Pandas Profiling Report

Dataset statistics

Number of variables	35
Number of observations	423967
Missing cells	5300783
Missing cells (%)	35.7%
Total size in memory	113.2 MiB
Average record size in memory	280.0 B

Variable types

Categorical	31
Unsupported	4

Alerts

`user.verified` has constant value "False"	Constant
`Unnamed: 0` has a high cardinality: 820 distinct values	High cardinality
`id` has a high cardinality: 423612 distinct values	High cardinality
`user.id` has a high cardinality: 177 distinct values	High cardinality
`user.username` has a high cardinality: 177 distinct values	High cardinality
`user.created` has a high cardinality: 177 distinct values	High cardinality
`user.favouritesCount` has a high cardinality: 162 distinct values	High cardinality
`user.followersCount` has a high cardinality: 193 distinct values	High cardinality
`user.friendsCount` has a high cardinality: 170 distinct values	High cardinality
`user.url` has a high cardinality: 177 distinct values	High cardinality
`rawContent` has a high cardinality: 420937 distinct values	High cardinality
`renderedContent` has a high cardinality: 420368 distinct values	High cardinality
`coordinates` has a high cardinality: 205 distinct values	High cardinality
`hashtags` has a high cardinality: 20247 distinct values	High cardinality
`inReplyToTweetId` has a high cardinality: 55386 distinct values	High cardinality
`inReplyToUser` has a high cardinality: 2942 distinct values	High cardinality
`media` has a high cardinality: 108424 distinct values	High cardinality
`mentionedUsers` has a high cardinality: 41533 distinct values	High cardinality
`links` has a high cardinality: 135021 distinct values	High cardinality
`place` has a high cardinality: 199 distinct values	High cardinality
`quotedTweet` has a high cardinality: 57466 distinct values	High cardinality
`url` has a high cardinality: 423612 distinct values	High cardinality
`date` has a high cardinality: 398624 distinct values	High cardinality
`replyCount` has a high cardinality: 6433 distinct values	High cardinality
`retweetCount` has a high cardinality: 8781 distinct values	High cardinality
`likeCount` has a high cardinality: 22039 distinct values	High cardinality
`quoteCount` has a high cardinality: 2673 distinct values	High cardinality
`conversationId` has a high cardinality: 370501 distinct values	High cardinality
`contains_keyword` has a high cardinality: 1170 distinct values	High cardinality
`quoteCount` is highly imbalanced (56.9%)	Imbalance
`lang` is highly imbalanced (95.9%)	Imbalance
`contains_keyword` is highly imbalanced (89.9%)	Imbalance
`cashtags` has 423962 (> 99.9%) missing values	Missing
`coordinates` has 423163 (99.8%) missing values	Missing
`hashtags` has 335306 (79.1%) missing values	Missing
`inReplyToTweetId` has 368336 (86.9%) missing values	Missing
`inReplyToUser` has 368336 (86.9%) missing values	Missing
`media` has 312688 (73.8%) missing values	Missing
`mentionedUsers` has 302624 (71.4%) missing values	Missing
`links` has 288127 (68.0%) missing values	Missing
`place` has 423163 (99.8%) missing values	Missing
`quotedTweet` has 359210 (84.7%) missing values	Missing
`retweetedTweet` has 423967 (100.0%) missing values	Missing
`sourceLabel` has 423967 (100.0%) missing values	Missing
`sourceUrl` has 423967 (100.0%) missing values	Missing
`source` has 423967 (100.0%) missing values	Missing
`retweetedTweet` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`sourceLabel` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`sourceUrl` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`source` is an unsupported type, check if it needs cleaning or further analysis	Unsupported

Reproduction

Analysis started	2023-08-08 12:58:29.913833
Analysis finished	2023-08-08 12:58:39.254746
Duration	9.34 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

Unnamed: 0
Categorical

Distinct	820
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

0	3757
1	3674
2	3623
3	3586
4	3544
Other values (815)	405783

Overview
Categories

Unique

Unique	100 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	1
3rd row	2
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	3757	0.9%
1	3674	0.9%
2	3623	0.9%
3	3586	0.8%
4	3544	0.8%
5	3513	0.8%
6	3481	0.8%
7	3454	0.8%
8	3433	0.8%
9	3408	0.8%
Other values (810)	388494	91.6%

id
Categorical

Distinct	423612
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

1295483839565856768	2
1234868300884000771	2
1232779505279938561	2
1233091991015055362	2
1233106983936516096	2
Other values (423607)	423957

Overview
Categories

Unique

Unique	423257 ?
Unique (%)	99.8%

Sample

1st row	1226988645044891649
2nd row	1217185789156777986
3rd row	1216891845692837888
4th row	1394083996653563907
5th row	1393972598237696007

Common Values

Value	Count	Frequency (%)
1295483839565856768	2	< 0.1%
1234868300884000771	2	< 0.1%
1232779505279938561	2	< 0.1%
1233091991015055362	2	< 0.1%
1233106983936516096	2	< 0.1%
1233172655060156416	2	< 0.1%
1233492502910570496	2	< 0.1%
1233502239416815619	2	< 0.1%
1233903840358887424	2	< 0.1%
1234546239166799872	2	< 0.1%
Other values (423602)	423947	> 99.9%

user.id
Categorical

Distinct	177
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

13218102	9438
23022687	8806
278145569	7527
1074480192	6770
131546062	6678
Other values (172)	384748

Overview
Categories

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	87510313
2nd row	87510313
3rd row	87510313
4th row	216776631
5th row	216776631

Common Values

Value	Count	Frequency (%)
13218102	9438	2.2%
23022687	8806	2.1%
278145569	7527	1.8%
1074480192	6770	1.6%
131546062	6678	1.6%
242555999	6536	1.5%
18915145	6201	1.5%
109287731	6171	1.5%
150078976	5828	1.4%
247334603	5760	1.4%
Other values (167)	354252	83.6%

user.username
Categorical

Distinct	177
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

JohnCornyn	9438
tedcruz	8806
MarshaBlackburn	7527
SenTedCruz	6770
SenRickScott	6678
Other values (172)	384748

Overview
Categories

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	tammybaldwin
2nd row	tammybaldwin
3rd row	tammybaldwin
4th row	BernieSanders
5th row	BernieSanders

Common Values

Value	Count	Frequency (%)
JohnCornyn	9438	2.2%
tedcruz	8806	2.1%
MarshaBlackburn	7527	1.8%
SenTedCruz	6770	1.6%
SenRickScott	6678	1.6%
SenWhitehouse	6536	1.5%
senrobportman	6201	1.5%
SenatorShaheen	6171	1.5%
ChrisMurphyCT	5828	1.4%
SenatorDurbin	5760	1.4%
Other values (167)	354252	83.6%

user.verified
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

False	423967

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	False
2nd row	False
3rd row	False
4th row	False
5th row	False

Common Values

Value	Count	Frequency (%)
False	423967	100.0%

Common Values (Plot)

user.created
Categorical

Distinct	177
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

2008-02-07 19:52:55+00:00	9438
2009-03-06 03:20:20+00:00	8806
2011-04-06 18:05:33+00:00	7527
2013-01-09 18:11:37+00:00	6770
2010-04-10 16:03:04+00:00	6678
Other values (172)	384748

Overview
Categories

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	2009-11-04 19:20:25+00:00
2nd row	2009-11-04 19:20:25+00:00
3rd row	2009-11-04 19:20:25+00:00
4th row	2010-11-17 17:53:52+00:00
5th row	2010-11-17 17:53:52+00:00

Common Values

Value	Count	Frequency (%)
2008-02-07 19:52:55+00:00	9438	2.2%
2009-03-06 03:20:20+00:00	8806	2.1%
2011-04-06 18:05:33+00:00	7527	1.8%
2013-01-09 18:11:37+00:00	6770	1.6%
2010-04-10 16:03:04+00:00	6678	1.6%
2011-01-25 01:52:03+00:00	6536	1.5%
2009-01-12 20:56:42+00:00	6201	1.5%
2010-01-28 15:22:44+00:00	6171	1.5%
2010-05-31 01:22:43+00:00	5828	1.4%
2011-02-04 15:50:42+00:00	5760	1.4%
Other values (167)	354252	83.6%

user.favouritesCount
Categorical

Distinct	162
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

510	10509
10678	9438
1294	8806
1568	8663
2138	7527
Other values (157)	379024

Overview
Categories

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	289
2nd row	289
3rd row	289
4th row	939
5th row	939

Common Values

Value	Count	Frequency (%)
510	10509	2.5%
10678	9438	2.2%
1294	8806	2.1%
1568	8663	2.0%
2138	7527	1.8%
523	6770	1.6%
256	6678	1.6%
1098	6536	1.5%
467	6201	1.5%
139	6047	1.4%
Other values (152)	346792	81.8%

user.followersCount
Categorical

Distinct	193
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

369869	9438
1019563	7209
3404475	6770
445543	6678
603853	6536
Other values (188)	387336

Overview
Categories

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	53853
2nd row	53853
3rd row	53853
4th row	15408026
5th row	15408026

Common Values

Value	Count	Frequency (%)
369869	9438	2.2%
1019563	7209	1.7%
3404475	6770	1.6%
445543	6678	1.6%
603853	6536	1.5%
168873	6201	1.5%
129843	6171	1.5%
1095774	5828	1.4%
739969	5760	1.4%
115510	5696	1.3%
Other values (183)	357680	84.4%

user.friendsCount
Categorical

Distinct	170
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

13109	9438
5418	8806
2022	7527
5481	6770
1283	6678
Other values (165)	384748

Overview
Categories

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	4072
2nd row	4072
3rd row	4072
4th row	1457
5th row	1457

Common Values

Value	Count	Frequency (%)
13109	9438	2.2%
5418	8806	2.1%
2022	7527	1.8%
5481	6770	1.6%
1283	6678	1.6%
2028	6536	1.5%
4994	6201	1.5%
2822	6171	1.5%
271	5828	1.4%
2418	5760	1.4%
Other values (160)	354252	83.6%

user.url
Categorical

Distinct	177
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

https://twitter.com/JohnCornyn	9438
https://twitter.com/tedcruz	8806
https://twitter.com/MarshaBlackburn	7527
https://twitter.com/SenTedCruz	6770
https://twitter.com/SenRickScott	6678
Other values (172)	384748

Overview
Categories

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	https://twitter.com/tammybaldwin
2nd row	https://twitter.com/tammybaldwin
3rd row	https://twitter.com/tammybaldwin
4th row	https://twitter.com/BernieSanders
5th row	https://twitter.com/BernieSanders

Common Values

Value	Count	Frequency (%)
https://twitter.com/JohnCornyn	9438	2.2%
https://twitter.com/tedcruz	8806	2.1%
https://twitter.com/MarshaBlackburn	7527	1.8%
https://twitter.com/SenTedCruz	6770	1.6%
https://twitter.com/SenRickScott	6678	1.6%
https://twitter.com/SenWhitehouse	6536	1.5%
https://twitter.com/senrobportman	6201	1.5%
https://twitter.com/SenatorShaheen	6171	1.5%
https://twitter.com/ChrisMurphyCT	5828	1.4%
https://twitter.com/SenatorDurbin	5760	1.4%
Other values (167)	354252	83.6%

rawContent
Categorical

Distinct	420937
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

👀	180
👇	112
🤔	106
😬	60
There still is a crisis at the border.	56
Other values (420932)	423453

Overview
Categories

Unique

Unique	419522 ?
Unique (%)	99.0%

Sample

1st row	We need more folks like @mjhegar in the Senate. Take a look at her ad below and chip in a few dollars if you can!
2nd row	President Trump will be in MKE tonight while the Dem candidates are debating. Today I joined @HallieJackson to discuss the clear choice for voters. Democrats want to protect coverage for preexisting conditions while President Trump wants to take them away. https://t.co/RheooZ2wAS
3rd row	The American people want a fair and honest trial!
4th row	The problem is not a labor shortage in this country. The problem is that in state after state, workers are being asked to work for starvation wages and no benefits. https://t.co/y9QbLkjbP9
5th row	The devastation in Gaza is unconscionable. We must urge an immediate ceasefire. The killing of Palestinians and Israelis must end. We must also take a hard look at nearly $4 billion a year in military aid to Israel. It is illegal for U.S. aid to support human rights violations.

Common Values

Value	Count	Frequency (%)
👀	180	< 0.1%
👇	112	< 0.1%
🤔	106	< 0.1%
😬	60	< 0.1%
There still is a crisis at the border.	56	< 0.1%
👇👇👇	49	< 0.1%
Today would be a great day for President Biden and Vice President Harris to #CancelStudentDebt.	40	< 0.1%
🔥🔥🔥	35	< 0.1%
Yes.	28	< 0.1%
#BidenBorderCrisis	22	< 0.1%
Other values (420927)	423279	99.8%

renderedContent
Categorical

Distinct	420368
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

👀	180
👇	112
🤔	106
markey.senate.gov/news/press-rel…	81
😬	60
Other values (420363)	423428

Overview
Categories

Unique

Unique	418757 ?
Unique (%)	98.8%

Sample

1st row	We need more folks like @mjhegar in the Senate. Take a look at her ad below and chip in a few dollars if you can!
2nd row	President Trump will be in MKE tonight while the Dem candidates are debating. Today I joined @HallieJackson to discuss the clear choice for voters. Democrats want to protect coverage for preexisting conditions while President Trump wants to take them away. msnbc.com/hallie-jackson…
3rd row	The American people want a fair and honest trial!
4th row	The problem is not a labor shortage in this country. The problem is that in state after state, workers are being asked to work for starvation wages and no benefits. https://t.co/y9QbLkjbP9
5th row	The devastation in Gaza is unconscionable. We must urge an immediate ceasefire. The killing of Palestinians and Israelis must end. We must also take a hard look at nearly $4 billion a year in military aid to Israel. It is illegal for U.S. aid to support human rights violations.

Common Values

Value	Count	Frequency (%)
👀	180	< 0.1%
👇	112	< 0.1%
🤔	106	< 0.1%
markey.senate.gov/news/press-rel…	81	< 0.1%
😬	60	< 0.1%
There still is a crisis at the border.	56	< 0.1%
👇👇👇	49	< 0.1%
Speaking live on the Senate floor: twitter.com/i/broadcasts/1…	46	< 0.1%
rubio.senate.gov/public/index.c…	40	< 0.1%
Today would be a great day for President Biden and Vice President Harris to #CancelStudentDebt.	40	< 0.1%
Other values (420358)	423197	99.8%

cashtags
Categorical

Distinct	3
Distinct (%)	60.0%
Missing	423962
Missing (%)	> 99.9%
Memory size	3.2 MiB

['s']	3
['GME']	1
['TSLA']	1

Overview
Categories

Unique

Unique	2 ?
Unique (%)	40.0%

Sample

1st row	['GME']
2nd row	['s']
3rd row	['TSLA']
4th row	['s']
5th row	['s']

Common Values

Value	Count	Frequency (%)
['s']	3	< 0.1%
['GME']	1	< 0.1%
['TSLA']	1	< 0.1%
(Missing)	423962	> 99.9%

Common Values (Plot)

coordinates
Categorical

HIGH CARDINALITY MISSING

Distinct	205
Distinct (%)	25.5%
Missing	423163
Missing (%)	99.8%
Memory size	3.2 MiB

Coordinates(longitude=-77.119401, latitude=38.801826)	243
Coordinates(longitude=-104.048915, latitude=45.935021)	32
Coordinates(longitude=-100.839587, latitude=46.756481)	30
Coordinates(longitude=-81.7071748, latitude=38.293241)	22
Coordinates(longitude=-75.7887564, latitude=38.4510398)	19
Other values (200)	458

Overview
Categories

Unique

Unique	116 ?
Unique (%)	14.4%

Sample

1st row	Coordinates(longitude=-92.889433, latitude=42.491921)
2nd row	Coordinates(longitude=-92.889433, latitude=42.491921)
3rd row	Coordinates(longitude=-91.7745785, latitude=41.886245)
4th row	Coordinates(longitude=-92.600005, latitude=41.978479)
5th row	Coordinates(longitude=-92.821734, latitude=41.004573)

Common Values

Value	Count	Frequency (%)
Coordinates(longitude=-77.119401, latitude=38.801826)	243	0.1%
Coordinates(longitude=-104.048915, latitude=45.935021)	32	< 0.1%
Coordinates(longitude=-100.839587, latitude=46.756481)	30	< 0.1%
Coordinates(longitude=-81.7071748, latitude=38.293241)	22	< 0.1%
Coordinates(longitude=-75.7887564, latitude=38.4510398)	19	< 0.1%
Coordinates(longitude=-102.051769, latitude=36.9931101)	16	< 0.1%
Coordinates(longitude=-93.709504, latitude=41.501409)	16	< 0.1%
Coordinates(longitude=-82.644739, latitude=37.201483)	12	< 0.1%
Coordinates(longitude=-77.172219, latitude=38.827378)	11	< 0.1%
Coordinates(longitude=-86.550888, latitude=36.3161629)	11	< 0.1%
Other values (195)	392	0.1%
(Missing)	423163	99.8%

hashtags
Categorical

HIGH CARDINALITY MISSING

Distinct	20247
Distinct (%)	22.8%
Missing	335306
Missing (%)	79.1%
Memory size	3.2 MiB

['COVID19']	6023
['coronavirus']	1349
['gapol', 'gasen']	1180
['BuildBackBetter']	914
['BidenBorderCrisis']	912
Other values (20242)	78283

Overview
Categories

Unique

Unique	14228 ?
Unique (%)	16.0%

Sample

1st row	['BernieInKY']
2nd row	['BernieInKY']
3rd row	['BernieInKY']
4th row	['BernieInKY']
5th row	['BernieInKY']

Common Values

Value	Count	Frequency (%)
['COVID19']	6023	1.4%
['coronavirus']	1349	0.3%
['gapol', 'gasen']	1180	0.3%
['BuildBackBetter']	914	0.2%
['BidenBorderCrisis']	912	0.2%
['CancelStudentDebt']	733	0.2%
['BlackHistoryMonth']	692	0.2%
['AmericanRescuePlan']	676	0.2%
['SCOTUS']	606	0.1%
['SOTU']	577	0.1%
Other values (20237)	74999	17.7%
(Missing)	335306	79.1%

inReplyToTweetId
Categorical

HIGH CARDINALITY MISSING

Distinct	55386
Distinct (%)	99.6%
Missing	368336
Missing (%)	86.9%
Memory size	3.2 MiB

1.2328318294360556e+18	11
1.5949093086844928e+18	7
1.504212607590355e+18	5
1.263626990227198e+18	5
1.5117488363095818e+18	5
Other values (55381)	55598

Overview
Categories

Unique

Unique	55190 ?
Unique (%)	99.2%

Sample

1st row	1.3888591429500355e+18
2nd row	1.3888591417084518e+18
3rd row	1.3888591406598963e+18
4th row	1.3888591397204664e+18
5th row	1.3888591387473756e+18

Common Values

Value	Count	Frequency (%)
1.2328318294360556e+18	11	< 0.1%
1.5949093086844928e+18	7	< 0.1%
1.504212607590355e+18	5	< 0.1%
1.263626990227198e+18	5	< 0.1%
1.5117488363095818e+18	5	< 0.1%
1.4280314916662313e+18	4	< 0.1%
1.3372490489533112e+18	4	< 0.1%
1.5962462076090696e+18	4	< 0.1%
1.6061351559023862e+18	3	< 0.1%
1.2725637151963505e+18	3	< 0.1%
Other values (55376)	55580	13.1%
(Missing)	368336	86.9%

inReplyToUser
Categorical

HIGH CARDINALITY MISSING

Distinct	2942
Distinct (%)	5.3%
Missing	368336
Missing (%)	86.9%
Memory size	3.2 MiB

https://twitter.com/senrobportman	1731
https://twitter.com/lisamurkowski	1708
https://twitter.com/LindseyGrahamSC	1434
https://twitter.com/SenBlumenthal	1405
https://twitter.com/SenWhitehouse	1397
Other values (2937)	47956

Overview
Categories

Unique

Unique	2341 ?
Unique (%)	4.2%

Sample

1st row	https://twitter.com/BernieSanders
2nd row	https://twitter.com/BernieSanders
3rd row	https://twitter.com/BernieSanders
4th row	https://twitter.com/BernieSanders
5th row	https://twitter.com/BernieSanders

Common Values

Value	Count	Frequency (%)
https://twitter.com/senrobportman	1731	0.4%
https://twitter.com/lisamurkowski	1708	0.4%
https://twitter.com/LindseyGrahamSC	1434	0.3%
https://twitter.com/SenBlumenthal	1405	0.3%
https://twitter.com/SenWhitehouse	1397	0.3%
https://twitter.com/SenatorMenendez	1347	0.3%
https://twitter.com/SenBobCasey	1342	0.3%
https://twitter.com/ChrisCoons	1241	0.3%
https://twitter.com/JohnCornyn	1178	0.3%
https://twitter.com/SenRickScott	1019	0.2%
Other values (2932)	41829	9.9%
(Missing)	368336	86.9%

media
Categorical

HIGH CARDINALITY MISSING

Distinct	108424
Distinct (%)	97.4%
Missing	312688
Missing (%)	73.8%
Memory size	3.2 MiB

[Video(thumbnailUrl='https://pbs.twimg.com/amplify_video_thumb/1225775550448439296/img/OorzQZ8gL_TgPHFf.jpg', variants=[VideoVariant(url='https://video.twimg.com/amplify_video/1225775550448439296/vid/640x360/pt6ZsDytiLWUMgQ5.mp4?tag=13', contentType='video/mp4', bitrate=832000), VideoVariant(url='https://video.twimg.com/amplify_video/1225775550448439296/vid/480x270/XGch5_MXP5VpOoT9.mp4?tag=13', contentType='video/mp4', bitrate=288000), VideoVariant(url='https://video.twimg.com/amplify_video/1225775550448439296/pl/IdL9UwWWcazfrbmB.m3u8?tag=13', contentType='application/x-mpegURL', bitrate=None), VideoVariant(url='https://video.twimg.com/amplify_video/1225775550448439296/vid/1280x720/sxBjx6xvOH2xKrGj.mp4?tag=13', contentType='video/mp4', bitrate=2176000)], duration=3.462, views=43997, altText=None)]	47
[Video(thumbnailUrl='https://pbs.twimg.com/amplify_video_thumb/1302307323470319616/img/AqtjJsB1Rnndj79X.jpg', variants=[VideoVariant(url='https://video.twimg.com/amplify_video/1302307323470319616/vid/480x270/TVSedxlTI706vPn_.mp4?tag=13', contentType='video/mp4', bitrate=288000), VideoVariant(url='https://video.twimg.com/amplify_video/1302307323470319616/pl/5zzHU49sHl9W5Zcg.m3u8?tag=13', contentType='application/x-mpegURL', bitrate=None), VideoVariant(url='https://video.twimg.com/amplify_video/1302307323470319616/vid/1280x720/nXn6oFl144kuH7p5.mp4?tag=13', contentType='video/mp4', bitrate=2176000), VideoVariant(url='https://video.twimg.com/amplify_video/1302307323470319616/vid/640x360/prGY9PcLBpjth_mR.mp4?tag=13', contentType='video/mp4', bitrate=832000)], duration=31.732, views=7583, altText=None)]	11
[Video(thumbnailUrl='https://pbs.twimg.com/amplify_video_thumb/1308723265947545602/img/fteOKUXbfnZvDxRM.jpg', variants=[VideoVariant(url='https://video.twimg.com/amplify_video/1308723265947545602/vid/480x270/nadZGl6dQxqIiB8l.mp4?tag=13', contentType='video/mp4', bitrate=288000), VideoVariant(url='https://video.twimg.com/amplify_video/1308723265947545602/vid/640x360/trfnQBPDh4qTJSsE.mp4?tag=13', contentType='video/mp4', bitrate=832000), VideoVariant(url='https://video.twimg.com/amplify_video/1308723265947545602/pl/YGio6mjrClPvzMSu.m3u8?tag=13', contentType='application/x-mpegURL', bitrate=None), VideoVariant(url='https://video.twimg.com/amplify_video/1308723265947545602/vid/1280x720/bEfK6coyBzlidmU7.mp4?tag=13', contentType='video/mp4', bitrate=2176000)], duration=30.155, views=18189, altText=None)]	11
[Video(thumbnailUrl='https://pbs.twimg.com/amplify_video_thumb/1293900872213291008/img/pX-vF3riIJsoeccY.jpg', variants=[VideoVariant(url='https://video.twimg.com/amplify_video/1293900872213291008/vid/480x270/aYO1ydehwGPE24nz.mp4?tag=13', contentType='video/mp4', bitrate=288000), VideoVariant(url='https://video.twimg.com/amplify_video/1293900872213291008/pl/701H0265y9yCgEdl.m3u8?tag=13', contentType='application/x-mpegURL', bitrate=None), VideoVariant(url='https://video.twimg.com/amplify_video/1293900872213291008/vid/640x360/oBIlDzjqv9ENrv9s.mp4?tag=13', contentType='video/mp4', bitrate=832000), VideoVariant(url='https://video.twimg.com/amplify_video/1293900872213291008/vid/1280x720/JyjhwZsi8ThCdIaC.mp4?tag=13', contentType='video/mp4', bitrate=2176000)], duration=30.03, views=14408, altText=None)]	11
[Video(thumbnailUrl='https://pbs.twimg.com/ext_tw_video_thumb/1255503615038545925/pu/img/TuxOaa5LgRhW-ISS.jpg', variants=[VideoVariant(url='https://video.twimg.com/ext_tw_video/1255503615038545925/pu/vid/1280x720/3VSQXmozy2Y9bo-q.mp4?tag=10', contentType='video/mp4', bitrate=2176000), VideoVariant(url='https://video.twimg.com/ext_tw_video/1255503615038545925/pu/vid/480x270/lEzMrdAqX0YCZRBD.mp4?tag=10', contentType='video/mp4', bitrate=256000), VideoVariant(url='https://video.twimg.com/ext_tw_video/1255503615038545925/pu/vid/640x360/J0F_sb2gRFwNxeub.mp4?tag=10', contentType='video/mp4', bitrate=832000), VideoVariant(url='https://video.twimg.com/ext_tw_video/1255503615038545925/pu/pl/QlXgy81fRppcPRgl.m3u8?tag=10', contentType='application/x-mpegURL', bitrate=None)], duration=55.722, views=28851, altText=None)]	11
Other values (108419)	111188

Overview
Categories

Unique

Unique	106321 ?
Unique (%)	95.5%

Sample

1st row	[Video(thumbnailUrl='https://pbs.twimg.com/media/E1jHWm7WUAMdBoN.jpg', variants=[VideoVariant(url='https://video.twimg.com/amplify_video/1394082853424611332/vid/320x320/OQwvo-GqY4Ixx1Gn.mp4?tag=14', contentType='video/mp4', bitrate=432000), VideoVariant(url='https://video.twimg.com/amplify_video/1394082853424611332/vid/720x720/GryrvCS9RH4GRvPA.mp4?tag=14', contentType='video/mp4', bitrate=1280000), VideoVariant(url='https://video.twimg.com/amplify_video/1394082853424611332/pl/RGkvFi0FPDApM-gV.m3u8?tag=14', contentType='application/x-mpegURL', bitrate=None), VideoVariant(url='https://video.twimg.com/amplify_video/1394082853424611332/vid/540x540/2pL7jBwgbx-GSles.mp4?tag=14', contentType='video/mp4', bitrate=832000)], duration=90.716, views=158678, altText=None)]
2nd row	[Video(thumbnailUrl='https://pbs.twimg.com/media/E1R2EtyX0AoQi9P.jpg', variants=[VideoVariant(url='https://video.twimg.com/amplify_video/1392867688175833091/vid/320x320/qo6EeW6fPGXG5yNQ.mp4?tag=14', contentType='video/mp4', bitrate=432000), VideoVariant(url='https://video.twimg.com/amplify_video/1392867688175833091/vid/720x720/VPaSE91KtPhS1Hcc.mp4?tag=14', contentType='video/mp4', bitrate=1280000), VideoVariant(url='https://video.twimg.com/amplify_video/1392867688175833091/vid/540x540/vO6IsCKzp_v_6uKr.mp4?tag=14', contentType='video/mp4', bitrate=832000), VideoVariant(url='https://video.twimg.com/amplify_video/1392867688175833091/pl/CWcaSNp0Hv3TUGsu.m3u8?tag=14', contentType='application/x-mpegURL', bitrate=None)], duration=90.023, views=73925, altText=None)]
3rd row	[Video(thumbnailUrl='https://pbs.twimg.com/media/E0otrNjXsAQ5nqv.jpg', variants=[VideoVariant(url='https://video.twimg.com/amplify_video/1389972979266773003/vid/1280x720/9kiwOPeXmRy916Gw.mp4?tag=14', contentType='video/mp4', bitrate=2176000), VideoVariant(url='https://video.twimg.com/amplify_video/1389972979266773003/vid/480x270/BKJbU611BkJ_33MS.mp4?tag=14', contentType='video/mp4', bitrate=288000), VideoVariant(url='https://video.twimg.com/amplify_video/1389972979266773003/vid/640x360/rJ4Pay7ZvPMgKZDr.mp4?tag=14', contentType='video/mp4', bitrate=832000), VideoVariant(url='https://video.twimg.com/amplify_video/1389972979266773003/pl/VCbEC08PqbDlhBKY.m3u8?tag=14', contentType='application/x-mpegURL', bitrate=None)], duration=158.408, views=229353, altText=None)]
4th row	[Video(thumbnailUrl='https://pbs.twimg.com/media/E0kjHjOWEAsliuC.jpg', variants=[VideoVariant(url='https://video.twimg.com/amplify_video/1389679079226585092/vid/320x320/4oN-gis9mm3QKnrR.mp4?tag=14', contentType='video/mp4', bitrate=432000), VideoVariant(url='https://video.twimg.com/amplify_video/1389679079226585092/pl/ss1X6opHbpFBZs0F.m3u8?tag=14', contentType='application/x-mpegURL', bitrate=None), VideoVariant(url='https://video.twimg.com/amplify_video/1389679079226585092/vid/720x720/RKy3MXuX2OfO0t13.mp4?tag=14', contentType='video/mp4', bitrate=1280000), VideoVariant(url='https://video.twimg.com/amplify_video/1389679079226585092/vid/540x540/gvf5AAC_ZgLteVOI.mp4?tag=14', contentType='video/mp4', bitrate=832000)], duration=110.043, views=117524, altText=None)]
5th row	[Photo(previewUrl='https://pbs.twimg.com/media/E0kFHuKXEAUPu2G?format=jpg&name=small', fullUrl='https://pbs.twimg.com/media/E0kFHuKXEAUPu2G?format=jpg&name=orig', altText=None)]

Common Values

Value	Count	Frequency (%)
[Video(thumbnailUrl='https://pbs.twimg.com/amplify_video_thumb/1225775550448439296/img/OorzQZ8gL_TgPHFf.jpg', variants=[VideoVariant(url='https://video.twimg.com/amplify_video/1225775550448439296/vid/640x360/pt6ZsDytiLWUMgQ5.mp4?tag=13', contentType='video/mp4', bitrate=832000), VideoVariant(url='https://video.twimg.com/amplify_video/1225775550448439296/vid/480x270/XGch5_MXP5VpOoT9.mp4?tag=13', contentType='video/mp4', bitrate=288000), VideoVariant(url='https://video.twimg.com/amplify_video/1225775550448439296/pl/IdL9UwWWcazfrbmB.m3u8?tag=13', contentType='application/x-mpegURL', bitrate=None), VideoVariant(url='https://video.twimg.com/amplify_video/1225775550448439296/vid/1280x720/sxBjx6xvOH2xKrGj.mp4?tag=13', contentType='video/mp4', bitrate=2176000)], duration=3.462, views=43997, altText=None)]	47	< 0.1%
[Video(thumbnailUrl='https://pbs.twimg.com/amplify_video_thumb/1302307323470319616/img/AqtjJsB1Rnndj79X.jpg', variants=[VideoVariant(url='https://video.twimg.com/amplify_video/1302307323470319616/vid/480x270/TVSedxlTI706vPn_.mp4?tag=13', contentType='video/mp4', bitrate=288000), VideoVariant(url='https://video.twimg.com/amplify_video/1302307323470319616/pl/5zzHU49sHl9W5Zcg.m3u8?tag=13', contentType='application/x-mpegURL', bitrate=None), VideoVariant(url='https://video.twimg.com/amplify_video/1302307323470319616/vid/1280x720/nXn6oFl144kuH7p5.mp4?tag=13', contentType='video/mp4', bitrate=2176000), VideoVariant(url='https://video.twimg.com/amplify_video/1302307323470319616/vid/640x360/prGY9PcLBpjth_mR.mp4?tag=13', contentType='video/mp4', bitrate=832000)], duration=31.732, views=7583, altText=None)]	11	< 0.1%
[Video(thumbnailUrl='https://pbs.twimg.com/amplify_video_thumb/1308723265947545602/img/fteOKUXbfnZvDxRM.jpg', variants=[VideoVariant(url='https://video.twimg.com/amplify_video/1308723265947545602/vid/480x270/nadZGl6dQxqIiB8l.mp4?tag=13', contentType='video/mp4', bitrate=288000), VideoVariant(url='https://video.twimg.com/amplify_video/1308723265947545602/vid/640x360/trfnQBPDh4qTJSsE.mp4?tag=13', contentType='video/mp4', bitrate=832000), VideoVariant(url='https://video.twimg.com/amplify_video/1308723265947545602/pl/YGio6mjrClPvzMSu.m3u8?tag=13', contentType='application/x-mpegURL', bitrate=None), VideoVariant(url='https://video.twimg.com/amplify_video/1308723265947545602/vid/1280x720/bEfK6coyBzlidmU7.mp4?tag=13', contentType='video/mp4', bitrate=2176000)], duration=30.155, views=18189, altText=None)]	11	< 0.1%
[Video(thumbnailUrl='https://pbs.twimg.com/amplify_video_thumb/1293900872213291008/img/pX-vF3riIJsoeccY.jpg', variants=[VideoVariant(url='https://video.twimg.com/amplify_video/1293900872213291008/vid/480x270/aYO1ydehwGPE24nz.mp4?tag=13', contentType='video/mp4', bitrate=288000), VideoVariant(url='https://video.twimg.com/amplify_video/1293900872213291008/pl/701H0265y9yCgEdl.m3u8?tag=13', contentType='application/x-mpegURL', bitrate=None), VideoVariant(url='https://video.twimg.com/amplify_video/1293900872213291008/vid/640x360/oBIlDzjqv9ENrv9s.mp4?tag=13', contentType='video/mp4', bitrate=832000), VideoVariant(url='https://video.twimg.com/amplify_video/1293900872213291008/vid/1280x720/JyjhwZsi8ThCdIaC.mp4?tag=13', contentType='video/mp4', bitrate=2176000)], duration=30.03, views=14408, altText=None)]	11	< 0.1%
[Video(thumbnailUrl='https://pbs.twimg.com/ext_tw_video_thumb/1255503615038545925/pu/img/TuxOaa5LgRhW-ISS.jpg', variants=[VideoVariant(url='https://video.twimg.com/ext_tw_video/1255503615038545925/pu/vid/1280x720/3VSQXmozy2Y9bo-q.mp4?tag=10', contentType='video/mp4', bitrate=2176000), VideoVariant(url='https://video.twimg.com/ext_tw_video/1255503615038545925/pu/vid/480x270/lEzMrdAqX0YCZRBD.mp4?tag=10', contentType='video/mp4', bitrate=256000), VideoVariant(url='https://video.twimg.com/ext_tw_video/1255503615038545925/pu/vid/640x360/J0F_sb2gRFwNxeub.mp4?tag=10', contentType='video/mp4', bitrate=832000), VideoVariant(url='https://video.twimg.com/ext_tw_video/1255503615038545925/pu/pl/QlXgy81fRppcPRgl.m3u8?tag=10', contentType='application/x-mpegURL', bitrate=None)], duration=55.722, views=28851, altText=None)]	11	< 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)]	11	< 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)]	10	< 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)]	10	< 0.1%
[Video(thumbnailUrl='https://pbs.twimg.com/ext_tw_video_thumb/1265252962177335304/pu/img/MW152CDo1Gh5_EBC.jpg', variants=[VideoVariant(url='https://video.twimg.com/ext_tw_video/1265252962177335304/pu/vid/1280x720/eDflAuw3ixKJ47_5.mp4?tag=10', contentType='video/mp4', bitrate=2176000), VideoVariant(url='https://video.twimg.com/ext_tw_video/1265252962177335304/pu/pl/rOLaQ5O6iTFsX1ua.m3u8?tag=10', contentType='application/x-mpegURL', bitrate=None), VideoVariant(url='https://video.twimg.com/ext_tw_video/1265252962177335304/pu/vid/640x360/U1PfOmh-wOW1Axaa.mp4?tag=10', contentType='video/mp4', bitrate=832000), VideoVariant(url='https://video.twimg.com/ext_tw_video/1265252962177335304/pu/vid/480x270/wsPTWWyz72EBdTCX.mp4?tag=10', contentType='video/mp4', bitrate=256000)], duration=30.03, views=43460, altText=None)]	10	< 0.1%
[Video(thumbnailUrl='https://pbs.twimg.com/amplify_video_thumb/1304031579111665670/img/3PNdVUzVL2YNFe5p.jpg', variants=[VideoVariant(url='https://video.twimg.com/amplify_video/1304031579111665670/vid/640x360/U_lLhm66gc06n3EJ.mp4?tag=13', contentType='video/mp4', bitrate=832000), VideoVariant(url='https://video.twimg.com/amplify_video/1304031579111665670/vid/480x270/vIzLXbEO56qTdXso.mp4?tag=13', contentType='video/mp4', bitrate=288000), VideoVariant(url='https://video.twimg.com/amplify_video/1304031579111665670/vid/1280x720/f61oaE8ZLGvnjmVe.mp4?tag=13', contentType='video/mp4', bitrate=2176000), VideoVariant(url='https://video.twimg.com/amplify_video/1304031579111665670/pl/H1lifZG6Whk2CGJ-.m3u8?tag=13', contentType='application/x-mpegURL', bitrate=None)], duration=30.03, views=6843, altText=None)]	9	< 0.1%
Other values (108414)	111138	26.2%
(Missing)	312688	73.8%

mentionedUsers
Categorical

HIGH CARDINALITY MISSING

Distinct	41533
Distinct (%)	34.2%
Missing	302624
Missing (%)	71.4%
Memory size	3.2 MiB

[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)]	5732
[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)]	4077
[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)]	2325
[User(username='ossoff', id=521747968, displayname='Jon Ossoff', 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)]	647
[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)]	640
Other values (41528)	107922

Overview
Categories

Unique

Unique	31691 ?
Unique (%)	26.1%

Sample

1st row	[User(username='mjhegar', id=3021460584, displayname='MJ Hegar🇺🇦🌻', 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='HallieJackson', id=37590426, displayname='Hallie Jackson', 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='Booker4KY', id=3298708805, displayname='Charles Booker', 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='Booker4KY', id=3298708805, displayname='Charles Booker', 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='Booker4KY', id=3298708805, displayname='Charles Booker', 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

Value	Count	Frequency (%)
[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)]	5732	1.4%
[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)]	4077	1.0%
[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)]	2325	0.5%
[User(username='ossoff', id=521747968, displayname='Jon Ossoff', 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)]	647	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)]	640	0.2%
[User(username='USPS', id=386507775, displayname='U.S. Postal Service', 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)]	628	0.1%
[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)]	531	0.1%
[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)]	527	0.1%
[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)]	511	0.1%
[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)]	473	0.1%
Other values (41523)	105252	24.8%
(Missing)	302624	71.4%

links
Categorical

HIGH CARDINALITY MISSING

Distinct	135021
Distinct (%)	99.4%
Missing	288127
Missing (%)	68.0%
Memory size	3.2 MiB

[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 (135016)	135777

Overview
Categories

Unique

Unique	134360 ?
Unique (%)	98.9%

Sample

1st row	[TextLink(text='msnbc.com/hallie-jackson…', url='https://www.msnbc.com/hallie-jackson/watch/sen-baldwin-gives-walkthrough-of-start-of-impeachment-trial-76703301596', tcourl='https://t.co/RheooZ2wAS', indices=(257, 280))]
2nd row	[TextLink(text='twitter.com/washingtonpost…', url='https://twitter.com/washingtonpost/status/1392118564522450945', tcourl='https://t.co/1K852radFj', indices=(258, 281))]
3rd row	[TextLink(text='pscp.tv/w/1YpKkzVleAdxj', url='https://www.pscp.tv/w/1YpKkzVleAdxj', tcourl='https://t.co/r5qSH6gLrQ', indices=(175, 198))]
4th row	[TextLink(text='pscp.tv/w/c12eZzMyNzU3…', url='https://www.pscp.tv/w/c12eZzMyNzU3OTl8MVlwS2t6VmxlQWR4alUsEo3Yq3sZiCFRj5Jln2xi58FtnUQ-2Gv4cvFqMlXs', tcourl='https://t.co/TRy6ZqH77Y', indices=(173, 196))]
5th row	[TextLink(text='live.berniesanders.com', url='http://live.berniesanders.com', tcourl='https://t.co/vreIiWfeoS', indices=(157, 180))]

Common Values

Value	Count	Frequency (%)
[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='edmarkey.com', url='http://edmarkey.com', tcourl='https://t.co/qoQeZe2aqv', indices=(228, 251))]	7	< 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/20e74c90-ac60-4227-a7fd-a50c5a429481/D10C63C7653FABA5F5F5EC74FF4E2B21.usc-abroad-help.pdf', tcourl='https://t.co/eobqWCTM56', indices=(228, 251))]	6	< 0.1%
[TextLink(text='ronwis.co/ronsroadtour', url='http://ronwis.co/ronsroadtour', tcourl='https://t.co/VeOasvEWkH', indices=(69, 92))]	5	< 0.1%
[TextLink(text='rubio.senate.gov/public/_cache/…', url='https://www.rubio.senate.gov/public/_cache/files/3aba21e8-3fb3-4844-a217-1e8fb3334e93/C8D670B7E3FF7FEFAE1B749369D55054.paycheck-protection-program-faqs-for-small-businesses-in-spanish-final.pdf', tcourl='https://t.co/Uyfcm5SOdQ', indices=(256, 279))]	5	< 0.1%
Other values (135011)	135748	32.0%
(Missing)	288127	68.0%

place
Categorical

HIGH CARDINALITY MISSING

Distinct	199
Distinct (%)	24.8%
Missing	423163
Missing (%)	99.8%
Memory size	3.2 MiB

Place(id='01fbe706f872cb32', fullName='Washington, DC', name='Washington', type='city', country='United States', countryCode='US')	243
Place(id='7d893ca2441b0c21', fullName='North Dakota, USA', name='North Dakota', type='admin', country='United States', countryCode='US')	32
Place(id='3cd12646c811c87e', fullName='Bismarck, ND', name='Bismarck', type='city', country='United States', countryCode='US')	30
Place(id='71f2805dd75bc147', fullName='Charleston, WV', name='Charleston', type='city', country='United States', countryCode='US')	22
Place(id='3f5897b87d2bf56c', fullName='Delaware, USA', name='Delaware', type='admin', country='United States', countryCode='US')	19
Other values (194)	458

Overview
Categories

Unique

Unique	111 ?
Unique (%)	13.8%

Sample

1st row	Place(id='7dc5c6d3bfb10ccc', fullName='Wisconsin, USA', name='Wisconsin', type='admin', country='United States', countryCode='US')
2nd row	Place(id='7dc5c6d3bfb10ccc', fullName='Wisconsin, USA', name='Wisconsin', type='admin', country='United States', countryCode='US')
3rd row	Place(id='e06ed4324b139bf2', fullName='Cedar Rapids, IA', name='Cedar Rapids', type='city', country='United States', countryCode='US')
4th row	Place(id='0af98038b97a9d57', fullName='Toledo, IA', name='Toledo', type='city', country='United States', countryCode='US')
5th row	Place(id='2c448dd9c022d778', fullName='Albia, IA', name='Albia', type='city', country='United States', countryCode='US')

Common Values

Value	Count	Frequency (%)
Place(id='01fbe706f872cb32', fullName='Washington, DC', name='Washington', type='city', country='United States', countryCode='US')	243	0.1%
Place(id='7d893ca2441b0c21', fullName='North Dakota, USA', name='North Dakota', type='admin', country='United States', countryCode='US')	32	< 0.1%
Place(id='3cd12646c811c87e', fullName='Bismarck, ND', name='Bismarck', type='city', country='United States', countryCode='US')	30	< 0.1%
Place(id='71f2805dd75bc147', fullName='Charleston, WV', name='Charleston', type='city', country='United States', countryCode='US')	22	< 0.1%
Place(id='3f5897b87d2bf56c', fullName='Delaware, USA', name='Delaware', type='admin', country='United States', countryCode='US')	19	< 0.1%
Place(id='1c67f9d9cbae7f69', fullName='Des Moines, IA', name='Des Moines', type='city', country='United States', countryCode='US')	17	< 0.1%
Place(id='27c45d804c777999', fullName='Kansas, USA', name='Kansas', type='admin', country='United States', countryCode='US')	16	< 0.1%
Place(id='e08aaac2b23fd3a3', fullName='Gallatin, TN', name='Gallatin', type='city', country='United States', countryCode='US')	12	< 0.1%
Place(id='2d83c71ce16cd187', fullName='West Virginia, USA', name='West Virginia', type='admin', country='United States', countryCode='US')	12	< 0.1%
Place(id='319ee7b36c9149da', fullName='Arlington, VA', name='Arlington', type='city', country='United States', countryCode='US')	11	< 0.1%
Other values (189)	390	0.1%
(Missing)	423163	99.8%

quotedTweet
Categorical

HIGH CARDINALITY MISSING

Distinct	57466
Distinct (%)	88.7%
Missing	359210
Missing (%)	84.7%
Memory size	3.2 MiB

https://twitter.com/SenatorLujan/status/1488618483017523205	37
https://twitter.com/SenatorEnzi/status/1419888831671635972	28
https://twitter.com/realDonaldTrump/status/1311892190680014849	27
https://twitter.com/SenatorRounds/status/1455641509928312840	24
https://twitter.com/NASA/status/1231954422785363968	20
Other values (57461)	64621

Overview
Categories

Unique

Unique	52932 ?
Unique (%)	81.7%

Sample

1st row	https://twitter.com/mjhegar/status/1226869637255716865
2nd row	https://twitter.com/OutFrontCNN/status/1216881777265999874
3rd row	https://twitter.com/fightfor15/status/1392837114400690181
4th row	https://twitter.com/washingtonpost/status/1392118564522450945
5th row	https://twitter.com/CivicYouth/status/1387776959590043650

Common Values

Value	Count	Frequency (%)
https://twitter.com/SenatorLujan/status/1488618483017523205	37	< 0.1%
https://twitter.com/SenatorEnzi/status/1419888831671635972	28	< 0.1%
https://twitter.com/realDonaldTrump/status/1311892190680014849	27	< 0.1%
https://twitter.com/SenatorRounds/status/1455641509928312840	24	< 0.1%
https://twitter.com/NASA/status/1231954422785363968	20	< 0.1%
https://twitter.com/USNavy/status/1448279894719438854	19	< 0.1%
https://twitter.com/POTUS/status/1562462774969581570	19	< 0.1%
https://twitter.com/ChrisVanHollen/status/1526027910783680513	17	< 0.1%
https://twitter.com/USMC/status/1326168775188766721	16	< 0.1%
https://twitter.com/politico/status/1521288272021901312	15	< 0.1%
Other values (57456)	64535	15.2%
(Missing)	359210	84.7%

retweetedTweet
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	423967
Missing (%)	100.0%
Memory size	3.2 MiB

sourceLabel
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	423967
Missing (%)	100.0%
Memory size	3.2 MiB

sourceUrl
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	423967
Missing (%)	100.0%
Memory size	3.2 MiB

url
Categorical

Distinct	423612
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

https://twitter.com/CoryGardner/status/1295483839565856768	2
https://twitter.com/CoryGardner/status/1234868300884000771	2
https://twitter.com/CoryGardner/status/1232779505279938561	2
https://twitter.com/CoryGardner/status/1233091991015055362	2
https://twitter.com/CoryGardner/status/1233106983936516096	2
Other values (423607)	423957

Overview
Categories

Unique

Unique	423257 ?
Unique (%)	99.8%

Sample

1st row	https://twitter.com/tammybaldwin/status/1226988645044891649
2nd row	https://twitter.com/tammybaldwin/status/1217185789156777986
3rd row	https://twitter.com/tammybaldwin/status/1216891845692837888
4th row	https://twitter.com/BernieSanders/status/1394083996653563907
5th row	https://twitter.com/BernieSanders/status/1393972598237696007

Common Values

Value	Count	Frequency (%)
https://twitter.com/CoryGardner/status/1295483839565856768	2	< 0.1%
https://twitter.com/CoryGardner/status/1234868300884000771	2	< 0.1%
https://twitter.com/CoryGardner/status/1232779505279938561	2	< 0.1%
https://twitter.com/CoryGardner/status/1233091991015055362	2	< 0.1%
https://twitter.com/CoryGardner/status/1233106983936516096	2	< 0.1%
https://twitter.com/CoryGardner/status/1233172655060156416	2	< 0.1%
https://twitter.com/CoryGardner/status/1233492502910570496	2	< 0.1%
https://twitter.com/CoryGardner/status/1233502239416815619	2	< 0.1%
https://twitter.com/CoryGardner/status/1233903840358887424	2	< 0.1%
https://twitter.com/CoryGardner/status/1234546239166799872	2	< 0.1%
Other values (423602)	423947	> 99.9%

date
Categorical

Distinct	398624
Distinct (%)	94.0%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

2021-07-15 12:08:59+00:00	6
2021-05-11 22:11:42+00:00	6
2021-01-19 15:27:52+00:00	5
2020-05-01 23:30:35+00:00	5
2020-05-19 16:24:02+00:00	5
Other values (398619)	423940

Overview
Categories

Unique

Unique	377653 ?
Unique (%)	89.1%

Sample

1st row	2020-02-10 21:57:43+00:00
2nd row	2020-01-14 20:44:41+00:00
3rd row	2020-01-14 01:16:39+00:00
4th row	2021-05-17 00:15:00+00:00
5th row	2021-05-16 16:52:20+00:00

Common Values

Value	Count	Frequency (%)
2021-07-15 12:08:59+00:00	6	< 0.1%
2021-05-11 22:11:42+00:00	6	< 0.1%
2021-01-19 15:27:52+00:00	5	< 0.1%
2020-05-01 23:30:35+00:00	5	< 0.1%
2020-05-19 16:24:02+00:00	5	< 0.1%
2020-10-27 00:38:00+00:00	5	< 0.1%
2020-05-16 15:40:58+00:00	5	< 0.1%
2020-11-04 02:10:50+00:00	5	< 0.1%
2020-09-16 20:06:26+00:00	5	< 0.1%
2021-07-14 14:19:09+00:00	5	< 0.1%
Other values (398614)	423915	> 99.9%

replyCount
Categorical

Distinct	6433
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

1	17320
2	16967
3	16151
4	15258
5	14121
Other values (6428)	344150

Overview
Categories

Unique

Unique	2901 ?
Unique (%)	0.7%

Sample

1st row	0
2nd row	13
3rd row	11
4th row	509
5th row	10672

Common Values

Value	Count	Frequency (%)
1	17320	4.1%
2	16967	4.0%
3	16151	3.8%
4	15258	3.6%
5	14121	3.3%
6	12750	3.0%
7	11775	2.8%
8	10902	2.6%
0	9954	2.3%
9	9909	2.3%
Other values (6423)	288860	68.1%

retweetCount
Categorical

Distinct	8781
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

3	19149
2	18415
4	18308
5	16424
6	14641
Other values (8776)	337030

Overview
Categories

Unique

Unique	3580 ?
Unique (%)	0.8%

Sample

1st row	21
2nd row	8
3rd row	9
4th row	1291
5th row	34549

Common Values

Value	Count	Frequency (%)
3	19149	4.5%
2	18415	4.3%
4	18308	4.3%
5	16424	3.9%
6	14641	3.5%
1	14188	3.3%
7	13019	3.1%
8	11493	2.7%
9	10128	2.4%
10	8565	2.0%
Other values (8771)	279637	66.0%

likeCount
Categorical

Distinct	22039
Distinct (%)	5.2%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

9	4759
8	4718
10	4694
11	4653
12	4618
Other values (22034)	400525

Overview
Categories

Unique

Unique	10908 ?
Unique (%)	2.6%

Sample

1st row	74
2nd row	22
3rd row	68
4th row	6564
5th row	151031

Common Values

Value	Count	Frequency (%)
9	4759	1.1%
8	4718	1.1%
10	4694	1.1%
11	4653	1.1%
12	4618	1.1%
7	4579	1.1%
13	4483	1.1%
14	4394	1.0%
6	4362	1.0%
15	4264	1.0%
Other values (22029)	378443	89.3%

quoteCount
Categorical

HIGH CARDINALITY IMBALANCE

Distinct	2673
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

0	101761
1	67478
2	41844
3	27332
4	19573
Other values (2668)	165979

Overview
Categories

Unique

Unique	1136 ?
Unique (%)	0.3%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	83
5th row	3344

Common Values

Value	Count	Frequency (%)
0	101761	24.0%
1	67478	15.9%
2	41844	9.9%
3	27332	6.4%
4	19573	4.6%
5	14944	3.5%
6	11681	2.8%
7	9489	2.2%
8	7906	1.9%
9	6777	1.6%
Other values (2663)	115182	27.2%

conversationId
Categorical

Distinct	370501
Distinct (%)	87.4%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

1606376499900166145	176
1408239786628849668	92
1560436753105711104	80
1606308003740667905	56
1253160205912768519	49
Other values (370496)	423514

Overview
Categories

Unique

Unique	339421 ?
Unique (%)	80.1%

Sample

1st row	1226988645044891649
2nd row	1217185789156777986
3rd row	1216891845692837888
4th row	1394083996653563907
5th row	1393972598237696007

Common Values

Value	Count	Frequency (%)
1606376499900166145	176	< 0.1%
1408239786628849668	92	< 0.1%
1560436753105711104	80	< 0.1%
1606308003740667905	56	< 0.1%
1253160205912768519	49	< 0.1%
1310293038967787520	47	< 0.1%
1304080286679019521	42	< 0.1%
1334182615939772417	37	< 0.1%
1312818478835994624	36	< 0.1%
1341812156640227329	35	< 0.1%
Other values (370491)	423317	99.8%

lang
Categorical

Distinct	41
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

en	414556
es	3288
zxx	2569
art	962
qme	692
Other values (36)	1900

Overview
Categories

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	en
2nd row	en
3rd row	en
4th row	en
5th row	en

Common Values

Value	Count	Frequency (%)
en	414556	97.8%
es	3288	0.8%
zxx	2569	0.6%
art	962	0.2%
qme	692	0.2%
und	359	0.1%
qst	338	0.1%
qht	286	0.1%
fr	217	0.1%
qam	88	< 0.1%
Other values (31)	612	0.1%

source
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	423967
Missing (%)	100.0%
Memory size	3.2 MiB

contains_keyword
Categorical

HIGH CARDINALITY IMBALANCE

Distinct	1170
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	3.2 MiB

none	374940
pandemic	12092
ppe	9306
China	5505
corona	4038
Other values (1165)	18086

Overview
Categories

Unique

Unique	681 ?
Unique (%)	0.2%

Sample

1st row	none
2nd row	none
3rd row	none
4th row	none
5th row	none

Common Values

Value	Count	Frequency (%)
none	374940	88.4%
pandemic	12092	2.9%
ppe	9306	2.2%
China	5505	1.3%
corona	4038	1.0%
vaccine	3709	0.9%
Coronavirus	1143	0.3%
corona,pandemic	1042	0.2%
CDC	908	0.2%
China,China	899	0.2%
Other values (1160)	10385	2.4%

Overview

Variables

Common Values

Common Values

Common Values

Common Values

Common Values

Common Values (Plot)

Common Values

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Common Values (Plot)

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Common Values

Common Values

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