesHigh cardinality
id.1 has a high cardinality: 109 distinct valuesHigh cardinality
ideology has a high cardinality: 108 distinct valuesHigh cardinality
vote_share has a high cardinality: 96 distinct valuesHigh cardinality
next_closest_share has a high cardinality: 89 distinct valuesHigh cardinality
alt_handle has a high cardinality: 68 distinct valuesHigh cardinality
date_of_birth has a high cardinality: 109 distinct valuesHigh cardinality
edu_information has a high cardinality: 109 distinct valuesHigh cardinality
twitter_handle has a high cardinality: 62 distinct valuesHigh cardinality
tweetLen has a high cardinality: 318 distinct valuesHigh cardinality
quoteCount is highly imbalanced (52.5%)Imbalance
keywords is highly imbalanced (53.7%)Imbalance
end_serving is highly imbalanced (82.1%)Imbalance
not_in_office is highly imbalanced (50.3%)Imbalance
last_congress is highly imbalanced (68.6%)Imbalance
ethnicity is highly imbalanced (63.2%)Imbalance
inReplyToTweetId has 44783 (89.8%) missing valuesMissing
inReplyToUser has 44783 (89.8%) missing valuesMissing
media has 38446 (77.1%) missing valuesMissing
mentionedUsers has 34786 (69.7%) missing valuesMissing
links has 29901 (59.9%) missing valuesMissing
place has 49853 (99.9%) missing valuesMissing
quotedTweet has 43370 (86.9%) missing valuesMissing
vote_share has 1460 (2.9%) missing valuesMissing
next_closest_share has 1460 (2.9%) missing valuesMissing
alt_handle has 22882 (45.9%) missing valuesMissing
twitter_handle has 39080 (78.3%) missing valuesMissing
id has unique valuesUnique

Reproduction

Analysis started2023-08-08 12:58:40.494734
Analysis finished2023-08-08 12:58:41.714468
Duration1.22 second
Software versionpandas-profiling v3.6.6
Download configurationconfig.json

Variables

id
Categorical

HIGH CARDINALITY  UNIQUE 

Distinct49886
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
0
 
1
33273
 
1
33251
 
1
33252
 
1
33253
 
1
Other values (49881)
49881 

Unique

Unique49886 ?
Unique (%)100.0%

Sample

1st row0
2nd row1
3rd row2
4th row3
5th row4

Common Values

ValueCountFrequency (%)
0 1
 
< 0.1%
33273 1
 
< 0.1%
33251 1
 
< 0.1%
33252 1
 
< 0.1%
33253 1
 
< 0.1%
33254 1
 
< 0.1%
33255 1
 
< 0.1%
33256 1
 
< 0.1%
33257 1
 
< 0.1%
33258 1
 
< 0.1%
Other values (49876) 49876
> 99.9%

tid
Categorical

Distinct49856
Distinct (%)99.9%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
134633
 
2
132331
 
2
130314
 
2
44507
 
2
44506
 
2
Other values (49851)
49876 

Unique

Unique49826 ?
Unique (%)99.9%

Sample

1st row321
2nd row390
3rd row720
4th row1342
5th row2662

Common Values

ValueCountFrequency (%)
134633 2
 
< 0.1%
132331 2
 
< 0.1%
130314 2
 
< 0.1%
44507 2
 
< 0.1%
44506 2
 
< 0.1%
45746 2
 
< 0.1%
45747 2
 
< 0.1%
132349 2
 
< 0.1%
128516 2
 
< 0.1%
128515 2
 
< 0.1%
Other values (49846) 49866
> 99.9%

index_x
Categorical

Distinct49856
Distinct (%)99.9%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
47621
 
2
47643
 
2
47658
 
2
262883
 
2
42817
 
2
Other values (49851)
49876 

Unique

Unique49826 ?
Unique (%)99.9%

Sample

1st row195510
2nd row112379
3rd row372950
4th row224601
5th row241535

Common Values

ValueCountFrequency (%)
47621 2
 
< 0.1%
47643 2
 
< 0.1%
47658 2
 
< 0.1%
262883 2
 
< 0.1%
42817 2
 
< 0.1%
42815 2
 
< 0.1%
262881 2
 
< 0.1%
139352 2
 
< 0.1%
47679 2
 
< 0.1%
139390 2
 
< 0.1%
Other values (49846) 49866
> 99.9%

user.id
Categorical

Distinct167
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
293131808
 
1503
109287731
 
1314
13218102
 
1157
247334603
 
1111
818554054309715969
 
959
Other values (162)
43842 

Unique

Unique1 ?
Unique (%)< 0.1%

Sample

1st row22195441
2nd row33537967
3rd row22044727
4th row278124059
5th row818554054309715969

Common Values

ValueCountFrequency (%)
293131808 1503
 
3.0%
109287731 1314
 
2.6%
13218102 1157
 
2.3%
247334603 1111
 
2.2%
818554054309715969 959
 
1.9%
18695134 838
 
1.7%
18915145 832
 
1.7%
970207298 822
 
1.6%
17494010 782
 
1.6%
811313565760163844 756
 
1.5%
Other values (157) 39812
79.8%

user.username
Categorical

Distinct167
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
pattymurray
 
1503
senatorshaheen
 
1314
johncornyn
 
1157
senatordurbin
 
1111
senjackyrosen
 
959
Other values (162)
43842 

Unique

Unique1 ?
Unique (%)< 0.1%

Sample

1st rowthomtillis
2nd rowamyklobuchar
3rd rowsenamyklobuchar
4th rowsenblumenthal
5th rowsenjackyrosen

Common Values

ValueCountFrequency (%)
pattymurray 1503
 
3.0%
senatorshaheen 1314
 
2.6%
johncornyn 1157
 
2.3%
senatordurbin 1111
 
2.2%
senjackyrosen 959
 
1.9%
senatormenendez 838
 
1.7%
senrobportman 832
 
1.7%
senwarren 822
 
1.6%
senschumer 782
 
1.6%
sencortezmasto 756
 
1.5%
Other values (157) 39812
79.8%

user.created
Categorical

Distinct167
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
2011-05-04 20:23:35+00:00
 
1503
2010-01-28 15:22:44+00:00
 
1314
2008-02-07 19:52:55+00:00
 
1157
2011-02-04 15:50:42+00:00
 
1111
2017-01-09 20:24:29+00:00
 
959
Other values (162)
43842 

Unique

Unique1 ?
Unique (%)< 0.1%

Sample

1st row2009-02-27 21:49:53+00:00
2nd row2009-04-20 14:59:36+00:00
3rd row2009-02-26 18:50:05+00:00
4th row2011-04-06 17:13:53+00:00
5th row2017-01-09 20:24:29+00:00

Common Values

ValueCountFrequency (%)
2011-05-04 20:23:35+00:00 1503
 
3.0%
2010-01-28 15:22:44+00:00 1314
 
2.6%
2008-02-07 19:52:55+00:00 1157
 
2.3%
2011-02-04 15:50:42+00:00 1111
 
2.2%
2017-01-09 20:24:29+00:00 959
 
1.9%
2009-01-06 21:01:12+00:00 838
 
1.7%
2009-01-12 20:56:42+00:00 832
 
1.7%
2012-11-25 15:14:27+00:00 822
 
1.6%
2008-11-19 20:10:20+00:00 782
 
1.6%
2016-12-20 20:53:22+00:00 756
 
1.5%
Other values (157) 39812
79.8%
Distinct157
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
510
 
1545
311
 
1503
1568
 
1343
10678
 
1157
835
 
1111
Other values (152)
43227 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row408
2nd row18
3rd row47
4th row1406
5th row732

Common Values

ValueCountFrequency (%)
510 1545
 
3.1%
311 1503
 
3.0%
1568 1343
 
2.7%
10678 1157
 
2.3%
835 1111
 
2.2%
732 959
 
1.9%
3742 838
 
1.7%
467 832
 
1.7%
25 822
 
1.6%
1724 756
 
1.5%
Other values (147) 39020
78.2%
Distinct183
Distinct (%)0.4%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
490598
 
1503
129843
 
1314
369869
 
1157
739969
 
1111
50827
 
959
Other values (178)
43842 

Unique

Unique1 ?
Unique (%)< 0.1%

Sample

1st row40435
2nd row2044344
3rd row96125
4th row709072
5th row50827

Common Values

ValueCountFrequency (%)
490598 1503
 
3.0%
129843 1314
 
2.6%
369869 1157
 
2.3%
739969 1111
 
2.2%
50827 959
 
1.9%
217777 838
 
1.7%
168873 832
 
1.7%
6986509 822
 
1.6%
75483 756
 
1.5%
199036 754
 
1.5%
Other values (173) 39840
79.9%
Distinct162
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
2403
 
1503
2822
 
1314
13109
 
1157
2418
 
1111
817
 
959
Other values (157)
43842 

Unique

Unique1 ?
Unique (%)< 0.1%

Sample

1st row5615
2nd row124444
3rd row4778
4th row982
5th row817

Common Values

ValueCountFrequency (%)
2403 1503
 
3.0%
2822 1314
 
2.6%
13109 1157
 
2.3%
2418 1111
 
2.2%
817 959
 
1.9%
544 906
 
1.8%
1058 838
 
1.7%
4994 832
 
1.7%
508 822
 
1.6%
23160 782
 
1.6%
Other values (152) 39662
79.5%

rawContent
Categorical

Distinct49684
Distinct (%)99.6%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
Are you a Floridian seeking a #COVID19 vaccine? 💉 @HealthyFla provides a complete list of vaccination sites in #Florida. 👇 https://t.co/h4jdZoPS1z
 
15
¿Es usted un floridiano buscando en dónde ponerse la vacuna contra el #COVID19? 💉 @HealthyFla le ofrece una lista en inglés de las sedes de vacunación en el estado de la #Florida. 👇 https://t.co/h4jdZoPS1z
 
12
¿Es usted un floridiano buscando dónde poder ponerse la vacuna contra el #COVID19? 👀 Aquí encontrará una lista en inglés de las sedes de vacunación en el estado de la #Florida. 👇 https://t.co/h4jdZoPS1z
 
10
Are you a Floridian seeking a #COVID19 vaccine? 👀 A complete list of #Florida vaccination sites can be found here. 👇 https://t.co/h4jdZoPS1z
 
9
Wear a mask.
 
9
Other values (49679)
49831 

Unique

Unique49594 ?
Unique (%)99.4%

Sample

1st rowEven my dog Mitch is tired of the political games Pelosi and Schumer are playing when it comes to impeachment. https://t.co/BcDCbyuCk3
2nd rowbreaking: Duffey Email says: “Clear direction from POTUS to continue to hold” aid to Ukraine. We need him as a witness to testify and Mitch McConnell has no excuse. https://t.co/Awn955wZ8v
3rd row505 people have been hospitalized from #flu in MN this season &amp; eight people have died. Every year #fluvaccine prevents millions of illnesses, 10s of thousands of hospitalizations, and thousands of deaths. Here's where to get vaccinated in MN to #fightflu: https://t.co/ktfnSM9BqL https://t.co/aozD17TzMO
4th rowDeeply concerning issues—beyond MCAS software—require new Boeing CEO Calhoun to come clean on all facts. His credibility is at stake. Full transparency to the public &amp; FAA. https://t.co/wfhngnB0g1
5th rowIt was my honor to give opening remarks at today's U.S. Commission on International Religious Freedom hearing on the need to combat anti-Semitism. I launched the Senate Bipartisan Task Force for Combating Anti-Semitism because this epidemic must be taken seriously. https://t.co/vgGBjawI4U

Common Values

ValueCountFrequency (%)
Are you a Floridian seeking a #COVID19 vaccine? 💉 @HealthyFla provides a complete list of vaccination sites in #Florida. 👇 https://t.co/h4jdZoPS1z 15
 
< 0.1%
¿Es usted un floridiano buscando en dónde ponerse la vacuna contra el #COVID19? 💉 @HealthyFla le ofrece una lista en inglés de las sedes de vacunación en el estado de la #Florida. 👇 https://t.co/h4jdZoPS1z 12
 
< 0.1%
¿Es usted un floridiano buscando dónde poder ponerse la vacuna contra el #COVID19? 👀 Aquí encontrará una lista en inglés de las sedes de vacunación en el estado de la #Florida. 👇 https://t.co/h4jdZoPS1z 10
 
< 0.1%
Are you a Floridian seeking a #COVID19 vaccine? 👀 A complete list of #Florida vaccination sites can be found here. 👇 https://t.co/h4jdZoPS1z 9
 
< 0.1%
Wear a mask. 9
 
< 0.1%
¿Es usted un floridiano buscando en dónde ponerse la vacuna contra el #COVID19? 💉 Aquí encontrará una lista en inglés de las sedes de vacunación en el estado de la #Florida 👇 https://t.co/h4jdZoPS1z 6
 
< 0.1%
Are you a Floridian seeking a #COVID19 vaccine? 💉 A complete list of #Florida vaccination sites can be found here👇 https://t.co/h4jdZoPS1z 6
 
< 0.1%
Are you a Floridian seeking a #COVID19 vaccine? 💉 A complete list of #Florida vaccination sites can be found here 👇 https://t.co/h4jdZoPS1z 5
 
< 0.1%
You are either helping right now, or hurting. Pelosi’s handpicked partisan ploys are helping no one. She’s hurting American families by prioritizing airplane emissions, same day voter registration&amp;wind energy tax credits over #coronavirus relief. #StopTheGamesNancy, #PassTheBill 5
 
< 0.1%
There’s a lot of information coming out about #COVID19. It’s important that West Virginians stay informed, and that’s why I’m sending out a daily coronavirus newsletter. Subscribe here 📧 https://t.co/cbYJ0VvRAX 5
 
< 0.1%
Other values (49674) 49804
99.8%

inReplyToTweetId
Categorical

HIGH CARDINALITY  MISSING 

Distinct5102
Distinct (%)> 99.9%
Missing44783
Missing (%)89.8%
Memory size389.9 KiB
1.2410988044152259e+18
 
2
1.3435600653836e+18
 
1
1.3415805666726584e+18
 
1
1.3415449948349235e+18
 
1
1.3415302064152945e+18
 
1
Other values (5097)
5097 

Unique

Unique5101 ?
Unique (%)> 99.9%

Sample

1st row1.2150523967889654e+18
2nd row1.2169090836531036e+18
3rd row1.217892151029162e+18
4th row1.219973311473574e+18
5th row1.2199733106305638e+18

Common Values

ValueCountFrequency (%)
1.2410988044152259e+18 2
 
< 0.1%
1.3435600653836e+18 1
 
< 0.1%
1.3415805666726584e+18 1
 
< 0.1%
1.3415449948349235e+18 1
 
< 0.1%
1.3415302064152945e+18 1
 
< 0.1%
1.3415065604938383e+18 1
 
< 0.1%
1.3414741242045317e+18 1
 
< 0.1%
1.3414661572163912e+18 1
 
< 0.1%
1.3414661586172928e+18 1
 
< 0.1%
1.3414465894502072e+18 1
 
< 0.1%
Other values (5092) 5092
 
10.2%
(Missing) 44783
89.8%

inReplyToUser
Categorical

HIGH CARDINALITY  MISSING 

Distinct209
Distinct (%)4.1%
Missing44783
Missing (%)89.8%
Memory size389.9 KiB
https://twitter.com/lisamurkowski
 
248
https://twitter.com/SenWarren
 
210
https://twitter.com/SenBobCasey
 
193
https://twitter.com/SenatorMenendez
 
181
https://twitter.com/PattyMurray
 
180
Other values (204)
4091 

Unique

Unique56 ?
Unique (%)1.1%

Sample

1st rowhttps://twitter.com/ChrisCoons
2nd rowhttps://twitter.com/JohnBoozman
3rd rowhttps://twitter.com/DanielCoronaNV
4th rowhttps://twitter.com/SenTomCotton
5th rowhttps://twitter.com/SenTomCotton

Common Values

ValueCountFrequency (%)
https://twitter.com/lisamurkowski 248
 
0.5%
https://twitter.com/SenWarren 210
 
0.4%
https://twitter.com/SenBobCasey 193
 
0.4%
https://twitter.com/SenatorMenendez 181
 
0.4%
https://twitter.com/PattyMurray 180
 
0.4%
https://twitter.com/ChrisCoons 173
 
0.3%
https://twitter.com/SenatorDurbin 144
 
0.3%
https://twitter.com/SenCortezMasto 123
 
0.2%
https://twitter.com/SenBlumenthal 117
 
0.2%
https://twitter.com/SenatorCarper 105
 
0.2%
Other values (199) 3429
 
6.9%
(Missing) 44783
89.8%

media
Categorical

HIGH CARDINALITY  MISSING 

Distinct11168
Distinct (%)97.6%
Missing38446
Missing (%)77.1%
Memory size389.9 KiB
[Video(thumbnailUrl='https://pbs.twimg.com/amplify_video_thumb/1291002994100764674/img/i8TuA2AeaYPTCYFY.jpg', variants=[VideoVariant(url='https://video.twimg.com/amplify_video/1291002994100764674/vid/480x270/dKbXcyMtkCN7GZml.mp4?tag=13', contentType='video/mp4', bitrate=288000), VideoVariant(url='https://video.twimg.com/amplify_video/1291002994100764674/pl/eqnXROeHFTWNXoIu.m3u8?tag=13', contentType='application/x-mpegURL', bitrate=None), VideoVariant(url='https://video.twimg.com/amplify_video/1291002994100764674/vid/640x360/tZaWUqn6FFiCgi6q.mp4?tag=13', contentType='video/mp4', bitrate=832000), VideoVariant(url='https://video.twimg.com/amplify_video/1291002994100764674/vid/1280x720/7MrfPW9eyM0n7xTW.mp4?tag=13', contentType='video/mp4', bitrate=2176000)], duration=30.072, views=3718, altText=None)]
 
7
[Video(thumbnailUrl='https://pbs.twimg.com/amplify_video_thumb/1327008380356091905/img/97aoeLoFlW1b4aYx.jpg', variants=[VideoVariant(url='https://video.twimg.com/amplify_video/1327008380356091905/vid/720x720/traeLGSvu9PukFMo.mp4?tag=13', contentType='video/mp4', bitrate=1280000), VideoVariant(url='https://video.twimg.com/amplify_video/1327008380356091905/vid/320x320/bvzIb7_YQo6-EZME.mp4?tag=13', contentType='video/mp4', bitrate=432000), VideoVariant(url='https://video.twimg.com/amplify_video/1327008380356091905/vid/480x480/_dnlxugOwYx3NXSQ.mp4?tag=13', contentType='video/mp4', bitrate=832000), VideoVariant(url='https://video.twimg.com/amplify_video/1327008380356091905/pl/JgoWPW8L8zRPYnvn.m3u8?tag=13', contentType='application/x-mpegURL', bitrate=None)], duration=567.4, views=64389, altText=None)]
 
6
[Video(thumbnailUrl='https://pbs.twimg.com/media/EVA7uHnXkAUOEnv.jpg', variants=[VideoVariant(url='https://video.twimg.com/amplify_video/1247562475089924099/vid/480x480/r1EZCycTVfSAjGEf.mp4?tag=13', contentType='video/mp4', bitrate=832000), VideoVariant(url='https://video.twimg.com/amplify_video/1247562475089924099/vid/320x320/9C-_LNOZ-mN0Vlfh.mp4?tag=13', contentType='video/mp4', bitrate=432000), VideoVariant(url='https://video.twimg.com/amplify_video/1247562475089924099/pl/DxcPDK7x7Zvei8Mi.m3u8?tag=13', contentType='application/x-mpegURL', bitrate=None), VideoVariant(url='https://video.twimg.com/amplify_video/1247562475089924099/vid/720x720/d1L-2RQmpxxlIqCx.mp4?tag=13', contentType='video/mp4', bitrate=1280000)], duration=74.408, views=40408, altText=None)]
 
6
[Video(thumbnailUrl='https://pbs.twimg.com/ext_tw_video_thumb/1235997093333958657/pu/img/0BpzML29aKZkdWXi.jpg', variants=[VideoVariant(url='https://video.twimg.com/ext_tw_video/1235997093333958657/pu/vid/640x360/nf_7qMpPmj5nqjHw.mp4?tag=10', contentType='video/mp4', bitrate=832000), VideoVariant(url='https://video.twimg.com/ext_tw_video/1235997093333958657/pu/vid/1280x720/UQ6Mm8r4hHpWEYcm.mp4?tag=10', contentType='video/mp4', bitrate=2176000), VideoVariant(url='https://video.twimg.com/ext_tw_video/1235997093333958657/pu/pl/wWezRq2ZFfIvL_vJ.m3u8?tag=10', contentType='application/x-mpegURL', bitrate=None), VideoVariant(url='https://video.twimg.com/ext_tw_video/1235997093333958657/pu/vid/480x270/pvByeCU5JfgklEDx.mp4?tag=10', contentType='video/mp4', bitrate=256000)], duration=3.462, views=15545, altText=None)]
 
6
[Video(thumbnailUrl='https://pbs.twimg.com/amplify_video_thumb/1294381698734596101/img/PrEMwcC427fnXn7Z.jpg', variants=[VideoVariant(url='https://video.twimg.com/amplify_video/1294381698734596101/vid/506x282/RGtuEW9iTI8oH9hf.mp4?tag=13', contentType='video/mp4', bitrate=288000), VideoVariant(url='https://video.twimg.com/amplify_video/1294381698734596101/pl/wvfTknqHtjj9pNUP.m3u8?tag=13', contentType='application/x-mpegURL', bitrate=None)], duration=6.649, views=1099, altText=None)]
 
5
Other values (11163)
11410 

Unique

Unique10965 ?
Unique (%)95.8%

Sample

1st row[Video(thumbnailUrl='https://pbs.twimg.com/ext_tw_video_thumb/1212787857150169088/pu/img/fzVsYPHqjGmQ4M_G.jpg', variants=[VideoVariant(url='https://video.twimg.com/ext_tw_video/1212787857150169088/pu/vid/540x960/oNCWznSbf-IwYuEw.mp4?tag=10', contentType='video/mp4', bitrate=2176000), VideoVariant(url='https://video.twimg.com/ext_tw_video/1212787857150169088/pu/pl/ymExlk43ys0C-XWF.m3u8?tag=10', contentType='application/x-mpegURL', bitrate=None), VideoVariant(url='https://video.twimg.com/ext_tw_video/1212787857150169088/pu/vid/320x568/lrBVTPBEFPS8raig.mp4?tag=10', contentType='video/mp4', bitrate=632000), VideoVariant(url='https://video.twimg.com/ext_tw_video/1212787857150169088/pu/vid/360x640/YLXm9aTEOgiZO0Hl.mp4?tag=10', contentType='video/mp4', bitrate=832000)], duration=74.388, views=7249, altText=None)]
2nd row[Gif(thumbnailUrl='https://pbs.twimg.com/tweet_video_thumb/ENXy3zdWsAAzNOJ.jpg', variants=[VideoVariant(url='https://video.twimg.com/tweet_video/ENXy3zdWsAAzNOJ.mp4', contentType='video/mp4', bitrate=0)], altText=None)]
3rd row[Video(thumbnailUrl='https://pbs.twimg.com/media/ENy2CgeW4AArzJG.jpg', variants=[VideoVariant(url='https://video.twimg.com/amplify_video/1215041466730532867/vid/480x270/coFsvYec26kPotw_.mp4?tag=13', contentType='video/mp4', bitrate=288000), VideoVariant(url='https://video.twimg.com/amplify_video/1215041466730532867/pl/EsQeeym3RZ9LBupY.m3u8?tag=13', contentType='application/x-mpegURL', bitrate=None), VideoVariant(url='https://video.twimg.com/amplify_video/1215041466730532867/vid/640x360/ozCuiQ4ah9VFZnLu.mp4?tag=13', contentType='video/mp4', bitrate=832000), VideoVariant(url='https://video.twimg.com/amplify_video/1215041466730532867/vid/1280x720/Ct93aoYSzy1l4j0c.mp4?tag=13', contentType='video/mp4', bitrate=2176000)], duration=494.06, views=779, altText=None)]
4th row[Photo(previewUrl='https://pbs.twimg.com/media/EOX5aaXW4AATn2U?format=jpg&name=small', fullUrl='https://pbs.twimg.com/media/EOX5aaXW4AATn2U?format=jpg&name=orig', altText=None)]
5th row[Photo(previewUrl='https://pbs.twimg.com/media/EObTYn9WoAEviCp?format=jpg&name=small', fullUrl='https://pbs.twimg.com/media/EObTYn9WoAEviCp?format=jpg&name=orig', altText=None)]

Common Values

ValueCountFrequency (%)
[Video(thumbnailUrl='https://pbs.twimg.com/amplify_video_thumb/1291002994100764674/img/i8TuA2AeaYPTCYFY.jpg', variants=[VideoVariant(url='https://video.twimg.com/amplify_video/1291002994100764674/vid/480x270/dKbXcyMtkCN7GZml.mp4?tag=13', contentType='video/mp4', bitrate=288000), VideoVariant(url='https://video.twimg.com/amplify_video/1291002994100764674/pl/eqnXROeHFTWNXoIu.m3u8?tag=13', contentType='application/x-mpegURL', bitrate=None), VideoVariant(url='https://video.twimg.com/amplify_video/1291002994100764674/vid/640x360/tZaWUqn6FFiCgi6q.mp4?tag=13', contentType='video/mp4', bitrate=832000), VideoVariant(url='https://video.twimg.com/amplify_video/1291002994100764674/vid/1280x720/7MrfPW9eyM0n7xTW.mp4?tag=13', contentType='video/mp4', bitrate=2176000)], duration=30.072, views=3718, altText=None)] 7
 
< 0.1%
[Video(thumbnailUrl='https://pbs.twimg.com/amplify_video_thumb/1327008380356091905/img/97aoeLoFlW1b4aYx.jpg', variants=[VideoVariant(url='https://video.twimg.com/amplify_video/1327008380356091905/vid/720x720/traeLGSvu9PukFMo.mp4?tag=13', contentType='video/mp4', bitrate=1280000), VideoVariant(url='https://video.twimg.com/amplify_video/1327008380356091905/vid/320x320/bvzIb7_YQo6-EZME.mp4?tag=13', contentType='video/mp4', bitrate=432000), VideoVariant(url='https://video.twimg.com/amplify_video/1327008380356091905/vid/480x480/_dnlxugOwYx3NXSQ.mp4?tag=13', contentType='video/mp4', bitrate=832000), VideoVariant(url='https://video.twimg.com/amplify_video/1327008380356091905/pl/JgoWPW8L8zRPYnvn.m3u8?tag=13', contentType='application/x-mpegURL', bitrate=None)], duration=567.4, views=64389, altText=None)] 6
 
< 0.1%
[Video(thumbnailUrl='https://pbs.twimg.com/media/EVA7uHnXkAUOEnv.jpg', variants=[VideoVariant(url='https://video.twimg.com/amplify_video/1247562475089924099/vid/480x480/r1EZCycTVfSAjGEf.mp4?tag=13', contentType='video/mp4', bitrate=832000), VideoVariant(url='https://video.twimg.com/amplify_video/1247562475089924099/vid/320x320/9C-_LNOZ-mN0Vlfh.mp4?tag=13', contentType='video/mp4', bitrate=432000), VideoVariant(url='https://video.twimg.com/amplify_video/1247562475089924099/pl/DxcPDK7x7Zvei8Mi.m3u8?tag=13', contentType='application/x-mpegURL', bitrate=None), VideoVariant(url='https://video.twimg.com/amplify_video/1247562475089924099/vid/720x720/d1L-2RQmpxxlIqCx.mp4?tag=13', contentType='video/mp4', bitrate=1280000)], duration=74.408, views=40408, altText=None)] 6
 
< 0.1%
[Video(thumbnailUrl='https://pbs.twimg.com/ext_tw_video_thumb/1235997093333958657/pu/img/0BpzML29aKZkdWXi.jpg', variants=[VideoVariant(url='https://video.twimg.com/ext_tw_video/1235997093333958657/pu/vid/640x360/nf_7qMpPmj5nqjHw.mp4?tag=10', contentType='video/mp4', bitrate=832000), VideoVariant(url='https://video.twimg.com/ext_tw_video/1235997093333958657/pu/vid/1280x720/UQ6Mm8r4hHpWEYcm.mp4?tag=10', contentType='video/mp4', bitrate=2176000), VideoVariant(url='https://video.twimg.com/ext_tw_video/1235997093333958657/pu/pl/wWezRq2ZFfIvL_vJ.m3u8?tag=10', contentType='application/x-mpegURL', bitrate=None), VideoVariant(url='https://video.twimg.com/ext_tw_video/1235997093333958657/pu/vid/480x270/pvByeCU5JfgklEDx.mp4?tag=10', contentType='video/mp4', bitrate=256000)], duration=3.462, views=15545, altText=None)] 6
 
< 0.1%
[Video(thumbnailUrl='https://pbs.twimg.com/amplify_video_thumb/1294381698734596101/img/PrEMwcC427fnXn7Z.jpg', variants=[VideoVariant(url='https://video.twimg.com/amplify_video/1294381698734596101/vid/506x282/RGtuEW9iTI8oH9hf.mp4?tag=13', contentType='video/mp4', bitrate=288000), VideoVariant(url='https://video.twimg.com/amplify_video/1294381698734596101/pl/wvfTknqHtjj9pNUP.m3u8?tag=13', contentType='application/x-mpegURL', bitrate=None)], duration=6.649, views=1099, altText=None)] 5
 
< 0.1%
[Video(thumbnailUrl='https://pbs.twimg.com/ext_tw_video_thumb/1316423494209466368/pu/img/Y-Ejy5wGE2rmCtgM.jpg', variants=[VideoVariant(url='https://video.twimg.com/ext_tw_video/1316423494209466368/pu/pl/AKjeh5OYeCsMF5tK.m3u8?tag=10', contentType='application/x-mpegURL', bitrate=None), VideoVariant(url='https://video.twimg.com/ext_tw_video/1316423494209466368/pu/vid/640x360/sw2mZQ3pqt98sOr9.mp4?tag=10', contentType='video/mp4', bitrate=832000), VideoVariant(url='https://video.twimg.com/ext_tw_video/1316423494209466368/pu/vid/1280x720/-WfAeH_Jn21Z3Fn3.mp4?tag=10', contentType='video/mp4', bitrate=2176000), VideoVariant(url='https://video.twimg.com/ext_tw_video/1316423494209466368/pu/vid/480x270/r6vAccQu2eS6J2n-.mp4?tag=10', contentType='video/mp4', bitrate=256000)], duration=31.398, views=5087, altText=None)] 4
 
< 0.1%
[Video(thumbnailUrl='https://pbs.twimg.com/media/EcSYCcAXgAA4-zx.jpg', variants=[VideoVariant(url='https://video.twimg.com/amplify_video/1280314299454558214/vid/480x270/5T2ZZLMIomkbwH7R.mp4?tag=13', contentType='video/mp4', bitrate=288000), VideoVariant(url='https://video.twimg.com/amplify_video/1280314299454558214/vid/1280x720/nkrX8VfUjjUGynrI.mp4?tag=13', contentType='video/mp4', bitrate=2176000), VideoVariant(url='https://video.twimg.com/amplify_video/1280314299454558214/vid/640x360/bKT4UiEXRlTD4kz4.mp4?tag=13', contentType='video/mp4', bitrate=832000), VideoVariant(url='https://video.twimg.com/amplify_video/1280314299454558214/pl/MsZ3_olToB6_HhQ8.m3u8?tag=13', contentType='application/x-mpegURL', bitrate=None)], duration=57.731, views=135655, altText=None)] 4
 
< 0.1%
[Video(thumbnailUrl='https://pbs.twimg.com/ext_tw_video_thumb/1305680649072922627/pu/img/1ntGZ5iB0EWv35ZS.jpg', variants=[VideoVariant(url='https://video.twimg.com/ext_tw_video/1305680649072922627/pu/vid/480x270/XjMvnu8fBdaNznZ1.mp4?tag=10', contentType='video/mp4', bitrate=256000), VideoVariant(url='https://video.twimg.com/ext_tw_video/1305680649072922627/pu/pl/FXRfXz_rNlzw1hOh.m3u8?tag=10', contentType='application/x-mpegURL', bitrate=None), VideoVariant(url='https://video.twimg.com/ext_tw_video/1305680649072922627/pu/vid/640x360/A0V5G_YZSu9DiKbd.mp4?tag=10', contentType='video/mp4', bitrate=832000), VideoVariant(url='https://video.twimg.com/ext_tw_video/1305680649072922627/pu/vid/1056x594/aKUzoyheJs9p3JuO.mp4?tag=10', contentType='video/mp4', bitrate=2176000)], duration=138.727, views=7667, altText=None)] 4
 
< 0.1%
[Gif(thumbnailUrl='https://pbs.twimg.com/tweet_video_thumb/ESxrAy2XkAEbhvB.jpg', variants=[VideoVariant(url='https://video.twimg.com/tweet_video/ESxrAy2XkAEbhvB.mp4', contentType='video/mp4', bitrate=0)], altText=None)] 4
 
< 0.1%
[Photo(previewUrl='https://pbs.twimg.com/media/EXWub6MU8AAqnpO?format=jpg&name=small', fullUrl='https://pbs.twimg.com/media/EXWub6MU8AAqnpO?format=jpg&name=orig', altText=None)] 4
 
< 0.1%
Other values (11158) 11390
 
22.8%
(Missing) 38446
77.1%

mentionedUsers
Categorical

HIGH CARDINALITY  MISSING 

Distinct6517
Distinct (%)43.2%
Missing34786
Missing (%)69.7%
Memory size389.9 KiB
[User(username='POTUS', id=1349149096909668363, displayname='President Biden', rawDescription=None, renderedDescription=None, descriptionLinks=None, verified=None, created=None, followersCount=None, friendsCount=None, statusesCount=None, favouritesCount=None, listedCount=None, mediaCount=None, location=None, protected=None, link=None, profileImageUrl=None, profileBannerUrl=None, label=None, blue=None, blueType=None)]
 
612
[User(username='realDonaldTrump', id=25073877, displayname='Donald J. Trump', rawDescription=None, renderedDescription=None, descriptionLinks=None, verified=None, created=None, followersCount=None, friendsCount=None, statusesCount=None, favouritesCount=None, listedCount=None, mediaCount=None, location=None, protected=None, link=None, profileImageUrl=None, profileBannerUrl=None, label=None, blue=None, blueType=None)]
 
487
[User(username='CDCgov', id=146569971, displayname='CDC', rawDescription=None, renderedDescription=None, descriptionLinks=None, verified=None, created=None, followersCount=None, friendsCount=None, statusesCount=None, favouritesCount=None, listedCount=None, mediaCount=None, location=None, protected=None, link=None, profileImageUrl=None, profileBannerUrl=None, label=None, blue=None, blueType=None)]
 
458
[User(username='JoeBiden', id=939091, displayname='Joe Biden', rawDescription=None, renderedDescription=None, descriptionLinks=None, verified=None, created=None, followersCount=None, friendsCount=None, statusesCount=None, favouritesCount=None, listedCount=None, mediaCount=None, location=None, protected=None, link=None, profileImageUrl=None, profileBannerUrl=None, label=None, blue=None, blueType=None)]
 
234
[User(username='HHSGov', id=44783853, displayname='HHS.gov', rawDescription=None, renderedDescription=None, descriptionLinks=None, verified=None, created=None, followersCount=None, friendsCount=None, statusesCount=None, favouritesCount=None, listedCount=None, mediaCount=None, location=None, protected=None, link=None, profileImageUrl=None, profileBannerUrl=None, label=None, blue=None, blueType=None)]
 
184
Other values (6512)
13125 

Unique

Unique5098 ?
Unique (%)33.8%

Sample

1st row[User(username='Apple', id=380749300, displayname='Apple', rawDescription=None, renderedDescription=None, descriptionLinks=None, verified=None, created=None, followersCount=None, friendsCount=None, statusesCount=None, favouritesCount=None, listedCount=None, mediaCount=None, location=None, protected=None, link=None, profileImageUrl=None, profileBannerUrl=None, label=None, blue=None, blueType=None), User(username='iTunes', id=66515223, displayname='iTunes', rawDescription=None, renderedDescription=None, descriptionLinks=None, verified=None, created=None, followersCount=None, friendsCount=None, statusesCount=None, favouritesCount=None, listedCount=None, mediaCount=None, location=None, protected=None, link=None, profileImageUrl=None, profileBannerUrl=None, label=None, blue=None, blueType=None)]
2nd row[User(username='NIH', id=15134240, displayname='NIH', rawDescription=None, renderedDescription=None, descriptionLinks=None, verified=None, created=None, followersCount=None, friendsCount=None, statusesCount=None, favouritesCount=None, listedCount=None, mediaCount=None, location=None, protected=None, link=None, profileImageUrl=None, profileBannerUrl=None, label=None, blue=None, blueType=None), User(username='theNCI', id=38530021, displayname='National Cancer Institute', rawDescription=None, renderedDescription=None, descriptionLinks=None, verified=None, created=None, followersCount=None, friendsCount=None, statusesCount=None, favouritesCount=None, listedCount=None, mediaCount=None, location=None, protected=None, link=None, profileImageUrl=None, profileBannerUrl=None, label=None, blue=None, blueType=None), User(username='CDCgov', id=146569971, displayname='CDC', rawDescription=None, renderedDescription=None, descriptionLinks=None, verified=None, created=None, followersCount=None, friendsCount=None, statusesCount=None, favouritesCount=None, listedCount=None, mediaCount=None, location=None, protected=None, link=None, profileImageUrl=None, profileBannerUrl=None, label=None, blue=None, blueType=None)]
3rd row[User(username='Rotary', id=4432431, displayname='Rotary International', rawDescription=None, renderedDescription=None, descriptionLinks=None, verified=None, created=None, followersCount=None, friendsCount=None, statusesCount=None, favouritesCount=None, listedCount=None, mediaCount=None, location=None, protected=None, link=None, profileImageUrl=None, profileBannerUrl=None, label=None, blue=None, blueType=None), User(username='CDCgov', id=146569971, displayname='CDC', rawDescription=None, renderedDescription=None, descriptionLinks=None, verified=None, created=None, followersCount=None, friendsCount=None, statusesCount=None, favouritesCount=None, listedCount=None, mediaCount=None, location=None, protected=None, link=None, profileImageUrl=None, profileBannerUrl=None, label=None, blue=None, blueType=None), User(username='UNICEF', id=33933259, displayname='UNICEF', rawDescription=None, renderedDescription=None, descriptionLinks=None, verified=None, created=None, followersCount=None, friendsCount=None, statusesCount=None, favouritesCount=None, listedCount=None, mediaCount=None, location=None, protected=None, link=None, profileImageUrl=None, profileBannerUrl=None, label=None, blue=None, blueType=None)]
4th row[User(username='janeosanders', id=701081673681637376, displayname="Jane O'Meara Sanders", rawDescription=None, renderedDescription=None, descriptionLinks=None, verified=None, created=None, followersCount=None, friendsCount=None, statusesCount=None, favouritesCount=None, listedCount=None, mediaCount=None, location=None, protected=None, link=None, profileImageUrl=None, profileBannerUrl=None, label=None, blue=None, blueType=None)]
5th row[User(username='tperkins', id=18958999, displayname='Tony Perkins', rawDescription=None, renderedDescription=None, descriptionLinks=None, verified=None, created=None, followersCount=None, friendsCount=None, statusesCount=None, favouritesCount=None, listedCount=None, mediaCount=None, location=None, protected=None, link=None, profileImageUrl=None, profileBannerUrl=None, label=None, blue=None, blueType=None), User(username='FRCdc', id=18163042, displayname='Family Research Council', rawDescription=None, renderedDescription=None, descriptionLinks=None, verified=None, created=None, followersCount=None, friendsCount=None, statusesCount=None, favouritesCount=None, listedCount=None, mediaCount=None, location=None, protected=None, link=None, profileImageUrl=None, profileBannerUrl=None, label=None, blue=None, blueType=None)]

Common Values

ValueCountFrequency (%)
[User(username='POTUS', id=1349149096909668363, displayname='President Biden', rawDescription=None, renderedDescription=None, descriptionLinks=None, verified=None, created=None, followersCount=None, friendsCount=None, statusesCount=None, favouritesCount=None, listedCount=None, mediaCount=None, location=None, protected=None, link=None, profileImageUrl=None, profileBannerUrl=None, label=None, blue=None, blueType=None)] 612
 
1.2%
[User(username='realDonaldTrump', id=25073877, displayname='Donald J. Trump', rawDescription=None, renderedDescription=None, descriptionLinks=None, verified=None, created=None, followersCount=None, friendsCount=None, statusesCount=None, favouritesCount=None, listedCount=None, mediaCount=None, location=None, protected=None, link=None, profileImageUrl=None, profileBannerUrl=None, label=None, blue=None, blueType=None)] 487
 
1.0%
[User(username='CDCgov', id=146569971, displayname='CDC', rawDescription=None, renderedDescription=None, descriptionLinks=None, verified=None, created=None, followersCount=None, friendsCount=None, statusesCount=None, favouritesCount=None, listedCount=None, mediaCount=None, location=None, protected=None, link=None, profileImageUrl=None, profileBannerUrl=None, label=None, blue=None, blueType=None)] 458
 
0.9%
[User(username='JoeBiden', id=939091, displayname='Joe Biden', rawDescription=None, renderedDescription=None, descriptionLinks=None, verified=None, created=None, followersCount=None, friendsCount=None, statusesCount=None, favouritesCount=None, listedCount=None, mediaCount=None, location=None, protected=None, link=None, profileImageUrl=None, profileBannerUrl=None, label=None, blue=None, blueType=None)] 234
 
0.5%
[User(username='HHSGov', id=44783853, displayname='HHS.gov', rawDescription=None, renderedDescription=None, descriptionLinks=None, verified=None, created=None, followersCount=None, friendsCount=None, statusesCount=None, favouritesCount=None, listedCount=None, mediaCount=None, location=None, protected=None, link=None, profileImageUrl=None, profileBannerUrl=None, label=None, blue=None, blueType=None)] 184
 
0.4%
[User(username='USDA', id=61853389, displayname='Dept. of Agriculture', rawDescription=None, renderedDescription=None, descriptionLinks=None, verified=None, created=None, followersCount=None, friendsCount=None, statusesCount=None, favouritesCount=None, listedCount=None, mediaCount=None, location=None, protected=None, link=None, profileImageUrl=None, profileBannerUrl=None, label=None, blue=None, blueType=None)] 170
 
0.3%
[User(username='SBAgov', id=153149305, displayname='SBA', rawDescription=None, renderedDescription=None, descriptionLinks=None, verified=None, created=None, followersCount=None, friendsCount=None, statusesCount=None, favouritesCount=None, listedCount=None, mediaCount=None, location=None, protected=None, link=None, profileImageUrl=None, profileBannerUrl=None, label=None, blue=None, blueType=None)] 156
 
0.3%
[User(username='WHO', id=14499829, displayname='World Health Organization (WHO)', rawDescription=None, renderedDescription=None, descriptionLinks=None, verified=None, created=None, followersCount=None, friendsCount=None, statusesCount=None, favouritesCount=None, listedCount=None, mediaCount=None, location=None, protected=None, link=None, profileImageUrl=None, profileBannerUrl=None, label=None, blue=None, blueType=None)] 128
 
0.3%
[User(username='SenateDems', id=73238146, displayname='Senate Democrats', rawDescription=None, renderedDescription=None, descriptionLinks=None, verified=None, created=None, followersCount=None, friendsCount=None, statusesCount=None, favouritesCount=None, listedCount=None, mediaCount=None, location=None, protected=None, link=None, profileImageUrl=None, profileBannerUrl=None, label=None, blue=None, blueType=None)] 118
 
0.2%
[User(username='WSJ', id=3108351, displayname='The Wall Street Journal', rawDescription=None, renderedDescription=None, descriptionLinks=None, verified=None, created=None, followersCount=None, friendsCount=None, statusesCount=None, favouritesCount=None, listedCount=None, mediaCount=None, location=None, protected=None, link=None, profileImageUrl=None, profileBannerUrl=None, label=None, blue=None, blueType=None)] 96
 
0.2%
Other values (6507) 12457
 
25.0%
(Missing) 34786
69.7%

links
Categorical

HIGH CARDINALITY  MISSING 

Distinct19761
Distinct (%)98.9%
Missing29901
Missing (%)59.9%
Memory size389.9 KiB
[TextLink(text='floridahealthcovid19.gov/covid-19-vacci…', url='https://floridahealthcovid19.gov/covid-19-vaccines-in-florida/', tcourl='https://t.co/h4jdZoPS1z', indices=(125, 148))]
 
15
[TextLink(text='floridahealthcovid19.gov/covid-19-vacci…', url='https://floridahealthcovid19.gov/covid-19-vaccines-in-florida/', tcourl='https://t.co/h4jdZoPS1z', indices=(119, 142))]
 
14
[TextLink(text='floridahealthcovid19.gov/covid-19-vacci…', url='https://floridahealthcovid19.gov/covid-19-vaccines-in-florida/', tcourl='https://t.co/h4jdZoPS1z', indices=(185, 208))]
 
13
[TextLink(text='floridahealthcovid19.gov/covid-19-vacci…', url='https://floridahealthcovid19.gov/covid-19-vaccines-in-florida/', tcourl='https://t.co/h4jdZoPS1z', indices=(182, 205))]
 
11
[TextLink(text='floridahealthcovid19.gov/covid-19-vacci…', url='https://floridahealthcovid19.gov/covid-19-vaccines-in-florida/', tcourl='https://t.co/h4jdZoPS1z', indices=(118, 141))]
 
10
Other values (19756)
19922 

Unique

Unique19645 ?
Unique (%)98.3%

Sample

1st row[TextLink(text='cnn.com', url='https://www.cnn.com/', tcourl='https://t.co/Awn955wZ8v', indices=(168, 191))]
2nd row[TextLink(text='health.state.mn.us/people/immuniz…', url='https://www.health.state.mn.us/people/immunize/basics/vaxfinder.html', tcourl='https://t.co/ktfnSM9BqL', indices=(261, 284))]
3rd row[TextLink(text='nytimes.com/2020/01/05/bus…', url='https://www.nytimes.com/2020/01/05/business/boeing-737-max.html?smid=nytcore-ios-share', tcourl='https://t.co/wfhngnB0g1', indices=(177, 200))]
4th row[TextLink(text='bit.ly/2tDaqye', url='https://bit.ly/2tDaqye', tcourl='https://t.co/hSCR6cWVke', indices=(257, 280))]
5th row[TextLink(text='theverge.com/2020/1/9/21058…', url='https://www.theverge.com/2020/1/9/21058562/eraser-button-childrens-data-coppa-walberg-rush-hawley-markey-congress-house', tcourl='https://t.co/3IsWjwfH0J', indices=(207, 230))]

Common Values

ValueCountFrequency (%)
[TextLink(text='floridahealthcovid19.gov/covid-19-vacci…', url='https://floridahealthcovid19.gov/covid-19-vaccines-in-florida/', tcourl='https://t.co/h4jdZoPS1z', indices=(125, 148))] 15
 
< 0.1%
[TextLink(text='floridahealthcovid19.gov/covid-19-vacci…', url='https://floridahealthcovid19.gov/covid-19-vaccines-in-florida/', tcourl='https://t.co/h4jdZoPS1z', indices=(119, 142))] 14
 
< 0.1%
[TextLink(text='floridahealthcovid19.gov/covid-19-vacci…', url='https://floridahealthcovid19.gov/covid-19-vaccines-in-florida/', tcourl='https://t.co/h4jdZoPS1z', indices=(185, 208))] 13
 
< 0.1%
[TextLink(text='floridahealthcovid19.gov/covid-19-vacci…', url='https://floridahealthcovid19.gov/covid-19-vaccines-in-florida/', tcourl='https://t.co/h4jdZoPS1z', indices=(182, 205))] 11
 
< 0.1%
[TextLink(text='floridahealthcovid19.gov/covid-19-vacci…', url='https://floridahealthcovid19.gov/covid-19-vaccines-in-florida/', tcourl='https://t.co/h4jdZoPS1z', indices=(118, 141))] 10
 
< 0.1%
[TextLink(text='rubio.senate.gov/public/_cache/…', url='https://www.rubio.senate.gov/public/_cache/files/20e74c90-ac60-4227-a7fd-a50c5a429481/D10C63C7653FABA5F5F5EC74FF4E2B21.usc-abroad-help.pdf', tcourl='https://t.co/eobqWCTM56', indices=(228, 251))] 6
 
< 0.1%
[TextLink(text='floridahealthcovid19.gov/covid-19-vacci…', url='https://floridahealthcovid19.gov/covid-19-vaccines-in-florida/', tcourl='https://t.co/h4jdZoPS1z', indices=(177, 200))] 6
 
< 0.1%
[TextLink(text='rubio.senate.gov/public/_cache/…', url='https://www.rubio.senate.gov/public/_cache/files/12825875-93db-4e70-9a2b-21399af3166e/23E439BD3344D4AAAED05F6445188AEA.support.1585005601771.spanish-one-pager-covid-19-pac-3.23-.pdf', tcourl='https://t.co/AjeFKFmQQL', indices=(241, 264))] 5
 
< 0.1%
[TextLink(text='access.live/Tillis', url='https://access.live/Tillis', tcourl='https://t.co/EjMmqNjrwu', indices=(85, 108))] 5
 
< 0.1%
[TextLink(text='manchin.senate.gov/contact-joe/e-…', url='https://www.manchin.senate.gov/contact-joe/e-newsletter-signup', tcourl='https://t.co/cbYJ0VvRAX', indices=(187, 210))] 5
 
< 0.1%
Other values (19751) 19895
39.9%
(Missing) 29901
59.9%

place
Categorical

Distinct16
Distinct (%)48.5%
Missing49853
Missing (%)99.9%
Memory size389.9 KiB
Place(id='01fbe706f872cb32', fullName='Washington, DC', name='Washington', type='city', country='United States', countryCode='US')
12 
Place(id='319ee7b36c9149da', fullName='Arlington, VA', name='Arlington', type='city', country='United States', countryCode='US')
Place(id='23de0eea95a2714f', fullName='Red Oak, IA', name='Red Oak', type='city', country='United States', countryCode='US')
Place(id='1c67f9d9cbae7f69', fullName='Des Moines, IA', name='Des Moines', type='city', country='United States', countryCode='US')
Place(id='e7bae49f1ac7f22e', fullName='Salina, KS', name='Salina', type='city', country='United States', countryCode='US')
 
1
Other values (11)
11 

Unique

Unique12 ?
Unique (%)36.4%

Sample

1st rowPlace(id='01fbe706f872cb32', fullName='Washington, DC', name='Washington', type='city', country='United States', countryCode='US')
2nd rowPlace(id='01fbe706f872cb32', fullName='Washington, DC', name='Washington', type='city', country='United States', countryCode='US')
3rd rowPlace(id='01fbe706f872cb32', fullName='Washington, DC', name='Washington', type='city', country='United States', countryCode='US')
4th rowPlace(id='319ee7b36c9149da', fullName='Arlington, VA', name='Arlington', type='city', country='United States', countryCode='US')
5th rowPlace(id='319ee7b36c9149da', fullName='Arlington, VA', name='Arlington', type='city', country='United States', countryCode='US')

Common Values

ValueCountFrequency (%)
Place(id='01fbe706f872cb32', fullName='Washington, DC', name='Washington', type='city', country='United States', countryCode='US') 12
 
< 0.1%
Place(id='319ee7b36c9149da', fullName='Arlington, VA', name='Arlington', type='city', country='United States', countryCode='US') 5
 
< 0.1%
Place(id='23de0eea95a2714f', fullName='Red Oak, IA', name='Red Oak', type='city', country='United States', countryCode='US') 2
 
< 0.1%
Place(id='1c67f9d9cbae7f69', fullName='Des Moines, IA', name='Des Moines', type='city', country='United States', countryCode='US') 2
 
< 0.1%
Place(id='e7bae49f1ac7f22e', fullName='Salina, KS', name='Salina', type='city', country='United States', countryCode='US') 1
 
< 0.1%
Place(id='00e9226863a6e5a4', fullName='Savannah, GA', name='Savannah', type='city', country='United States', countryCode='US') 1
 
< 0.1%
Place(id='44d207663001f00b', fullName='Mesa, AZ', name='Mesa', type='city', country='United States', countryCode='US') 1
 
< 0.1%
Place(id='2ca1e1d1d0fae614', fullName='Dover, DE', name='Dover', type='city', country='United States', countryCode='US') 1
 
< 0.1%
Place(id='2d83c71ce16cd187', fullName='West Virginia, USA', name='West Virginia', type='admin', country='United States', countryCode='US') 1
 
< 0.1%
Place(id='0ca7e086f2c3e60f', fullName='Onawa, IA', name='Onawa', type='city', country='United States', countryCode='US') 1
 
< 0.1%
Other values (6) 6
 
< 0.1%
(Missing) 49853
99.9%

quotedTweet
Categorical

HIGH CARDINALITY  MISSING 

Distinct6010
Distinct (%)92.2%
Missing43370
Missing (%)86.9%
Memory size389.9 KiB
https://twitter.com/US_FDA/status/1429800729917669379
 
13
https://twitter.com/nytimes/status/1282795107478056963
 
9
https://twitter.com/realDonaldTrump/status/1266041589455077381
 
8
https://twitter.com/CNBCnow/status/1275823820448976897
 
8
https://twitter.com/realDonaldTrump/status/1311892190680014849
 
7
Other values (6005)
6471 

Unique

Unique5653 ?
Unique (%)86.8%

Sample

1st rowhttps://twitter.com/realDonaldTrump/status/1215287261606051844
2nd rowhttps://twitter.com/mitchellreports/status/1215689111681536005
3rd rowhttps://twitter.com/USATODAY/status/1215704357636722688
4th rowhttps://twitter.com/Haleaziz/status/1215739606613680129
5th rowhttps://twitter.com/HuffPost/status/1215800380975714305

Common Values

ValueCountFrequency (%)
https://twitter.com/US_FDA/status/1429800729917669379 13
 
< 0.1%
https://twitter.com/nytimes/status/1282795107478056963 9
 
< 0.1%
https://twitter.com/realDonaldTrump/status/1266041589455077381 8
 
< 0.1%
https://twitter.com/CNBCnow/status/1275823820448976897 8
 
< 0.1%
https://twitter.com/realDonaldTrump/status/1311892190680014849 7
 
< 0.1%
https://twitter.com/politico/status/1245099442832912387 7
 
< 0.1%
https://twitter.com/CDCgov/status/1392911350058323973 6
 
< 0.1%
https://twitter.com/SBAgov/status/1389207228473872385 6
 
< 0.1%
https://twitter.com/SenCoryGardner/status/1263138698708889606 6
 
< 0.1%
https://twitter.com/realDonaldTrump/status/1313551795646541824 5
 
< 0.1%
Other values (6000) 6441
 
12.9%
(Missing) 43370
86.9%

url
Categorical

Distinct49841
Distinct (%)99.9%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
https://twitter.com/CoryGardner/status/1257455023753232392
 
4
https://twitter.com/CoryGardner/status/1247272748994506757
 
4
https://twitter.com/CoryGardner/status/1313603731926130688
 
4
https://twitter.com/CoryGardner/status/1300796593319432192
 
4
https://twitter.com/CoryGardner/status/1258103471531835397
 
4
Other values (49836)
49866 

Unique

Unique49826 ?
Unique (%)99.9%

Sample

1st rowhttps://twitter.com/ThomTillis/status/1212787945423491073
2nd rowhttps://twitter.com/amyklobuchar/status/1212829387713855490
3rd rowhttps://twitter.com/SenAmyKlobuchar/status/1213142726046298112
4th rowhttps://twitter.com/SenBlumenthal/status/1213976618240290816
5th rowhttps://twitter.com/SenJackyRosen/status/1215046483629789184

Common Values

ValueCountFrequency (%)
https://twitter.com/CoryGardner/status/1257455023753232392 4
 
< 0.1%
https://twitter.com/CoryGardner/status/1247272748994506757 4
 
< 0.1%
https://twitter.com/CoryGardner/status/1313603731926130688 4
 
< 0.1%
https://twitter.com/CoryGardner/status/1300796593319432192 4
 
< 0.1%
https://twitter.com/CoryGardner/status/1258103471531835397 4
 
< 0.1%
https://twitter.com/CoryGardner/status/1312117497705889792 4
 
< 0.1%
https://twitter.com/CoryGardner/status/1261456165000540161 4
 
< 0.1%
https://twitter.com/CoryGardner/status/1305680725367193600 4
 
< 0.1%
https://twitter.com/CoryGardner/status/1265344170811482113 4
 
< 0.1%
https://twitter.com/CoryGardner/status/1247983372250624003 4
 
< 0.1%
Other values (49831) 49846
99.9%

date
Categorical

Distinct48359
Distinct (%)96.9%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
2020-12-22 15:07:47+00:00
 
4
2021-03-06 17:29:07+00:00
 
4
2020-10-09 23:23:39+00:00
 
4
2020-10-09 23:41:19+00:00
 
4
2020-12-08 16:28:44+00:00
 
4
Other values (48354)
49866 

Unique

Unique47017 ?
Unique (%)94.2%

Sample

1st row2020-01-02 17:29:13+00:00
2nd row2020-01-02 20:13:53+00:00
3rd row2020-01-03 16:58:59+00:00
4th row2020-01-06 00:12:35+00:00
5th row2020-01-08 23:03:50+00:00

Common Values

ValueCountFrequency (%)
2020-12-22 15:07:47+00:00 4
 
< 0.1%
2021-03-06 17:29:07+00:00 4
 
< 0.1%
2020-10-09 23:23:39+00:00 4
 
< 0.1%
2020-10-09 23:41:19+00:00 4
 
< 0.1%
2020-12-08 16:28:44+00:00 4
 
< 0.1%
2020-09-09 14:16:59+00:00 4
 
< 0.1%
2020-09-09 14:17:00+00:00 4
 
< 0.1%
2020-04-06 21:19:31+00:00 4
 
< 0.1%
2021-05-06 15:04:19+00:00 4
 
< 0.1%
2020-05-18 16:26:21+00:00 4
 
< 0.1%
Other values (48349) 49846
99.9%

replyCount
Categorical

Distinct2208
Distinct (%)4.4%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
1
 
2190
2
 
2111
3
 
2049
4
 
1916
5
 
1777
Other values (2203)
39843 

Unique

Unique1066 ?
Unique (%)2.1%

Sample

1st row64
2nd row70
3rd row7
4th row21
5th row6

Common Values

ValueCountFrequency (%)
1 2190
 
4.4%
2 2111
 
4.2%
3 2049
 
4.1%
4 1916
 
3.8%
5 1777
 
3.6%
6 1548
 
3.1%
7 1412
 
2.8%
8 1373
 
2.8%
9 1187
 
2.4%
0 1185
 
2.4%
Other values (2198) 33138
66.4%

retweetCount
Categorical

Distinct3351
Distinct (%)6.7%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
3
 
2430
4
 
2337
2
 
2228
5
 
2060
6
 
1892
Other values (3346)
38939 

Unique

Unique1731 ?
Unique (%)3.5%

Sample

1st row22
2nd row613
3rd row18
4th row49
5th row9

Common Values

ValueCountFrequency (%)
3 2430
 
4.9%
4 2337
 
4.7%
2 2228
 
4.5%
5 2060
 
4.1%
6 1892
 
3.8%
7 1597
 
3.2%
1 1590
 
3.2%
8 1490
 
3.0%
9 1319
 
2.6%
10 1102
 
2.2%
Other values (3341) 31841
63.8%

likeCount
Categorical

Distinct6330
Distinct (%)12.7%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
9
 
740
8
 
695
7
 
679
12
 
658
10
 
650
Other values (6325)
46464 

Unique

Unique3869 ?
Unique (%)7.8%

Sample

1st row131
2nd row2449
3rd row41
4th row137
5th row48

Common Values

ValueCountFrequency (%)
9 740
 
1.5%
8 695
 
1.4%
7 679
 
1.4%
12 658
 
1.3%
10 650
 
1.3%
11 643
 
1.3%
13 622
 
1.2%
6 621
 
1.2%
14 604
 
1.2%
17 592
 
1.2%
Other values (6320) 43382
87.0%

quoteCount
Categorical

HIGH CARDINALITY  IMBALANCE 

Distinct1042
Distinct (%)2.1%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
0
12162 
1
8334 
2
5191 
3
3280 
4
2388 
Other values (1037)
18531 

Unique

Unique518 ?
Unique (%)1.0%

Sample

1st row12
2nd row22
3rd row1
4th row3
5th row2

Common Values

ValueCountFrequency (%)
0 12162
24.4%
1 8334
16.7%
2 5191
10.4%
3 3280
 
6.6%
4 2388
 
4.8%
5 1710
 
3.4%
6 1460
 
2.9%
7 1070
 
2.1%
8 959
 
1.9%
9 706
 
1.4%
Other values (1032) 12626
25.3%

conversationId
Categorical

Distinct46570
Distinct (%)93.4%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
1243022844767940610
 
16
1303693449074479104
 
14
1262914459774918658
 
13
1234575422039433221
 
12
1240424113841360896
 
12
Other values (46565)
49819 

Unique

Unique44220 ?
Unique (%)88.6%

Sample

1st row1212787945423491073
2nd row1212829387713855490
3rd row1213142726046298112
4th row1213976618240290816
5th row1215046483629789184

Common Values

ValueCountFrequency (%)
1243022844767940610 16
 
< 0.1%
1303693449074479104 14
 
< 0.1%
1262914459774918658 13
 
< 0.1%
1234575422039433221 12
 
< 0.1%
1240424113841360896 12
 
< 0.1%
1288914034939527168 11
 
< 0.1%
1275427516241588225 11
 
< 0.1%
1232703071609860099 10
 
< 0.1%
1245021944312979456 10
 
< 0.1%
1599785697241464838 9
 
< 0.1%
Other values (46560) 49768
99.8%

contains_keyword
Categorical

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
True
49886 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowTrue
2nd rowTrue
3rd rowTrue
4th rowTrue
5th rowTrue

Common Values

ValueCountFrequency (%)
True 49886
100.0%

Common Values (Plot)

2023-08-08T14:58:41.796432image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

keywords
Categorical

HIGH CARDINALITY  IMBALANCE 

Distinct1734
Distinct (%)3.5%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
covid
9396 
pandemic
9103 
covid-19
6107 
corona
4789 
vaccine
1999 
Other values (1729)
18492 

Unique

Unique1059 ?
Unique (%)2.1%

Sample

1st rowcdc
2nd rown95
3rd rowvaccine
4th rowwfh
5th rowepidemic

Common Values

ValueCountFrequency (%)
covid 9396
18.8%
pandemic 9103
18.2%
covid-19 6107
12.2%
corona 4789
 
9.6%
vaccine 1999
 
4.0%
covid,pandemic 1413
 
2.8%
covid-19,pandemic 1294
 
2.6%
corona,pandemic 1172
 
2.3%
covid,vaccine 818
 
1.6%
covid-19,vaccine 804
 
1.6%
Other values (1724) 12991
26.0%

level_0
Categorical

Distinct109
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
73.0
 
1864
37.0
 
1479
91.0
 
1405
105.0
 
1218
29.0
 
1157
Other values (104)
42763 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row99.0
2nd row58.0
3rd row58.0
4th row14.0
5th row82.0

Common Values

ValueCountFrequency (%)
73.0 1864
 
3.7%
37.0 1479
 
3.0%
91.0 1405
 
2.8%
105.0 1218
 
2.4%
29.0 1157
 
2.3%
3.0 1110
 
2.2%
34.0 1108
 
2.2%
93.0 1091
 
2.2%
84.0 1021
 
2.0%
82.0 976
 
2.0%
Other values (99) 37457
75.1%

index_y
Categorical

Distinct109
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
73.0
 
1864
37.0
 
1479
91.0
 
1405
105.0
 
1218
29.0
 
1157
Other values (104)
42763 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row99.0
2nd row58.0
3rd row58.0
4th row14.0
5th row82.0

Common Values

ValueCountFrequency (%)
73.0 1864
 
3.7%
37.0 1479
 
3.0%
91.0 1405
 
2.8%
105.0 1218
 
2.4%
29.0 1157
 
2.3%
3.0 1110
 
2.2%
34.0 1108
 
2.2%
93.0 1091
 
2.2%
84.0 1021
 
2.0%
82.0 976
 
2.0%
Other values (99) 37457
75.1%

name
Categorical

Distinct109
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
Murray, Patty
 
1864
Durbin, Richard J.
 
1479
Shaheen, Jeanne
 
1405
Warren, Elizabeth
 
1218
Cornyn, John
 
1157
Other values (104)
42763 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowTillis, Thom
2nd rowKlobuchar, Amy
3rd rowKlobuchar, Amy
4th rowBlumenthal, Richard
5th rowRosen, Jacky

Common Values

ValueCountFrequency (%)
Murray, Patty 1864
 
3.7%
Durbin, Richard J. 1479
 
3.0%
Shaheen, Jeanne 1405
 
2.8%
Warren, Elizabeth 1218
 
2.4%
Cornyn, John 1157
 
2.3%
Harris, Kamala 1110
 
2.2%
Cruz, Ted 1108
 
2.2%
Sinema, Kyrsten 1091
 
2.2%
Rubio, Marco 1021
 
2.0%
Rosen, Jacky 976
 
2.0%
Other values (99) 37457
75.1%

id.1
Categorical

Distinct109
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
74.0
 
1864
38.0
 
1479
92.0
 
1405
106.0
 
1218
30.0
 
1157
Other values (104)
42763 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row100.0
2nd row59.0
3rd row59.0
4th row15.0
5th row83.0

Common Values

ValueCountFrequency (%)
74.0 1864
 
3.7%
38.0 1479
 
3.0%
92.0 1405
 
2.8%
106.0 1218
 
2.4%
30.0 1157
 
2.3%
4.0 1110
 
2.2%
35.0 1108
 
2.2%
94.0 1091
 
2.2%
85.0 1021
 
2.0%
83.0 976
 
2.0%
Other values (99) 37457
75.1%

state_short
Categorical

Distinct50
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
CA
 
2402
IL
 
2289
TX
 
2265
NH
 
2208
MA
 
2154
Other values (45)
38568 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowNC
2nd rowMN
3rd rowMN
4th rowCT
5th rowNV

Common Values

ValueCountFrequency (%)
CA 2402
 
4.8%
IL 2289
 
4.6%
TX 2265
 
4.5%
NH 2208
 
4.4%
MA 2154
 
4.3%
WA 2076
 
4.2%
FL 1781
 
3.6%
AZ 1766
 
3.5%
NV 1755
 
3.5%
TN 1500
 
3.0%
Other values (40) 29690
59.5%

party
Categorical

Distinct3
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
1.0
28204 
0.0
19612 
2.0
 
2070

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0.0
2nd row1.0
3rd row1.0
4th row1.0
5th row1.0

Common Values

ValueCountFrequency (%)
1.0 28204
56.5%
0.0 19612
39.3%
2.0 2070
 
4.1%

Common Values (Plot)

2023-08-08T14:58:41.865336image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

class
Categorical

Distinct3
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
2.0
17187 
3.0
16575 
1.0
16124 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2.0
2nd row1.0
3rd row1.0
4th row3.0
5th row1.0

Common Values

ValueCountFrequency (%)
2.0 17187
34.5%
3.0 16575
33.2%
1.0 16124
32.3%

Common Values (Plot)

2023-08-08T14:58:41.940459image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

ideology
Categorical

Distinct108
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
0.142703588817088
 
1864
0.0855733771029607
 
1479
0.2925665319541
 
1405
0.0583875007437665
 
1218
0.772226738391321
 
1157
Other values (103)
42763 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0.819146177750934
2nd row0.130504324943533
3rd row0.130504324943533
4th row0.0310655954121906
5th row0.308548351377894

Common Values

ValueCountFrequency (%)
0.142703588817088 1864
 
3.7%
0.0855733771029607 1479
 
3.0%
0.2925665319541 1405
 
2.8%
0.0583875007437665 1218
 
2.4%
0.772226738391321 1157
 
2.3%
0.0213759569468058 1110
 
2.2%
0.944056385174951 1108
 
2.2%
0.500967034663567 1091
 
2.2%
0.831181764071725 1021
 
2.0%
0.308548351377894 976
 
2.0%
Other values (98) 37457
75.1%

start_serving
Categorical

Distinct42
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
01/03/2013
4740 
01/06/2015
4244 
01/05/2011
4008 
01/03/2017
3941 
01/03/2019
3795 
Other values (37)
29158 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row01/06/2015
2nd row01/04/2007
3rd row01/04/2007
4th row01/03/2010
5th row01/03/2019

Common Values

ValueCountFrequency (%)
01/03/2013 4740
 
9.5%
01/06/2015 4244
 
8.5%
01/05/2011 4008
 
8.0%
01/03/2017 3941
 
7.9%
01/03/2019 3795
 
7.6%
01/04/2007 3261
 
6.5%
01/06/2009 2634
 
5.3%
01/03/2021 2221
 
4.5%
01/07/1997 2155
 
4.3%
01/05/1993 1864
 
3.7%
Other values (32) 17023
34.1%

end_serving
Categorical

Distinct5
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
12/31/2022
47062 
01/18/2021
 
1110
01/03/2021
 
1007
01/20/2021
 
450
01/03/2019
 
257

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row12/31/2022
2nd row12/31/2022
3rd row12/31/2022
4th row12/31/2022
5th row12/31/2022

Common Values

ValueCountFrequency (%)
12/31/2022 47062
94.3%
01/18/2021 1110
 
2.2%
01/03/2021 1007
 
2.0%
01/20/2021 450
 
0.9%
01/03/2019 257
 
0.5%

Common Values (Plot)

2023-08-08T14:58:42.017255image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

time_in_office
Categorical

Distinct46
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
9.9972602739726
4740 
11.9945205479452
4008 
7.98904109589041
3959 
3.99452054794521
3795 
16.0
3261 
Other values (41)
30123 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row7.98904109589041
2nd row16.0
3rd row16.0
4th row13.0
5th row3.99452054794521

Common Values

ValueCountFrequency (%)
9.9972602739726 4740
 
9.5%
11.9945205479452 4008
 
8.0%
7.98904109589041 3959
 
7.9%
3.99452054794521 3795
 
7.6%
16.0 3261
 
6.5%
5.99452054794521 2831
 
5.7%
13.9917808219178 2317
 
4.6%
1.99178082191781 2221
 
4.5%
25.9972602739726 2075
 
4.2%
30.0054794520548 1864
 
3.7%
Other values (36) 18815
37.7%

not_in_office
Categorical

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
0.0
44451 
1.0
5435 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0.0
2nd row0.0
3rd row0.0
4th row0.0
5th row0.0

Common Values

ValueCountFrequency (%)
0.0 44451
89.1%
1.0 5435
 
10.9%

Common Values (Plot)

2023-08-08T14:58:42.315080image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

last_congress
Categorical

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
117.0
47062 
116.0
 
2824

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row117.0
2nd row117.0
3rd row117.0
4th row117.0
5th row117.0

Common Values

ValueCountFrequency (%)
117.0 47062
94.3%
116.0 2824
 
5.7%

Common Values (Plot)

2023-08-08T14:58:42.381014image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

vote_share
Categorical

HIGH CARDINALITY  MISSING 

Distinct96
Distinct (%)0.2%
Missing1460
Missing (%)2.9%
Memory size389.9 KiB
59.1
 
1864
60.4
 
1510
53.5
 
1497
54.9
 
1479
50.9
 
1411
Other values (91)
40665 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row48.7
2nd row60.3
3rd row60.3
4th row62.9
5th row50.4

Common Values

ValueCountFrequency (%)
59.1 1864
 
3.7%
60.4 1510
 
3.0%
53.5 1497
 
3.0%
54.9 1479
 
3.0%
50.9 1411
 
2.8%
56.6 1405
 
2.8%
62.4 1316
 
2.6%
50.0 1091
 
2.2%
52.0 1021
 
2.0%
50.4 976
 
2.0%
Other values (86) 34856
69.9%
(Missing) 1460
 
2.9%

next_closest_share
Categorical

HIGH CARDINALITY  MISSING 

Distinct89
Distinct (%)0.2%
Missing1460
Missing (%)2.9%
Memory size389.9 KiB
40.9
 
2302
36.2
 
2211
43.9
 
1876
33.0
 
1570
38.9
 
1479
Other values (84)
38988 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row46.9
2nd row36.2
3rd row36.2
4th row34.9
5th row45.4

Common Values

ValueCountFrequency (%)
40.9 2302
 
4.6%
36.2 2211
 
4.4%
43.9 1876
 
3.8%
33.0 1570
 
3.1%
38.9 1479
 
3.0%
45.4 1478
 
3.0%
41.0 1405
 
2.8%
37.6 1110
 
2.2%
48.3 1108
 
2.2%
47.6 1091
 
2.2%
Other values (79) 32796
65.7%
(Missing) 1460
 
2.9%

election_year
Categorical

Distinct6
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
2020
16369 
2018
16124 
2016
14926 
*
 
1460
2014
 
946

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2020
2nd row2018
3rd row2018
4th row2016
5th row2018

Common Values

ValueCountFrequency (%)
2020 16369
32.8%
2018 16124
32.3%
2016 14926
29.9%
* 1460
 
2.9%
2014 946
 
1.9%
2017 61
 
0.1%

Common Values (Plot)

2023-08-08T14:58:42.456383image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

alt_handle
Categorical

HIGH CARDINALITY  MISSING 

Distinct68
Distinct (%)0.3%
Missing22882
Missing (%)45.9%
Memory size389.9 KiB
murraycampaign
 
1503
JeanneShaheen
 
1314
DickDurbin
 
1111
RosenforNevada
 
959
ewarren
 
822
Other values (63)
21295 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowamyklobuchar
2nd rowRosenforNevada
3rd rowedmarkey
4th rowSenBrianSchatz
5th rowBernieSanders

Common Values

ValueCountFrequency (%)
murraycampaign 1503
 
3.0%
JeanneShaheen 1314
 
2.6%
DickDurbin 1111
 
2.2%
RosenforNevada 959
 
1.9%
ewarren 822
 
1.6%
chuckschumer 782
 
1.6%
CortezMasto 756
 
1.5%
kyrstensinema 754
 
1.5%
Maggie_Hassan 747
 
1.5%
scottforflorida 743
 
1.5%
Other values (58) 17513
35.1%
(Missing) 22882
45.9%

date_of_birth
Categorical

Distinct109
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
10/11/1950
 
1864
11/21/1944
 
1479
01/28/1947
 
1405
06/22/1949
 
1218
02/02/1952
 
1157
Other values (104)
42763 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row08/30/1960
2nd row05/25/1960
3rd row05/25/1960
4th row02/13/1946
5th row08/02/1957

Common Values

ValueCountFrequency (%)
10/11/1950 1864
 
3.7%
11/21/1944 1479
 
3.0%
01/28/1947 1405
 
2.8%
06/22/1949 1218
 
2.4%
02/02/1952 1157
 
2.3%
10/20/1964 1110
 
2.2%
12/22/1970 1108
 
2.2%
07/12/1976 1091
 
2.2%
05/28/1971 1021
 
2.0%
08/02/1957 976
 
2.0%
Other values (99) 37457
75.1%

female
Categorical

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
0.0
32102 
1.0
17784 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0.0
2nd row1.0
3rd row1.0
4th row0.0
5th row1.0

Common Values

ValueCountFrequency (%)
0.0 32102
64.4%
1.0 17784
35.6%

Common Values (Plot)

2023-08-08T14:58:42.536215image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

ethnicity
Categorical

Distinct7
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
White
41469 
Hispanic
 
3194
Hispanic; White
 
1887
African-American; Asian-American
 
1548
Asian; White
 
810
Other values (2)
 
978

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowWhite
2nd rowWhite
3rd rowWhite
4th rowWhite
5th rowWhite

Common Values

ValueCountFrequency (%)
White 41469
83.1%
Hispanic 3194
 
6.4%
Hispanic; White 1887
 
3.8%
African-American; Asian-American 1548
 
3.1%
Asian; White 810
 
1.6%
African-American 755
 
1.5%
Asian 223
 
0.4%

Common Values (Plot)

2023-08-08T14:58:42.612673image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

edu_level
Categorical

Distinct3
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
8.0
28384 
6.0
10969 
7.0
10533 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row6.0
2nd row8.0
3rd row8.0
4th row8.0
5th row6.0

Common Values

ValueCountFrequency (%)
8.0 28384
56.9%
6.0 10969
 
22.0%
7.0 10533
 
21.1%

Common Values (Plot)

2023-08-08T14:58:42.696154image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

edu_information
Categorical

Distinct109
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
B.A.; Physical Education; Washington State University; 1972
 
1864
J.D.; Georgetown University; 1969
 
1479
M.S.S.; University of Mississippi; 1973
 
1405
J.D.; Rutgers University; 1976
 
1218
J.D.; St. Mary’s School of Law; 1977
 
1157
Other values (104)
42763 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowB.S.; Technology Management; University of Maryland; 1996
2nd rowJ.D.; University of Chicago, 1985
3rd rowJ.D.; University of Chicago, 1985
4th rowJ.D.; Yale University; 1973
5th rowB.A.; Psychology; University of Minnesota; 1979

Common Values

ValueCountFrequency (%)
B.A.; Physical Education; Washington State University; 1972 1864
 
3.7%
J.D.; Georgetown University; 1969 1479
 
3.0%
M.S.S.; University of Mississippi; 1973 1405
 
2.8%
J.D.; Rutgers University; 1976 1218
 
2.4%
J.D.; St. Mary’s School of Law; 1977 1157
 
2.3%
J.D.; University of California; 1989 1110
 
2.2%
J.D.; Harvard University; 1995 1108
 
2.2%
PhD in Justice Studies; Arizona State University; 2012 1091
 
2.2%
J.D.; University of Miami; 1996 1021
 
2.0%
B.A.; Psychology; University of Minnesota; 1979 976
 
2.0%
Other values (99) 37457
75.1%

occup_level
Categorical

Distinct13
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
2.0
22193 
1.0
5375 
5.0
5372 
0.0
5124 
11.0
3837 
Other values (8)
7985 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row1.0
2nd row2.0
3rd row2.0
4th row2.0
5th row1.0

Common Values

ValueCountFrequency (%)
2.0 22193
44.5%
1.0 5375
 
10.8%
5.0 5372
 
10.8%
0.0 5124
 
10.3%
11.0 3837
 
7.7%
3.0 2791
 
5.6%
6.0 2096
 
4.2%
12.0 796
 
1.6%
9.0 753
 
1.5%
8.0 478
 
1.0%
Other values (3) 1071
 
2.1%

alt
Categorical

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
False
39080 
True
10806 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowTrue
2nd rowTrue
3rd rowFalse
4th rowFalse
5th rowFalse

Common Values

ValueCountFrequency (%)
False 39080
78.3%
True 10806
 
21.7%

Common Values (Plot)

2023-08-08T14:58:42.767250image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

twitter_handle
Categorical

HIGH CARDINALITY  MISSING 

Distinct62
Distinct (%)0.6%
Missing39080
Missing (%)78.3%
Memory size389.9 KiB
SenAmyKlobuchar
 
576
SenatorMarshall
 
561
SenAlexPadilla
 
553
VP
 
450
SenMarkey
 
413
Other values (57)
8253 

Unique

Unique1 ?
Unique (%)< 0.1%

Sample

1st rowSenThomTillis
2nd rowSenAmyKlobuchar
3rd rowSenAlexPadilla
4th rowSenMarkey
5th rowSenWarren

Common Values

ValueCountFrequency (%)
SenAmyKlobuchar 576
 
1.2%
SenatorMarshall 561
 
1.1%
SenAlexPadilla 553
 
1.1%
VP 450
 
0.9%
SenMarkey 413
 
0.8%
SenTedCruz 408
 
0.8%
SenWarren 396
 
0.8%
SenSanders 381
 
0.8%
senrandpaul 373
 
0.7%
senmarcorubio 370
 
0.7%
Other values (52) 6325
 
12.7%
(Missing) 39080
78.3%

tweetLen
Categorical

Distinct318
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Memory size389.9 KiB
280
 
1559
279
 
1271
278
 
1067
277
 
971
284
 
917
Other values (313)
44101 

Unique

Unique13 ?
Unique (%)< 0.1%

Sample

1st row134
2nd row191
3rd row308
4th row200
5th row291

Common Values

ValueCountFrequency (%)
280 1559
 
3.1%
279 1271
 
2.5%
278 1067
 
2.1%
277 971
 
1.9%
284 917
 
1.8%
276 855
 
1.7%
275 792
 
1.6%
283 758
 
1.5%
274 689
 
1.4%
288 627
 
1.3%
Other values (308) 40380
80.9%