Convoy analysis
Eetu Mäkelä
2022-05-12
- General analysis
- Freedom convoy -period (first two weeks)
- Some large conversations
- Conversation 1254210334241419264 - the MOAC (Mother of All [Climate Change + Spam] Conversations)
- Conversation 647567168167636992: the erotic fiction
- Conversation 1488162322187182085: Trudeau tests positive for COVID-19
- Conversation 1225501300789477377: The British Slugfest
- Conversation 1485881808747220996: random ur-conversation 1
- Conversation 1485881813692149764: random ur-conversation 2
- Conversation 1485881842322612226: random ur-conversation 3
- Conversation 1486352737935798274: random “real” (10-100 message) conversation 1
- Conversation 1486352747347812353: random “real” (10-100 message) conversation 2
- Conversation 1486352996304830466: random “real” (10-100 message) conversation 3
- Conversation 1485662249624780807: random “real” “long” (50-150 message, max_depth>=20, authors<messages/3, keywords in at least messages/10, starting >=2022-01-22) conversation 1
- Conversation 1486730979968495616: random “real” “long” (50-150 message, max_depth>=20, authors<messages/3, keywords in at least messages/10, starting >=2022-01-22) conversation 2
- Conversation 1486100674152906752: random “real” “long” (50-150 message, max_depth>=20, authors<messages/3, keywords in at least messages/10, starting >=2022-01-22) conversation 3
General analysis
tweets_c %>%
count(original,name="tweets") %>%
mutate(original=if_else(original==1,"original sample","expanded discussion")) %>%
gt(rowname_col = "original") %>%
fmt_integer(tweets) %>%
summary_rows(columns=tweets, fns=list(total="sum"))| tweets | |
|---|---|
| original sample | 3,522,710 |
| expanded discussion | 17,062,094 |
| total | 20,584,804.00 |
Original sample is defined as follows: twarc2 search –archive
–start-time ‘2022-01-22’ –end-time ‘2022-02-05’ ‘lang:en
(“#TruckersForFreedom” OR “#FreedomConvoy2022” OR “#TruckerConvoy2022”
OR “#NoVaccineMandate” OR “#ConvoyForFreedom” OR “#FreedomConvoyCanada”
OR “#FluTruxKlan” OR “#FluTrucksKlan” OR “#EndTheStigma” OR
“#TrudeauIsACoward” OR “#CowardOfCanada” OR “#ResignTrudeau” OR
“#Omicronvoy” OR “#OttawaOccupation” OR “#HonkHonk” OR “#honkhonk” OR
“#TruckersForFreedom2020” OR “#freedomconvoy” OR “#OttawaOccupied” OR
“#TrudeauMustResign” OR “#OttawaSiege” OR “#CanadaTruckers” OR
“#OttawaOccupiers” OR “#freedomconvoy22” OR “#TrudeauTyranny” OR
“#FluTruckKlan” OR “#GoHomeTruckers” OR “#ConvoyGoHome” OR
“#GoHomeFluTruxclan” OR “#flutrucksclangohome” OR “#freedumbConvoy2022”
OR “#Clownvoy” OR “#FluTruxKlanGoHome” OR “#GoHomeConvoy” OR
“#IAmVaxxed” OR “#ConvoyGoHome” OR “Go Home” OR “Canadian Trucking
Alliance” OR “PM Trudeau” OR “Prime Minister Justin Trudeau” OR “Prime
Minister”)’ convoy_2weeks.jsonl
Raw access to the tweet data
The tweets are stored in a MariaDB
(MySQL) database called convoy on host
vm1788.kaj.pouta.csc.fi. The username for the database is
convoy. The password is given separately. DO NOT
INCLUDE THE PASSWORD IN ANY CODE YOU COMMIT TO GITHUB. If
running this notebook, it will ask for the password the first time you
run it, and then store it separately in your keyring.
Our raw data is both large and complex. With such data, one cannot unfortunately always just use a default database configuration and trust that it does the right thing. Therefore, here are some details:
- The data has been loaded into both Aria as well as ColumnStore
tables. Aria tables have a suffix of
_aand ColumnStore tables a suffix of_c. - Generally, ColumnStore tables should be more performant for the types of analytical queries we are performing, so use those as a default.
- However, for certain queries (at least including UNION ALL), the
ColumnStore does weird things and is bog slow. For those, the
_avariants may perform better. - The ColumnStore does not support recursive
queries useful for thread analysis. Therefore, these have to be
computed using Aria
_atables. - Mixing the two types of tables should often lead to worse performance (but may not)
The database structure is as follows:
tweets_[a|c]is the main table holding the tweets as well as their statistics.users_[a|c]contains user information. It is linked fromtweetsbyauthor_idandin_reply_to_user_id.tweet_mentions_[a|c]linkstweet_ids touser_ids they mention.tweet_hashtags_[a|c]linkstweet_ids to the hashtags they contain.tweet_urls_[a|c]linkstweet_ids to the urls they contain.conversations_[a|c]contains conversation-level info and stats for eachconversation_id.ur_conversations_[a|c]contains ur-conversation-level info and stats for eachur_conversation_id.
In the above, a conversation is a thread linked by
in_reply_to links. In this view, whenever you retweet a
tweet or quote-tweet it, you are starting a new, distinct converstaion
instead of continuing an existing one. This is what the Twitter API
deems a conversation and what their UI also generally shows, so a good
view when examining conversations from a user’s perspective. However,
when looking at a conversation in aggregate, one may also want to look
at all conversation sparked by some message, and include
downstream conversations started from retweets and quotes as well. For
this, our data also includes an ur_conversation_id, which
joins together all tweets in some way related to a single starter or its
descendants, whether there are retweets or quote-tweets in the middle of
that chain or not.
However, there is are two important caveats here:
- When tweets/users get deleted by twitter, it breaks the conversation chain upwards from the deleted tweet. This affects both ur-conversation resolution as well as calculating conversation statistics.
- It is possible for a tweet to be both a reply to a tweet as well as quote another tweet. For simplicity in this hackathon (for the conversations to remain clean trees instead of possibly cyclical DAGs), in such situations the tweet has only been associated with the ur-conversation to which it replies.
Statistics for conversations and ur-conversations
The following statistics have been calculated for conversations and
ur-conversations, and are available in the tweets_[a|c]
table (remember that removed tweets can cause problems for most of
these):
children: the number of replies to this tweetur_children: the number of retweets and quotes of, and replies to this tweetdescendants: the total number of tweets after this one in the conversationur_descendants: the total number of tweets after this one in the ur-conversationleaf_descendants: the total number of leaf tweets (tweets without further replies) in the conversation (a measure of conversation “breadth”)ur_leaf_descendants: the total number of leaf tweets (tweets without further replies) in the ur-conversation (a measure of ur-conversation “breadth”)max_depth: the maximum length reply chain discovered below this tweetur_max_depth: the maximum length reply/retweet/quote chain discovered below this tweett_authors: the total transitive amount of authors participating in the conversation branching down from this tweetur_t_authors: the total transitive amount of authors participating in the ur-conversation branching down from this tweett_reply_count: the total transitive reply count of the conversation branching down from this tweet (should be about equal todescendantsif there are not too many missing tweets)ur_t_reply_count: the total transitive reply count of the ur-conversation branching down from this tweett_quote_count: the total transitive quote count of the conversation branching down from this tweetur_t_quote_count: the total transitive quote count of the ur-conversation branching down from this tweett_like_count: the total transitive like count of the conversation branching down from this tweetur_t_like_count: the total transitive like count of the ur-conversation branching down from this tweett_retweet_count: the total transitive retweet count of the conversation branching down from this tweetur_t_retweet_count: the total transitive retweet count of the ur-conversation branching down from this tweetbranching_factor: the branching factor of the conversation tree, or the mean number of replies for each tweet that has repliesur_branching_factor: the branching factor of the ur-conversation tree, or the mean number of replies+quotes+retweets for each tweet that has themmean_depth: the mean depth of conversation branching down from this tweetdepth_mad: the mean absolute deviation (a measure of variance) from the mean conversation depthur_mean_depth: the mean depth of ur-conversation branching down from this tweetur_depth_mad: the mean absolute deviation (a measure of variance) from the mean ur-conversation depthmean_reply_count: the mean count of replies for each tweet in the conversation branching down from this tweetreply_count_mad: the mean absolute deviation (a measure of variance) from the mean reply countur_mean_reply_count: the mean count of replies for each tweet in the ur-conversation branching down from this tweetur_reply_count_mad: the mean absolute deviation (a measure of variance) from the mean ur-conversation reply countmean_quote_count: the mean count of quotations of each tweet in the conversation branching down from this tweetquote_count_mad: the mean absolute deviation (a measure of variance) from the mean quotation countur_mean_quote_count: the mean count of quotations of each tweet in the ur-conversation branching down from this tweetur_quote_count_mad: the mean absolute deviation (a measure of variance) from the mean ur-conversation quotation countmean_like_count: the mean count of likes of each tweet in the conversation branching down from this tweetlike_count_mad: the mean absolute deviation (a measure of variance) from the mean conversation like countur_mean_like_count: the mean count of likes of each tweet in the ur-conversation branching down from this tweetur_like_count_mad: the mean absolute deviation (a measure of variance) from the mean ur-conversation like countmean_retweet_count: the mean count of retweets of each tweet in the conversation branching down from this tweetretweet_count_mad`: the mean absolute deviation (a measure of variance) from the mean conversation retweet countur_mean_retweet_count: the mean count of retweets of each tweet in the ur-conversation branching down from this tweetur_retweet_count_mad: the mean absolute deviation (a measure of variance) from the mean ur-conversation retweet count
Using the data inside R
Tweet, conversation, ur-conversation and user ids are all
BIGINTs or 64bit integers in the database. R usually
handles numbers in these ranges as doubles, which is problematic in the
case of ids due to loss of precision (for example, 3.9272932^{-209}
becomes actually 1488952698795962368). To account for such situations, R
includes an integer64 data type. However, it does not in
general play nice with the R ecosystem. Therefore, the R database
connection package allows one to either automatically translate
BIGINTs to doubles or retain them as
integer64s. While one could think that here the sensible
option would be to retain all BIGINT columns as
integer64s, a problem then appears where for example all
COUNT results are integer64 as well. As such
counts are extremely common in our queries, always manually converting
their results is arduous. Therefore, this notebook actually always
includes two versions of the connection and tables: the one with an
_i suffix does not translate results into doubles, while
the one without the suffix does. The heuristic for using these two is
basically as follows: if you do id-based joins wholly within the
database before collect()ing results into R, it’s fine to
use the non-suffixed versions of the tables. However, if you
do pull in ids into R, it is crucial to use the
_i versions, lest you end up with different ids than you
should.
To get to know R tidyverse, here are some great
tutorials:
- https://moderndive.com/index.html chapters 1-4 are the best intro into R and tidyverse that I know of.
- Then, if you’re interested in expanding your visual analysis capabilities, following up with https://socviz.co/ is good.
- Excellent cheatsheets to keep on hand or even print while learning: https://www.rstudio.com/resources/cheatsheets/
- And finally “R for Data Science” is a central work by the authors of the packages, but I don’t think as good as the above: https://r4ds.had.co.nz/. Can be used to supplement the modern dive if something remains unclear or needs deepening after that.
Overall temporal outlook (note logarithmic y-scale)
tweets_c %>%
count(year_created_at,month_created_at) %>%
mutate(type="tweets") %>%
collect() %>%
bind_rows(
tweets_c %>%
filter(conversation_id==tweet_id) %>%
count(year_created_at,month_created_at) %>%
mutate(type="conversations") %>%
collect()
) %>%
mutate(date=make_date(year_created_at,month_created_at)) %>%
ggplot(aes(x=date,y=n,color=type)) +
geom_step() +
theme_hsci_discrete() +
scale_y_log10(labels=scales::comma) +
labs(color=NULL) +
scale_x_date(date_breaks="2 years",date_labels = "%Y")
Overall, our data has the most conversations and tweets in the period from which the seed tweets were gathered from, but interestingly, there are also multiple discussions that have gone on for much longer. Particularly interesting is the huge spike in tweets originating from 2016 and still continuing, to which the convoy-tweets get attached to.
Freedom convoy -period (first two weeks)
Total tweets in original sample
tweets_c %>%
filter(original,date_created_at>=as.Date("2022-01-22"),date_created_at<as.Date("2022-02-05")) %>%
group_by(date_created_at) %>%
summarize(`sample tweets`=n(), `sample non-retweets`=sum(is.na(retweet_of)), conversations=n_distinct(conversation_id), `ur-conversations`=n_distinct(ur_conversation_id),.groups="drop") %>%
collect() %>%
pivot_longer(`sample tweets`:`ur-conversations`) %>%
bind_rows(
tweets_c %>%
filter(original,date_created_at>=as.Date("2022-01-22"),date_created_at<as.Date("2022-02-05")) %>%
distinct(ur_conversation_id) %>%
left_join(tweets_c,by=c("ur_conversation_id")) %>%
filter(date_created_at>=as.Date("2022-01-22"),date_created_at<as.Date("2022-02-05")) %>%
group_by(date_created_at) %>%
summarize(`total tweets in ur-conversations`=n(), `non-retweets in ur-conversations`=sum(is.na(retweet_of))) %>%
collect() %>%
pivot_longer(`total tweets in ur-conversations`:`non-retweets in ur-conversations`)
) %>%
bind_rows(
tbl(con,sql('
WITH RECURSIVE descendants AS (
SELECT t.tweet_id
FROM tweets_a t
WHERE
t.original=1
UNION
SELECT t.tweet_id
FROM tweets_a t FORCE INDEX (in_reply_to), descendants d
WHERE
t.in_reply_to=d.tweet_id
)
SELECT date_created_at, COUNT(*) AS value
FROM descendants INNER JOIN tweets_a USING (tweet_id)
WHERE date_created_at>="2022-01-22" AND date_created_at<"2022-02-05"
GROUP BY date_created_at
')) %>%
collect() %>%
mutate(name="total tweets in downstream discussions")
) %>%
ggplot(aes(x=date_created_at,y=value,color=name)) +
geom_step() +
theme_hsci_discrete() +
scale_y_continuous(labels=scales::comma) +
labs(color=NULL) +
ylab("N")Warning: Missing values are always removed in SQL.
Use `SUM(x, na.rm = TRUE)` to silence this warning
This warning is displayed only once per session.
Conversation length power-law
Ur-conversations
tweets_c %>%
count(ur_conversation_id) %>%
ggplot(aes(x=n)) +
geom_histogram(bins=100) +
scale_y_log10(labels=scales::comma) +
scale_x_log10(labels=scales::comma) +
theme_hsci_discrete() +
ylab("Number of ur-conversations") +
xlab("Tweets in ur-conversation")Warning: Transformation introduced infinite values in continuous y-axis
Warning: Removed 20 rows containing missing values (geom_bar).
NAConversations
tweets_c %>%
count(conversation_id) %>%
ggplot(aes(x=n)) +
geom_histogram(bins=100) +
scale_y_log10(labels=scales::comma) +
scale_x_log10(labels=scales::comma) +
theme_hsci_discrete() +
ylab("Number of conversations") +
xlab("Tweets in conversation")Warning: Transformation introduced infinite values in continuous y-axis
Warning: Removed 20 rows containing missing values (geom_bar).
NAA typical power-law relationship: there are a great many discussions with only a few replies, and very few discussions that go on forever
Retweet/reply count relationship
tweets_c %>% mutate(
rt_bin=floor(log2(retweet_count)),
reply_bin=floor(log2(reply_count))
) %>%
replace_na(list(rt_bin=0,reply_bin=0)) %>%
count(rt_bin,reply_bin) %>%
mutate(n_bin=floor(log2(n))) %>%
ggplot(aes(x=rt_bin,y=reply_bin,fill=n_bin)) +
geom_raster() +
scale_x_continuous(labels=~scales::comma(2^.)) +
scale_y_continuous(labels=~scales::comma(2^.)) +
theme_hsci() +
scale_fill_viridis_c(labels=~scales::comma(2^.)) +
xlab("Retweets") +
ylab("Replies") +
labs(fill="Tweets")Warning: Raster pixels are placed at uneven vertical intervals and will be shifted. Consider using geom_tile() instead.
It is quite possible for a tweet to garner a huge number of retweets without sparking any discussion. The opposite is much less likely. Apart from this, the number of retweets and replies is correlated.
Some large conversations
d <- ur_conversations_c %>%
arrange(desc(uc_ur_descendants)) %>%
head(7) %>%
select(ur_conversation_id) %>%
left_join(tweets_c,by=c("ur_conversation_id")) %>%
mutate(year=year(created_at),month=month(created_at)) %>%
group_by(ur_conversation_id,year,month) %>%
mutate(ur_conversation_id=as.character(ur_conversation_id)) %>%
summarize(n=n(),authors=n_distinct(author_id),.groups="drop") %>%
collect() %>%
mutate(date=make_date(year,month))
d %>%
ggplot(aes(x=date,y=n,color=ur_conversation_id)) +
geom_step() +
theme_hsci_discrete()Warning: Removed 1 row(s) containing missing values (geom_path).
d %>%
ggplot(aes(x=date,y=authors,color=ur_conversation_id)) +
geom_step() +
theme_hsci_discrete()Warning: Removed 1 row(s) containing missing values (geom_path).
ur_conversations_c %>%
arrange(desc(uc_ur_descendants)) %>%
head(10) %>%
select(ur_conversation_id,created_at,uc_ur_descendants,ur_descendants,ur_mean_reply_count,ur_mean_retweet_count) %>%
left_join(tweets_c %>% group_by(ur_conversation_id) %>% summarize(authors=n_distinct(author_id)),by=c("ur_conversation_id")) %>%
mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
arrange(desc(uc_ur_descendants)) %>%
collect() %>%
relocate(authors,.after=ur_descendants) %>%
gt() %>%
fmt_markdown(ur_conversation_id) %>%
fmt_integer(uc_ur_descendants:authors) %>%
fmt_number(ur_mean_reply_count:ur_mean_retweet_count)| ur_conversation_id | created_at | uc_ur_descendants | ur_descendants | authors | ur_mean_reply_count | ur_mean_retweet_count |
|---|---|---|---|---|---|---|
| NA | 755,453 | NA | 5,765 | NA | NA | |
| NA | 670,019 | NA | −2 | NA | NA | |
| 2020-02-06 19:27:03 | 392,561 | 807 | 2,307 | 1.13 | 1.80 | |
| 2022-01-21 04:00:00 | 161,228 | 155,876 | 2,287 | 1.02 | 0.02 | |
| 2015-09-26 00:23:03 | 129,905 | 129,714 | 10 | 1.00 | 0.00 | |
| 2022-01-31 18:59:00 | 84,921 | 76,292 | 47,041 | 1.11 | 3.15 | |
| 2022-01-31 14:48:04 | 67,226 | 62,325 | 42,641 | 1.11 | 1.63 | |
| 2020-09-08 20:15:03 | 66,491 | 11 | 65 | 1.33 | 12.92 | |
| 2022-01-27 23:39:05 | 61,803 | 57,124 | 39,485 | 1.41 | 3.37 | |
| 2022-01-27 18:45:02 | 59,680 | 53,736 | 34,764 | 1.23 | 2.68 |
descendants <- function(tweet_id) {
tbl(con,sql(glue("
WITH RECURSIVE descendants AS (
SELECT t.tweet_id, 0 AS level
FROM tweets_a t
WHERE tweet_id={tweet_id}
UNION
SELECT t.tweet_id, d.level+1 AS level
FROM tweets_a t FORCE INDEX (in_reply_to), descendants d
WHERE t.in_reply_to=d.tweet_id
) SELECT * FROM descendants")))
}
ur_conversations_c_i %>%
arrange(desc(uc_ur_descendants)) %>%
filter(!is.na(tweet_id)) %>%
head(10) %>%
select(tweet_id) %>%
collect() %>%
mutate(conversation=map(tweet_id,~descendants(.) %>%
head(20) %>%
select(tweet_id,level) %>%
left_join(tweets_a,by=c("tweet_id")) %>%
select(level,text) %>%
mutate(row_number=row_number()) %>%
collect())) %>%
unnest_wider(conversation) %>%
unnest_longer(level:row_number) %>%
pivot_wider(names_from=tweet_id,values_from=text,id_cols=row_number) %>%
select(-row_number) %>%
gt()| 1225501300789477377 | 1484375202427543552 | 647567168167636992 | 1488225320121651202 | 1488162322187182085 | 1303426769127698432 | 1486846468887560201 | 1486772334635536395 | 1488660359422648320 | 1485693066736402434 |
|---|---|---|---|---|---|---|---|---|---|
| The name "England" is derived from the Old English name Englaland, which means "land of the Angles". The Angles were one of the Germanic tribes that settled in Great Britain during the Early Middle Ages. So in effect, England means land of a German tribe. | 🧡 ENHYPEN SIGNED ALBUM GIVEAWAY 🧡 Engene! Mimin mau GIVEAWAY SIGNED ALBUM ENHYPEN, DIMENSION: ANSWER nih! Caranya: 1. FOLLOW @ShopeeID 2. RT & LIKE tweet ini 3. REPLY #ENHYPENdiSHOPEE YANG BANYAK! 😆 Pemenang dipilih acak & diumumkan 25 Januari 2022. https://twitter.com/ShopeeID/status/1484375202427543552/photo/1 | "Jamesy?..." | I know this pandemic is frustrating. It’s frustrating that, after two years, we’re not done fighting COVID-19. But over the past few days, Canadians have been shocked – and, frankly, disgusted – by the behaviour displayed by some people protesting in our nation’s capital. | This morning, I tested positive for COVID-19. I’m feeling fine – and I’ll continue to work remotely this week while following public health guidelines. Everyone, please get vaccinated and get boosted. | @MilitaryStart4 @LLDMim @Chubbs172 @UNICORNPOOP99 @SPICYMOOSEBALLS @ToddHassinger11 @HeARTofGod99 @gnarlyballs @GODISBACK5 @GeishaJin @SmomMan @ltc_mim @colonel_light @Espo11Michael @THUNDERBOOM111 @Helicallight21 @LIGHTNINGBOOM1 @RealDonaldTrump @VP @GenFlynn @FBI @CIA @NSAGov | If you scare people enough, they will demand removal of freedom. This is the path to tyranny. | Canadian truckers rule | Today in the House, Members of Parliament unanimously condemned the antisemitism, Islamophobia, anti-Black racism, homophobia, and transphobia that we’ve seen on display in Ottawa over the past number of days. Together, let’s keep working to make Canada more inclusive. | Ahead of his show at the Walt Disney Concert Hall, Damon Albarn discusses his dual citizenship, the impending 25th anniversary of Blur’s self-titled 1997 LP and the legacy of the band’s biggest American hit, “Song 2.” https://www.latimes.com/entertainment-arts/music/story/2022-01-23/damon-albarn-blur-gorillaz |
| @JamesMelville @schutzer9 time to wise up again I think BB | @ShopeeID wish me luckk #ENHYPENdiSHOPEE | @HisProtegee Yeah? | @JustinTrudeau What pandemic? https://twitter.com/Nogreatreset1/status/1488225534647705601/photo/1 | @JustinTrudeau https://twitter.com/DontCareAboutAF/status/1488162510184271878/photo/1 | @NoVaseline4you @MilitaryStart4 @LLDMim @chubbs172 @UNICORNPOOP99 @SPICYMOOSEBALLS @HeARTofGod99 @gnarlyballs @GODISBACK5 @GeishaJin @SmomMan @ltc_mim @colonel_light @Espo11Michael @THUNDERBOOM111 @Helicallight21 @LIGHTNINGBOOM1 @realDonaldTrump @VP @GenFlynn @FBI @CIA @NSAGov Hey [twitter] what do WE have to relike and retwatt this EVERY DAY? | @elonmusk sounds like a mandate | @elonmusk Canada is a good place. | @JustinTrudeau LIAR. You will pay | Albarn also spills his thoughts on some of today's chart-topping music artists. Billie Eilish? "I think she’s exceptional." Taylor Swift? "She doesn’t write her own songs." https://www.latimes.com/entertainment-arts/music/story/2022-01-23/damon-albarn-blur-gorillaz |
| @JamesMelville And 3 lions on the shirt is a Norman ( French ) sigil | @ShopeeID Yakin gue g menang | @JamesYourKing "I need a cuddle..." | @JustinTrudeau You are frustrating | @JustinTrudeau It’s the clown man https://twitter.com/TheHoboBaptist/status/1488162499643985920/photo/1 | @NoVaseline4you @MilitaryStart4 @LLDMim @chubbs172 @UNICORNPOOP99 @SPICYMOOSEBALLS @HeARTofGod99 @gnarlyballs @GODISBACK5 @GeishaJin @SmomMan @ltc_mim @colonel_light @Espo11Michael @THUNDERBOOM111 @Helicallight21 @LIGHTNINGBOOM1 @realDonaldTrump @VP @GenFlynn @FBI @CIA @NSAGov Hey [twatter] why do WE are [you] removing our likes and retwatts every day? https://twitter.com/NoVaseline4you/status/1303426769127698432?s=20 | @elonmusk 100 percent true! | @elonmusk This NET is much cuter https://twitter.com/PigeonProject1/status/1486772492916203521/photo/1 | @JustinTrudeau https://twitter.com/FRINGEMlNORITY/status/1488660571520131076/photo/1 | And describes his sort of love-hate relationship with England. "England’s my home. However infuriating it is and however dumb the policies are, I am English." https://www.latimes.com/entertainment-arts/music/story/2022-01-23/damon-albarn-blur-gorillaz https://twitter.com/latimes/status/1485693071270440963/photo/1 |
| @JamesMelville Lala land right enough 😜 | @ShopeeID wish me luck #ENHYPENdiSHOPEE | @HisProtegee /Just/ a cuddle? | @JustinTrudeau Honk honk honk + ratio you dumb communist + Castro was your father | @JustinTrudeau Wishing you a swift recovery. | Somebody else reply to above twatt, only giving ME option to add more singular twatts | @elonmusk https://twitter.com/ThatCryptoFool1/status/1486846627017023489/photo/1 | @elonmusk So does Neil Young. | @JustinTrudeau Wow you are actually the biggest racist in Canada. There isn't any racism happening in Ottawa right now except from you. | Read the full exchange between @mikaelwood and Damon Albarn ➡️ https://www.latimes.com/entertainment-arts/music/story/2022-01-23/damon-albarn-blur-gorillaz https://twitter.com/latimes/status/1485729749972385793/photo/1 |
| @JamesMelville Not to mean the German royalty | @ShopeeID #ENHYPENdiSHOPEE 4 | @JamesYourKing "I...yeah. Is that okay? I just need you to hold me right now..." | @JustinTrudeau https://twitter.com/CrossReverse/status/1488225451822784516/photo/1 | @JustinTrudeau I’m good thanks No experimental gene therapy for me https://twitter.com/COVID____1984/status/1488162515355766785/photo/1 | @NoVaseline4you @MilitaryStart4 @LLDMim @chubbs172 @UNICORNPOOP99 @SPICYMOOSEBALLS @HeARTofGod99 @gnarlyballs @GODISBACK5 @GeishaJin @SmomMan @ltc_mim @colonel_light @Espo11Michael @THUNDERBOOM111 @Helicallight21 @LIGHTNINGBOOM1 @realDonaldTrump @VP @GenFlynn @FBI @CIA @NSAGov PINIC I WILL LIKE AND retwatt every minute if I have to 359 MAGNUM https://twitter.com/toddhassinger11/status/1322629543795052549/photo/1 | @elonmusk https://twitter.com/BrownsCavsCats/status/1486846600848809992/photo/1 | @elonmusk Craft Crypto Color is presenting its Mandala Art #10. #handmade #nftart #NFTCommunity #NFT #Polygon #Matic Website: https://craftcryptocolor.com Buy or Bid Now: https://opensea.io/assets/matic/0x2953399124f0cbb46d2cbacd8a89cf0599974963/3193112739521353744625184375807498389545391542490467369915987283172640423937/ Place a bid: https://rarible.com/token/0xc9154424B823b10579895cCBE442d41b9Abd96Ed:3193112739521353744625184375807498389545391542490467369915987268878989262861 | @JustinTrudeau Your party refused to condemn blackface Was that your idea? | “Blur” turns 25 next month, but Albarn says he has no plans to mark the album’s anniversary. "I want nothing to do with any of it. Reissuing stuff that’s already had its moment is taking up space." https://www.latimes.com/entertainment-arts/music/story/2022-01-23/damon-albarn-blur-gorillaz |
| @JamesMelville @kat_cary So that's why Mr Davis says the German car manufacturers are going to virtually pay us to take their cars so we can have an EU trade deal. We're all family. | @ShopeeID #ENHYPENdiSHOPEE 3 | @HisProtegee Yeah.. My lap is free? *He winks at her* Feel free.. Come and cuddle me up.. | I want to be very clear: We’re not intimidated by those who hurl abuse at small business workers and steal food from the homeless. We won’t give in to those who fly racist flags. And we won’t cave to those who engage in vandalism, or dishonour the memory of our veterans. | @JustinTrudeau Boosted and still testing positive 😂😂 | @NoVaseline4you @MilitaryStart4 @LLDMim @chubbs172 @UNICORNPOOP99 @SPICYMOOSEBALLS @HeARTofGod99 @gnarlyballs @GODISBACK5 @GeishaJin @SmomMan @ltc_mim @colonel_light @Espo11Michael @THUNDERBOOM111 @Helicallight21 @LIGHTNINGBOOM1 @realDonaldTrump @VP @GenFlynn @FBI @CIA @NSAGov OH HOW [they] hate this too I have to like and retwatt every time https://twitter.com/NoVaseline4you/status/1303426769127698432 | @elonmusk dude, fuck off. | @elonmusk https://twitter.com/Geolobo12/status/1486737112749772806?s=20 | @JustinTrudeau https://twitter.com/Day171Won/status/1488660445250699265/photo/1 | @latimes Go Home! |
| @JamesMelville And before that it was these guys here https://twitter.com/emotionalmammal/status/1225507709526642689/photo/1 | @ShopeeID yuk bisa yuk kali aja ditengok shopee #ENHYPENdiSHOPEE #ENHYPENdiSHOPEE #ENHYPENdiSHOPEE | @JamesYourKing She smiles softly and sits down on his lap, curling up against him as her arms wrap around him and she presses her face - | @JustinTrudeau You know damned well those are not protesters but planted PROVOCATEURS...whether instructed by you or your minions is another matter...don't try that old chestnut, its been done already. | @JustinTrudeau Did you also test positive for being a bitch? | @NoVaseline4you @MilitaryStart4 @LLDMim @chubbs172 @UNICORNPOOP99 @SPICYMOOSEBALLS @HeARTofGod99 @gnarlyballs @GODISBACK5 @GeishaJin @SmomMan @ltc_mim @colonel_light @Espo11Michael @THUNDERBOOM111 @Helicallight21 @LIGHTNINGBOOM1 @realDonaldTrump @VP @GenFlynn @FBI @CIA @NSAGov I LOVE THIS TEAM 752 77 ALL 7’s https://twitter.com/NoVaseline4you/status/1303426769127698432 | @elonmusk Unfortunately it is like that | @elonmusk Romanian stole ruls | @JustinTrudeau Come home justin we’re worried sick | NA |
| @JamesMelville Isn’t Englaland a recent, popular musical film staring @BorisJohnson and @theresa_may ? #LALALAND | @ShopeeID #ENHYPENdiSHOPEE 1 | @JamesYourKing -against his chest, letting out a shaky sigh. | @JustinTrudeau https://twitter.com/FRINGEMlNORITY/status/1488225492100685829/photo/1 | @JustinTrudeau @CameronAhmad #liar #CowardOfTheCottage | @toddhassinger11 @NoVaseline4you @MilitaryStart4 @LLDMim @chubbs172 @UNICORNPOOP99 @SPICYMOOSEBALLS @HeARTofGod99 @gnarlyballs @GODISBACK5 @GeishaJin @SmomMan @ltc_mim @colonel_light @Espo11Michael @THUNDERBOOM111 @Helicallight21 @realDonaldTrump @VP @GenFlynn @FBI @CIA @NSAGov follower https://twitter.com/LIGHTNINGBOOM1/status/1322346863807418368/photo/1 | @elonmusk Elon muskateer take us to mars already m8 | @elonmusk Elon, have you seen that?? Crazy Russian made a copy of the Starship and sent it to Mars!! :D https://www.youtube.com/watch?v=Dp4iQN-1MKQ&t=576s | @JustinTrudeau https://twitter.com/supercazzola773/status/1488660542055227392/photo/1 | NA |
| @JamesMelville Don't tell the Brexit fuckwits they descend from Germanic tribes or, God forbid, anything French. They're not comfortable with facts and they'll be burning history books faster than you can say Oberammergau; especially the dangerous books... the ones without pictures. | @ShopeeID #ENHYPENdiSHOPEE | @HisProtegee So what's the matter, babe? *He kisses her cheek and smiles softly* Something you want to tell me? | @JustinTrudeau Only a fringe minority have | @JustinTrudeau Stay safe PMJT. 🙏🙏 | @toddhassinger11 @MilitaryStart4 @LLDMim @chubbs172 @UNICORNPOOP99 @SPICYMOOSEBALLS @HeARTofGod99 @gnarlyballs @GODISBACK5 @GeishaJin @SmomMan @ltc_mim @colonel_light @Espo11Michael @THUNDERBOOM111 @Helicallight21 @LIGHTNINGBOOM1 @realDonaldTrump @VP @GenFlynn @FBI @CIA @NSAGov 😂❤️ https://twitter.com/toddhassinger11/status/1322346209349128193 | @elonmusk Buy my club pls | @elonmusk thank you | @JustinTrudeau Yet your party blocked a motion to condemn blackface? Curious HONK HONK HONK HONK HONK HONK HONK HONK HONK HONK HONK HONK HONK | NA |
| @JamesMelville Yes and lots of Viking genes in the mix too, plus of course the French Norman invaders amongst others. And this great genetic mix has always been a great strength of this little country. | @ShopeeID #ENHYPENdiSHOPEE | @JamesYourKing "No...I just...I need a hug." She says in a high pitched voice as tears start filling her eyes. | @JustinTrudeau HONKHONK | @JustinTrudeau Hopefully your not feeling so good that’s karma | @toddhassinger11 @NoVaseline4you @MilitaryStart4 @LLDMim @chubbs172 @UNICORNPOOP99 @SPICYMOOSEBALLS @HeARTofGod99 @gnarlyballs @GODISBACK5 @GeishaJin @SmomMan @ltc_mim @colonel_light @Espo11Michael @Helicallight21 @LIGHTNINGBOOM1 @realDonaldTrump @VP @GenFlynn @FBI @CIA @NSAGov Hi Todd♥️🤗 LOVE YOU♥️ https://twitter.com/toddhassinger11/status/1328501406559563776?s=20 | @elonmusk Where’s doge? | @elonmusk Dumbass. | @JustinTrudeau https://twitter.com/dinges733/status/1488660508282699778/photo/1 | NA |
| @JamesMelville And Scotland is land of a Northern Irish tribe! | @ShopeeID #ENHYPENdiSHOPEE #ENHYPENdiSHOPEE #ENHYPENdiSHOPEE #ENHYPENdiSHOPEE #ENHYPENdiSHOPEE #ENHYPENdiSHOPEE #ENHYPENdiSHOPEE #ENHYPENdiSHOPEE #ENHYPENdiSHOPEE #ENHYPENdiSHOPEE #ENHYPENdiSHOPEE #ENHYPENdiSHOPEE #ENHYPENdiSHOPEE #ENHYPENdiSHOPEE #ENHYPENdiSHOPEE #ENHYPENdiSHOPEE | @HisProtegee Why..? What's wrong. If you think I can't tell when you're upset by now.. Then you're the stupid one. | @JustinTrudeau Lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies lies | @JustinTrudeau https://twitter.com/jackravager/status/1488162460636880900/photo/1 | @LIGHTNINGBOOM1 @NoVaseline4you @MilitaryStart4 @LLDMim @chubbs172 @UNICORNPOOP99 @SPICYMOOSEBALLS @HeARTofGod99 @gnarlyballs @GODISBACK5 @GeishaJin @SmomMan @ltc_mim @colonel_light @Espo11Michael @THUNDERBOOM111 @Helicallight21 @realDonaldTrump @VP @GenFlynn @FBI @CIA @NSAGov Sync https://twitter.com/LIGHTNINGBOOM1/status/1322346863807418368 | @elonmusk Have no fear! | @elonmusk When Indian truckers rule?? | @JustinTrudeau Lol and then you spoke up and said you wouldn't condemn black face bahahaha your such a joke | NA |
| @JamesMelville I love telling those who say I'm an Anglo-Saxon that my Dad's family came from South Yorkshire /North Lincolnshire - the land of tha Angles and my Mum's from Saxony in Germany. They hate it. | @ShopeeID aku menang sih fix #ENHYPENdiSHOPEE | @JamesYourKing "I honestly don't know...but I've been feeling like shit lately...could be my stupid period." She snorts. | @JustinTrudeau https://youtu.be/jXXemtKz-Oo | @JustinTrudeau Who you calling racist? https://twitter.com/pipelinebandit/status/1488162436930752514/photo/1 | @THUNDERBOOM111 @NoVaseline4you @MilitaryStart4 @LLDMim @chubbs172 @UNICORNPOOP99 @SPICYMOOSEBALLS @HeARTofGod99 @gnarlyballs @GODISBACK5 @GeishaJin @SmomMan @ltc_mim @colonel_light @Espo11Michael @Helicallight21 @LIGHTNINGBOOM1 @realDonaldTrump @VP @GenFlynn @FBI @CIA @NSAGov Hi Catherine LOVE YOU ❤️🤗 https://twitter.com/THUNDERBOOM111/status/1328502080294809601 | @elonmusk While the BNB is growing🔜🌙 https://www.youtube.com/watch?v=Qr9UlwnhlKQ&feature=youtu.be | @elonmusk #bitgert @elonmusk | @JustinTrudeau RESIGN!!!!!!!! | NA |
| @JamesMelville So that will explain the obsession with German cars shoes and supermarkets then! | @ShopeeID #ENHYPENdiSHOPEE | @HisProtegee Yeah... Are you on now? *He strokes her thighs* You don't feel too good do you? | @JustinTrudeau Imagine someone that has repeatedly done blackface calling a peaceful protest racist LOL. The hypocrisy is hilarious. | @JustinTrudeau Pussy | NA | @elonmusk Expose it all Elon. PLEEEEEASSE. | @elonmusk What I’ve seen was direct from the creator of MicroStrategy! https://twitter.com/LucilleParr/status/1486772447349194752/photo/1 | @JustinTrudeau https://twitter.com/GarcettiTyga/status/1488660434928418816/photo/1 | NA |
| @JamesMelville And, even then, it wasn't a single, united entity. That didn't really even start until after the Normans decided to come visit. | @ShopeeID #ENHYPENdiSHOPEE | @JamesYourKing "Yeah...I am...and my tummy hurts and all I want to do is stay in bed all day..." she murmurs. "Sorry..." she sighs. | @JustinTrudeau WRONG- freedom is not negotiable | @JustinTrudeau https://twitter.com/HodlAlabama/status/1488162508330479618/photo/1 | NA | @elonmusk Fearmongering works great on simple minds. | @elonmusk musk | @JustinTrudeau That one guy? Where are you seeing this??? | NA |
| @JamesMelville @FergusonPhilip Are you using Twitter to make notes for your history GCSE? | @ShopeeID bismillah dulu wish me luck #ENHYPENdiSHOPEE | @HisProtegee Don't be sorry, beautiful... *He strokes her hair and kisses her cheek* I love you to bits... I love you so much.. | @JustinTrudeau Intolerant and anti-science segregationist. You are the minority. | @JustinTrudeau Get well soon Prime Minister | NA | @elonmusk Then let’s oppose tyranny whenever we encounter it. | @elonmusk Looking for a better way to make friends when wearamask? Join free app Bost to easily and safely connect with new friends nearby. Download for free at Apple https://apps.apple.com/us/app/bost-app/id1478516141?ls=1 & Google https://play.google.com/store/apps/details?id=com.boropost.application https://twitter.com/bost_app/status/1486772420308574209/photo/1 | @JustinTrudeau Bullshit | NA |
| @JamesMelville Land of a German tribe is it? Would have loved to see you put that one past Alfred. | @ShopeeID #ENHYPENdiSHOPEE | @JamesYourKing "I love you too..." she whispers, moving her head to lean up and peck his lips. | @JustinTrudeau https://twitter.com/KevinFCurry8091/status/1488225526649085953/photo/1 | @JustinTrudeau Wishing you and your entire family a speedy recovery. | NA | @elonmusk Omg first | @elonmusk اص انت | @JustinTrudeau Are you High?? That's all made up bullshit. | NA |
| @JamesMelville What’s your point James? Yes, we know Britain is a ‘Heinz 57’ variety. We’re leaving the EU, not planet Earth! | @ShopeeID #ENHYPENdiSHOPEE | @HisProtegee *He looks up at her and pulls her in for a close cuddle* Tell you what, you go and get some blankets and I'll make it up - | @JustinTrudeau HONK HONK HONK HONK HONK | @JustinTrudeau Take care of yourself PM. Hope it passes quickly. | NA | @elonmusk AGREE!! | @elonmusk What about Canadian bacon | @JustinTrudeau Can it coward of the cottage | NA |
| @JamesMelville Just as the English language is actually derived from a German dialect. | @ShopeeID #ENHYPENdiSHOPEE AYO MIN PICK ME!!!! NNTI AKU KAYANG DI DEPAN KOMPLEK WKWKWKWK | @HisProtegee -nice and cosy.. and get you a hot water bottle.. We'll have a movie day okay?.. | @JustinTrudeau I'm disgusted you are the Prime Minister of Canada. | @JustinTrudeau Get better soon! | NA | @elonmusk Fds, ngm liga 👍🏽 | @elonmusk #GREENCHARTbsc 💚🍀💚 | @JustinTrudeau Here, humanity is facing the oppression, they want to stop the voices of refugees, not to let the cry of justice be heard, not to speak of their more than 20 years of oppression, not to let them cry out in pain. Refugee life in hell ! Please resettle us from Kyrgyzstan ! 🆘 https://twitter.com/riwix0/status/1488660441492602884/photo/1 | NA |
| @JamesMelville Yes may i remind you also the Normans ( vikings) invaded 1066. It was a ruthless invasion killing all opposition and to this day they still own 80 percent of the land | @ShopeeID #ENHYPENdiSHOPEE | @JamesYourKing Her lips curl up into a smile as she nods excitedly. "Yeah...that sounds perfect, baby...thank you so much..That's exactly - | @JustinTrudeau https://twitter.com/FRINGEMlNORITY/status/1488225514942828549/photo/1 | @JustinTrudeau Thank God your triple vaxxed can we get on with our lives please? | NA | @elonmusk You're the man ! | @elonmusk @DogediToken | @JustinTrudeau https://twitter.com/covid____1984/status/1488425534358913029?s=21 | NA |
| @JamesMelville I also believe that the Scottish term ‘Sasanach’ derives from ‘Saxon‘ another tribe/group from northern Germany. | @ShopeeID #ENHYPENdiSHOPEE 2 | @JamesYourKing -what I need right now." | @JustinTrudeau What is this then? https://twitter.com/thatsgouveia/status/1488225470609039365/photo/1 | @JustinTrudeau Eat 💩💩💩💩💩 | NA | @elonmusk Yes 🇨🇦 | @elonmusk Hi Musk | @JustinTrudeau If you think that's the main concern you really need to get your head outta your ass.. | NA |
Conversation 1254210334241419264 - the MOAC (Mother of All [Climate Change + Spam] Conversations)
tweets_c_i %>%
filter(ur_conversation_id==sql("1254210334241419264")) %>%
summarize(
tweets=n(),
tweets_with_keywords=sum(original),
authors=n_distinct(author_id),
min_date=min(created_at),
max_date=max(created_at)
) %>% collect() %>%
bind_cols(
tweets_c_i %>%
filter(ur_conversation_id==sql("1254210334241419264")) %>%
count(author_id,name="tweets_per_author") %>%
mutate(m_t_p_a=mean(tweets_per_author)) %>%
summarize(mean_tweets_per_author=mean(tweets_per_author),tweets_per_author_mean_absolute_deviation=mean(abs(m_t_p_a-tweets_per_author))) %>% collect()
) %>%
gt()Warning: Missing values are always removed in SQL.
Use `MIN(x, na.rm = TRUE)` to silence this warning
This warning is displayed only once per session.
Warning: Missing values are always removed in SQL.
Use `MAX(x, na.rm = TRUE)` to silence this warning
This warning is displayed only once per session.
Warning: Missing values are always removed in SQL.
Use `mean(x, na.rm = TRUE)` to silence this warning
This warning is displayed only once per session.
Warning: Missing values are always removed in SQL.
Use `AVG(x, na.rm = TRUE)` to silence this warning
This warning is displayed only once per session.| tweets | tweets_with_keywords | authors | min_date | max_date | mean_tweets_per_author | tweets_per_author_mean_absolute_deviation |
|---|---|---|---|---|---|---|
| 755453 | 13 | 5765 | 2020-04-26 02:08:04 | 2022-05-01 12:09:01 | 131.0413 | 230.2196 |
First 20 tweets
tweets_c_i %>%
filter(ur_conversation_id==sql("1254210334241419264")) %>%
left_join(users_c_i,by=c("author_id"="user_id")) %>%
arrange(created_at.x) %>%
head(20) %>%
mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
gt() %>%
fmt_markdown(tweet_id|conversation_id|ur_conversation_id)| tweet_id | ur_conversation_id | conversation_id | author_id | created_at.x | retweet_count | reply_count | like_count | quote_count | lang | text | in_reply_to | in_reply_to_user_id | quotes | retweet_of | error.x | error_detail.x | original | hashtags | urls | mentions | children | ur_children | descendants | ur_descendants | leaf_descendants | ur_leaf_descendants | max_depth | ur_max_depth | t_authors | ur_t_authors | t_reply_count | ur_t_reply_count | t_quote_count | ur_t_quote_count | t_like_count | ur_t_like_count | t_retweet_count | ur_t_retweet_count | branching_factor | ur_branching_factor | mean_depth | ur_mean_depth | depth_mad | ur_depth_mad | mean_reply_count | ur_mean_reply_count | reply_count_mad | ur_reply_count_mad | mean_quote_count | ur_mean_quote_count | quote_count_mad | ur_quote_count_mad | mean_like_count | ur_mean_like_count | like_count_mad | ur_like_count_mad | mean_retweet_count | ur_mean_retweet_count | retweet_count_mad | ur_retweet_count_mad | date_created_at | year_created_at | month_created_at | day_created_at | week_created_at | hour_created_at | username | name | description | created_at.y | verified | protected | url | location | followers_count | following_count | tweet_count | listed_count | error.y | error_detail.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 186701910 | 2020-04-26 02:08:04 | 0 | 2 | 5 | 0 | en | @RoyPentland @rockcitymark You mean al gore who basically invented big business climate change so he didn’t have to get a real job? That al gore? | 1254210334241419264 | 1014798415991959552 | NA | NA | NA | NA | 0 | NA | NA | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 2 | 2 | 0 | 0 | 5 | 5 | 0 | 0 | 1.000000 | 1.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2.5000000 | 2.5000000 | 2.5000000 | 2.5000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2020-04-26 | 2020 | 4 | 26 | 17 | 2 | stevenjfraser | steven fraser | Hey its MY opinion and my RIGHT to it | 2010-09-04 04:20:01 | 0 | 0 | http://Onestopshop.com | Toronto Canada | 878 | 932 | 37435 | 2 | NA | NA | |||
| 186701910 | 2020-04-26 02:12:00 | 0 | 0 | 0 | 0 | en | @RoyPentland @rockcitymark Yup same guy lol | 1254231551295905792 | 1014798415991959552 | NA | NA | NA | NA | 0 | NA | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2020-04-26 | 2020 | 4 | 26 | 17 | 2 | stevenjfraser | steven fraser | Hey its MY opinion and my RIGHT to it | 2010-09-04 04:20:01 | 0 | 0 | http://Onestopshop.com | Toronto Canada | 878 | 932 | 37435 | 2 | NA | NA | |||
| 186701910 | 2020-04-26 02:15:02 | 0 | 1 | 0 | 0 | en | @RoyPentland @rockcitymark I read your profile i was a tool and die maker and had to retrain in QC because of an accident now I own a few businesses but im very familiar with quality systems mostly automotive | 1254231551295905792 | 1014798415991959552 | NA | NA | NA | NA | 0 | NA | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 1.0000000 | 1.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2020-04-26 | 2020 | 4 | 26 | 17 | 2 | stevenjfraser | steven fraser | Hey its MY opinion and my RIGHT to it | 2010-09-04 04:20:01 | 0 | 0 | http://Onestopshop.com | Toronto Canada | 878 | 932 | 37435 | 2 | NA | NA | |||
| 186701910 | 2020-04-26 02:24:01 | 0 | 1 | 0 | 0 | en | @RoyPentland @rockcitymark Nice to meet unas well. Ya i hear that lol it can be monotonous for sure all the paperwork but interesting at auditing levels but ill bet you miss engineering sometimes i miss the hand ons stuff | 1254233638893322240 | 1014798415991959552 | NA | NA | NA | NA | 0 | NA | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 1.0000000 | 1.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2020-04-26 | 2020 | 4 | 26 | 17 | 2 | stevenjfraser | steven fraser | Hey its MY opinion and my RIGHT to it | 2010-09-04 04:20:01 | 0 | 0 | http://Onestopshop.com | Toronto Canada | 878 | 932 | 37435 | 2 | NA | NA | |||
| 1158139433511768065 | 2020-04-26 04:36:03 | 11 | 0 | 17 | 1 | en | @RoyPentland @RokoshME Lucky for the climate cult and its rich insiders theres lots of fossil fuels to create and keep running all the scams they can possibly dream up. Billions more to be made! Thanks for voting green(the green is money from taxpayers right into the pockets of politicians and rich) https://twitter.com/Chris91138742/status/1254268118790258690/photo/1 | 1254210334241419264 | 1014798415991959552 | NA | NA | NA | NA | 0 | NA | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 17 | 17 | 11 | 11 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 1.0000000 | 1.0000000 | 0.0000000 | 0.0000000 | 17.0000000 | 17.0000000 | 0.0000000 | 0.0000000 | 11.0000000 | 11.0000000 | 0.0000000 | 0.0000000 | 2020-04-26 | 2020 | 4 | 26 | 17 | 4 | Chris91138742 | Chris | Trying to understand the modern world and our place in the universe | 2019-08-04 22:15:03 | 0 | 0 | NA | NA | 1303 | 1292 | 29160 | 5 | NA | NA | |||
| 186701910 | 2020-04-26 05:09:03 | 0 | 0 | 0 | 0 | en | @RoyPentland @rockcitymark Cool mark hope to see some of your tweets be good nice to meet you | 1254268597087596544 | 1014798415991959552 | NA | NA | NA | NA | 0 | NA | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2020-04-26 | 2020 | 4 | 26 | 17 | 5 | stevenjfraser | steven fraser | Hey its MY opinion and my RIGHT to it | 2010-09-04 04:20:01 | 0 | 0 | http://Onestopshop.com | Toronto Canada | 878 | 932 | 37435 | 2 | NA | NA | |||
| 1018662061461696512 | 2020-04-26 06:13:05 | 1 | 1 | 6 | 0 | en | @RoyPentland Gawd, if we could convert the hot air coming from Al and his Goron acolytes to 'humothermal energy',(see how I just made up that word) humanities energy needs could be met for the next thousand years. | 1254210334241419264 | 1014798415991959552 | NA | NA | NA | NA | 0 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 6 | 6 | 1 | 1 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 1.0000000 | 1.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 6.0000000 | 6.0000000 | 0.0000000 | 0.0000000 | 1.0000000 | 1.0000000 | 0.0000000 | 0.0000000 | 2020-04-26 | 2020 | 4 | 26 | 17 | 6 | ClimateCatastr1 | ClimateCatastrophist | AGW is a politically manufactured canard. Consensus is groupthink, not science. Do your own research, you will get more out of it. Lists=Block English only. | 2018-07-16 01:02:01 | 0 | 0 | NA | North America | 963 | 912 | 10821 | 7 | NA | NA | |||
| 1018662061461696512 | 2020-04-26 06:15:03 | 0 | 0 | 0 | 0 | en | @stevenjfraser @RoyPentland @rockcitymark Very same one. | 1254230910527995905 | 186701910 | NA | NA | NA | NA | 0 | NA | NA | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2020-04-26 | 2020 | 4 | 26 | 17 | 6 | ClimateCatastr1 | ClimateCatastrophist | AGW is a politically manufactured canard. Consensus is groupthink, not science. Do your own research, you will get more out of it. Lists=Block English only. | 2018-07-16 01:02:01 | 0 | 0 | NA | North America | 963 | 912 | 10821 | 7 | NA | NA | |||
| 1018662061461696512 | 2020-04-26 06:26:02 | 0 | 1 | 0 | 0 | en | @RoyPentland I have my moments. | 1254293888459632640 | 1014798415991959552 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1.000000 | 1.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2020-04-26 | 2020 | 4 | 26 | 17 | 6 | ClimateCatastr1 | ClimateCatastrophist | AGW is a politically manufactured canard. Consensus is groupthink, not science. Do your own research, you will get more out of it. Lists=Block English only. | 2018-07-16 01:02:01 | 0 | 0 | NA | North America | 963 | 912 | 10821 | 7 | NA | NA | |||
| 823798315724607488 | 2020-04-26 07:34:02 | 0 | 1 | 0 | 0 | en | @RoyPentland Yes. We just have to make it all green. Which we can do? | 1254210334241419264 | 1014798415991959552 | NA | NA | NA | NA | 0 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 1.0000000 | 1.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2020-04-26 | 2020 | 4 | 26 | 17 | 7 | HowarthWass | Antonia Howarth-Wass | NA | 2017-01-24 07:43:01 | 0 | 0 | NA | NA | 344 | 1606 | 27081 | 4 | NA | NA | |||
| 2389457995 | 2020-04-26 09:49:02 | 0 | 8 | 1 | 1 | en | @RoyPentland @KeillerDon 8-9 billion humans would deplete the lower cost fossil fuels at such a high rate that an energy crisis would arise by 2075, because billions wouldn't be able to afford the prices demanded by the industry to extract the remaining lower quality resources. | 1254210334241419264 | 1014798415991959552 | NA | NA | NA | NA | 0 | NA | NA | 2 | 6 | 6 | 7 | 7 | 6 | 6 | 2 | 2 | 7 | 7 | 9 | 9 | 3 | 3 | 8 | 8 | 1 | 1 | 3.500000 | 3.500000 | 0.1666667 | 0.1666667 | 0.2777778 | 0.2777778 | 1.1250000 | 1.1250000 | 1.5781250 | 1.5781250 | 0.3750000 | 0.3750000 | 0.3906250 | 0.3906250 | 1.0000000 | 1.0000000 | 0.3750000 | 0.3750000 | 0.1250000 | 0.1250000 | 0.2031250 | 0.2031250 | 2020-04-26 | 2020 | 4 | 26 | 17 | 9 | FernandoLeanme | Fernando Leanme | I'm tracked closely by the FBI, CIA, KGB, FSB, MI6, Google, Twitter, Amazon, and Microsoft. Male. | 2014-03-14 16:44:01 | 0 | 0 | http://21stcenturysocialcritic.blogspot.com.es | Escondido | 1576 | 1560 | 100124 | 30 | NA | NA | |||
| 2389457995 | 2020-04-26 10:01:04 | 0 | 6 | 2 | 1 | en | @RoyPentland @KeillerDon Based on my data. I have studied this problem for a long time. The key is to understand the industry, and how the quality of resources continues to drop, demanding higher and higher prices to justify extraction to satisfy fossil fuel demand. Oil is the one in worst shape. https://twitter.com/FernandoLeanme/status/1254349959316615169/photo/1 | 1254347458269741058 | 1014798415991959552 | NA | NA | NA | NA | 0 | NA | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 1 | 3 | 3 | 6 | 6 | 1 | 1 | 2 | 2 | 0 | 0 | 2.000000 | 2.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2.0000000 | 2.0000000 | 2.6666667 | 2.6666667 | 0.3333333 | 0.3333333 | 0.4444444 | 0.4444444 | 0.6666667 | 0.6666667 | 0.8888889 | 0.8888889 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2020-04-26 | 2020 | 4 | 26 | 17 | 10 | FernandoLeanme | Fernando Leanme | I'm tracked closely by the FBI, CIA, KGB, FSB, MI6, Google, Twitter, Amazon, and Microsoft. Male. | 2014-03-14 16:44:01 | 0 | 0 | http://21stcenturysocialcritic.blogspot.com.es | Escondido | 1576 | 1560 | 100124 | 30 | NA | NA | |||
| 451776898 | 2020-04-26 10:19:05 | 44 | 10 | 73 | 6 | en | @RoyPentland @FernandoLeanme @KeillerDon Known coal reserves for thousands of years. New research shows unmeasured huge amount of petroleum oozing out from the ocean bed every where. https://twitter.com/drwaheeduddin/status/1254354495145984002/photo/1 | 1254351156068806656 | 1014798415991959552 | NA | NA | NA | NA | 0 | NA | 1 | 3 | 4 | 4 | 7 | 7 | 5 | 5 | 3 | 3 | 6 | 6 | 15 | 15 | 6 | 6 | 81 | 81 | 45 | 45 | 2.333333 | 2.333333 | 0.8000000 | 0.8000000 | 0.9000000 | 0.9000000 | 1.8750000 | 1.8750000 | 1.6093750 | 1.6093750 | 0.7500000 | 0.7500000 | 1.0312500 | 1.0312500 | 10.1250000 | 10.1250000 | 12.7968750 | 12.7968750 | 5.6250000 | 5.6250000 | 7.6093750 | 7.6093750 | 2020-04-26 | 2020 | 4 | 26 | 17 | 10 | drwaheeduddin | Dr. Waheed Uddin | I'm researcher, educator, former U.N. expert, and author of infrastr books & chapters in climate books. I tweet abt envir, disaster, arch, history. @DrWUddin | 2012-01-01 00:42:05 | 0 | 0 | https://about.me/drwaheeduddin | USA reds | 12815 | 6041 | 113804 | 490 | NA | NA | |||
| 451776898 | 2020-04-26 10:26:01 | 0 | 0 | 2 | 0 | en | @RoyPentland @FernandoLeanme @KeillerDon Welcome, Roy. | 1254355352960679938 | 1014798415991959552 | NA | NA | NA | NA | 0 | NA | NA | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2.0000000 | 2.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2020-04-26 | 2020 | 4 | 26 | 17 | 10 | drwaheeduddin | Dr. Waheed Uddin | I'm researcher, educator, former U.N. expert, and author of infrastr books & chapters in climate books. I tweet abt envir, disaster, arch, history. @DrWUddin | 2012-01-01 00:42:05 | 0 | 0 | https://about.me/drwaheeduddin | USA reds | 12815 | 6041 | 113804 | 490 | NA | NA | |||
| 451776898 | 2020-04-26 10:31:02 | 0 | 0 | 0 | 0 | und | @RoyPentland @JaggerMickOZ @FernandoLeanme @KeillerDon 🙏🇦🇺🇺🇸 | 1254356381567553536 | 1014798415991959552 | NA | NA | NA | NA | 0 | NA | NA | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2020-04-26 | 2020 | 4 | 26 | 17 | 10 | drwaheeduddin | Dr. Waheed Uddin | I'm researcher, educator, former U.N. expert, and author of infrastr books & chapters in climate books. I tweet abt envir, disaster, arch, history. @DrWUddin | 2012-01-01 00:42:05 | 0 | 0 | https://about.me/drwaheeduddin | USA reds | 12815 | 6041 | 113804 | 490 | NA | NA | |||
| 984037907454418944 | 2020-04-26 10:34:04 | 0 | 2 | 0 | 0 | en | @RoyPentland @JaggerMickOZ sure Roelof, never mind science ... https://www.youtube.com/watch?v=F8ZJCtL6bPs&t=533s | 1254210334241419264 | 1014798415991959552 | NA | NA | NA | NA | 0 | NA | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2.0000000 | 2.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2020-04-26 | 2020 | 4 | 26 | 17 | 10 | ErwinBoydens | Erwin Boydens | Looking for answers, against extremism, supporting realism, atheism & humanism. ex- Belgian expat in Eire +30y exp. ICT Sales and Partner Mgmt Out of the Box | 2018-04-11 11:58:01 | 0 | 0 | NA | Diksmuide | 2102 | 5000 | 43181 | 4 | NA | NA | |||
| 2389457995 | 2020-04-26 10:42:05 | 0 | 2 | 0 | 0 | en | @drwaheeduddin @RoyPentland @KeillerDon Sorry Doc, but the fact is that reservoir quality has been dropping relentlessly for 40 years, today exploration for oil doesn't find enough to replace what's being produced, and the industry needs higher prices to satisfy demand. Many majors are shifting gradually to produce gas | 1254354495145984002 | 451776898 | NA | NA | NA | NA | 0 | NA | NA | 3 | 1 | 1 | 3 | 3 | 2 | 2 | 2 | 2 | 3 | 3 | 4 | 4 | 0 | 0 | 7 | 7 | 1 | 1 | 1.500000 | 1.500000 | 1.0000000 | 1.0000000 | 0.0000000 | 0.0000000 | 1.0000000 | 1.0000000 | 0.5000000 | 0.5000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 1.7500000 | 1.7500000 | 1.5000000 | 1.5000000 | 0.2500000 | 0.2500000 | 0.2500000 | 0.2500000 | 2020-04-26 | 2020 | 4 | 26 | 17 | 10 | FernandoLeanme | Fernando Leanme | I'm tracked closely by the FBI, CIA, KGB, FSB, MI6, Google, Twitter, Amazon, and Microsoft. Male. | 2014-03-14 16:44:01 | 0 | 0 | http://21stcenturysocialcritic.blogspot.com.es | Escondido | 1576 | 1560 | 100124 | 30 | NA | NA | |||
| 451776898 | 2020-04-26 10:46:02 | 1 | 2 | 6 | 0 | en | @FernandoLeanme @RoyPentland @KeillerDon You don't believe in IEA? Let me invite an experienced petroleum engineer @GillesnFio to educate us on the current status of oil and gas reservoirs and explorations. | 1254360307767693314 | 2389457995 | NA | NA | NA | NA | 0 | NA | NA | 4 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 1 | 3 | 3 | 2 | 2 | 0 | 0 | 7 | 7 | 1 | 1 | 2.000000 | 2.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.6666667 | 0.6666667 | 0.8888889 | 0.8888889 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2.3333333 | 2.3333333 | 2.4444444 | 2.4444444 | 0.3333333 | 0.3333333 | 0.4444444 | 0.4444444 | 2020-04-26 | 2020 | 4 | 26 | 17 | 10 | drwaheeduddin | Dr. Waheed Uddin | I'm researcher, educator, former U.N. expert, and author of infrastr books & chapters in climate books. I tweet abt envir, disaster, arch, history. @DrWUddin | 2012-01-01 00:42:05 | 0 | 0 | https://about.me/drwaheeduddin | USA reds | 12815 | 6041 | 113804 | 490 | NA | NA | |||
| 451776898 | 2020-04-26 10:50:03 | 0 | 0 | 5 | 0 | und | @JaggerMickOZ @RoyPentland @FernandoLeanme @KeillerDon @JWSpry @Canberroo @AndyOz2 @SylviaD32911201 @KiryeNet @EcoSenseNow @Kenneth72712993 @dbirch214 @StormSignalSA @DawnTJ90 @tan123 @Piers_Corbyn @NikolovScience @RogTallbloke @peikko763 🙏 | 1254361274139308034 | 2289423523 | NA | NA | NA | NA | 0 | NA | NA | 18 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 5 | 5 | 0 | 0 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 5.0000000 | 5.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2020-04-26 | 2020 | 4 | 26 | 17 | 10 | drwaheeduddin | Dr. Waheed Uddin | I'm researcher, educator, former U.N. expert, and author of infrastr books & chapters in climate books. I tweet abt envir, disaster, arch, history. @DrWUddin | 2012-01-01 00:42:05 | 0 | 0 | https://about.me/drwaheeduddin | USA reds | 12815 | 6041 | 113804 | 490 | NA | NA | |||
| 451776898 | 2020-04-26 11:13:05 | 0 | 1 | 4 | 0 | en | @JaggerMickOZ @RoyPentland @FernandoLeanme @KeillerDon @JWSpry @Canberroo @AndyOz2 @SylviaD32911201 @KiryeNet @EcoSenseNow @Kenneth72712993 @dbirch214 @StormSignalSA @DawnTJ90 @tan123 @Piers_Corbyn @NikolovScience @RogTallbloke @peikko763 Proud to be among the chosen. Thank you. | 1254361274139308034 | 2289423523 | NA | NA | NA | NA | 0 | NA | NA | 18 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 2 | 2 | 0 | 0 | 7 | 7 | 0 | 0 | 1.000000 | 1.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 1.0000000 | 1.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 3.5000000 | 3.5000000 | 0.5000000 | 0.5000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2020-04-26 | 2020 | 4 | 26 | 17 | 11 | drwaheeduddin | Dr. Waheed Uddin | I'm researcher, educator, former U.N. expert, and author of infrastr books & chapters in climate books. I tweet abt envir, disaster, arch, history. @DrWUddin | 2012-01-01 00:42:05 | 0 | 0 | https://about.me/drwaheeduddin | USA reds | 12815 | 6041 | 113804 | 490 | NA | NA |
Random 20 tweets
tweets_c_i %>%
filter(ur_conversation_id==sql("1254210334241419264")) %>%
arrange(sql("RAND()")) %>%
head(20) %>%
arrange(created_at) %>%
left_join(users_c_i,by=c("author_id"="user_id")) %>%
mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
gt() %>%
fmt_markdown(tweet_id|conversation_id|ur_conversation_id)| tweet_id | ur_conversation_id | conversation_id | author_id | created_at.x | retweet_count | reply_count | like_count | quote_count | lang | text | in_reply_to | in_reply_to_user_id | quotes | retweet_of | error.x | error_detail.x | original | hashtags | urls | mentions | children | ur_children | descendants | ur_descendants | leaf_descendants | ur_leaf_descendants | max_depth | ur_max_depth | t_authors | ur_t_authors | t_reply_count | ur_t_reply_count | t_quote_count | ur_t_quote_count | t_like_count | ur_t_like_count | t_retweet_count | ur_t_retweet_count | branching_factor | ur_branching_factor | mean_depth | ur_mean_depth | depth_mad | ur_depth_mad | mean_reply_count | ur_mean_reply_count | reply_count_mad | ur_reply_count_mad | mean_quote_count | ur_mean_quote_count | quote_count_mad | ur_quote_count_mad | mean_like_count | ur_mean_like_count | like_count_mad | ur_like_count_mad | mean_retweet_count | ur_mean_retweet_count | retweet_count_mad | ur_retweet_count_mad | date_created_at | year_created_at | month_created_at | day_created_at | week_created_at | hour_created_at | username | name | description | created_at.y | verified | protected | url | location | followers_count | following_count | tweet_count | listed_count | error.y | error_detail.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 154404648 | 2022-01-13 15:41:05 | 0 | 1 | 2 | 0 | en | @BrknMan @OscarsWild1 @Narvuntien @pauladamsalber1 @SniemN @IngersolRobert @rln_nelson @NoelTurner194 @MartinJBern @JohnDublin10 @MikeDel21893959 @RobMeekel @Canadianworker2 @jimdtweet @WayneAllanH @fishyfish67 @Tcaddy5 @Kenneth72712993 @FnAssoe @keithamccluskey @StormSignalSA @Climatehope2 @AristotleMrs @HalBrow68884227 @robinlarder @P03940098 @Paul4Science @RijpeW @Barbarajdurkin @Kootenaybob0 @IanDJbrown2 @ejwwest @TheDisproof @DickMackintosh @njbtweet @rmack2x @robhon_ @TaroIstok @KimmoTorikka @Cypress_NL @GuyGadboisGuyG1 @Fiddlers__Green @joe_possibly @ClimatePoet @MedBennett @0Sundance @DawnTJ90 @All_Day_SCIfi @ClimateCatastr3 @Cole44749821 He probably does. He keeps claiming he's met all these 'lefties' on a far right extremist platform. As he would say, sounds scientific. | 1481649900647424004 | 271132722 | NA | NA | NA | NA | 0 | NA | NA | 50 | 1 | 1 | 3 | 3 | 2 | 2 | 2 | 2 | 3 | 3 | 3 | 3 | 0 | 0 | 6 | 6 | 1 | 1 | 1.500000 | 1.500000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | 0.7500000 | 0.7500000 | 0.3750000 | 0.3750000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 1.5000000 | 1.5000000 | 0.2500000 | 0.2500000 | 0.2500000 | 0.2500000 | 0.1250000 | 0.1250000 | 2022-01-13 | 2022 | 1 | 13 | 2 | 15 | borngeek | A Green | Uni: physics/astro, chemistry/oceanography/environmental science, maths/stats, IT/computing, electronics/nanotech, renewable energy. + Politics, gaming, footie | 2010-06-11 04:21:05 | 0 | 0 | NA | UK | 351 | 205 | 32080 | 21 | NA | NA | |||
| 333001582 | 2022-01-13 15:44:04 | 0 | 2 | 2 | 0 | en | @robhon_ @ScienceBlog3 @JohnDublin10 @Kenneth72712993 @RobMeekel @Moderna5G_666 @ammocrypta @rln_nelson @4Clearsky @IanDJbrown2 @GlennCarr6 @HalBrow68884227 @sandcastle1975 @Willard1951 @BubbasRanch @BluePittie @jimdtweet @BluesElmwood @TWTThisIsNow @keithamccluskey @Narvuntien @Data79504085 @amcelha3 @chimera414 @GuyGadboisGuyG1 @FBen1964 @PLHartungRN @BlueBear0386 @OscarsWild1 @Canadianworker2 @HughCaperton @try2golf @BigRakaDoc @organicdot @IngersolRobert @BolzmannMichael @CrispyCX @91996340e81d45a @ponycar06 @DawnTJ90 @l0sts0ulforever @AristotleMrs @k_b_lvi @Stephen04880258 @thisisnothappen @basil_ireton @The_Ouroboros__ @DavidTaylorYork @Gordon_DHG @EricWil06256732 Currently we have a higher breakthrough rate than reinfection. It's possible infection causes a better immune response. | 1481651580021575683 | 3313813825 | NA | NA | NA | NA | 0 | NA | NA | 48 | 1 | 1 | 27 | 27 | 6 | 6 | 15 | 15 | 6 | 6 | 28 | 28 | 0 | 0 | 19 | 19 | 0 | 0 | 1.227273 | 1.227273 | 9.166667 | 9.166667 | 4.833333 | 4.833333 | 1.0000000 | 1.0000000 | 0.0357143 | 0.0357143 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.6785714 | 0.6785714 | 0.0714286 | 0.0714286 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-13 | 2022 | 1 | 13 | 2 | 15 | merphie77 | CaineWise | I'm your average middle class American. In general, I'm against any ideology. I've never been a registered Democrat or Republican. | 2011-07-10 20:15:01 | 0 | 0 | http://theatheistmerphie.blogspot.com/ | Oklahoma | 255 | 505 | 36420 | 6 | NA | NA | |||
| 3230235736 | 2022-01-13 14:33:00 | 0 | 1 | 2 | 0 | en | @Michael_D_Crow @MarshallCd @andrewp109 @gimmeabreak8 @ChrisBBacon3 @IngersolRobert @MikeDel21893959 @6lennybravo @aSinister @Anonylyzer13 @TypicalDeviant @QuBuBrasil @TheDisproof @_Ratzz_ @JimBowersclimb @carlblom_robert @hardtimehardta1 @Tark4Real @cjtjgeol @fishyfish67 @FChecker76 @SamuelQPrescott @LarryTu05180091 @Barbarajdurkin @Barrtecforever @MedBennett @RuleByLogic @Narvuntien @TonyGFunderburk @MKahn84 @DawnTJ90 @d_e_mol @CCross1776 @NoHiJinx @RijpeW @GeoConservative @no2wind @Bossmustangfan @Climatehope2 @markosib @PoliticalToonz @RexHavoc8 @kbo1978 @RustyAway @SlagOffTwits @yestiseye @markcojuangco @TheRealStranded @MaxFichtner @ponycar06 ppl don‘t Know, they believe in ideology | 1481634901350887430 | 822515689122447360 | NA | NA | NA | NA | 0 | NA | NA | 50 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 0 | 0 | 2 | 2 | 0 | 0 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-13 | 2022 | 1 | 13 | 2 | 14 | FehringerMartin | Martin Fehringer | liberal, Mobilität, Logistik, Ostsee, Bodensee,, Hegau, Artenschutz; Landwirtschaft @martinfehringe3 ⚛️ | 2015-05-03 09:51:04 | 0 | 0 | http://www.forum-hegau-bodensee.de | 🇺🇸🇬🇧🇨🇭🇦🇹🇮🇱🇺🇦 | 1986 | 2725 | 56782 | 12 | NA | NA | |||
| 1004694289 | 2022-01-30 15:48:05 | 4 | 1 | 13 | 0 | en | @pauladamsalber1 @Narvuntien @wlbeeton @JohnDublin10 @Canadianworker2 @AristotleMrs @GerardMLaw @WayneAllanH @rln_nelson @StormSignalSA @ejwwest @MedBennett @jimdtweet @fergy1999 @GlennCarr6 @Tcaddy5 @OscarsWild1 @BrknMan @NoelTurner194 @SniemN @10kClimate @FnAssoe @TheDisproof @RobMeekel @Climatehope2 @HalBrow68884227 @keithamccluskey @robinlarder @P03940098 @Paul4Science @RijpeW @Barbarajdurkin @Kootenaybob0 @IanDJbrown2 @DickMackintosh @njbtweet @Kenneth72712993 @rmack2x @robhon_ @TaroIstok @KimmoTorikka @Cypress_NL @MikeDel21893959 @GuyGadboisGuyG1 @Fiddlers__Green @IngersolRobert @joe_possibly @ClimatePoet @0Sundance @DawnTJ90 Now we know why there was such a visceral reaction to our simple billboard msg from the AGW clan. ...🤣🤣🤣🤣Truth hurts. #climatechange #ClimateEmergency #cdnpoli #TruckersForFreedom #FreedomConvoyCanada https://twitter.com/FriendsOScience/status/1487815089843408900/photo/1 | 1487814405794320387 | 3063921782 | NA | NA | NA | NA | 1 | 5 | 1 | 50 | 1 | 5 | 1 | 5 | 1 | 5 | 1 | 1 | 2 | 5 | 1 | 1 | 0 | 0 | 17 | 17 | 4 | 20 | 1.000000 | 5.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.5000000 | 0.1666667 | 0.5000000 | 0.2777778 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 8.5000000 | 2.8333333 | 4.5000000 | 3.7777777 | 2.0000000 | 3.3333333 | 2.0000000 | 1.1111112 | 2022-01-30 | 2022 | 1 | 30 | 4 | 15 | FriendsOScience | Friends of Science | A group of earth, atmospheric, solar scientists and engineers who conclude that the sun is the main driver of climate change.Not you.Not CO2. R/T ≠ endorsement. | 2012-12-11 19:12:02 | 0 | 0 | http://friendsofscience.org/ | NA | 40706 | 16588 | 212539 | 435 | NA | NA | |||
| 2228911879 | 2022-01-30 15:50:03 | 4 | 0 | 0 | 0 | en | RT @FriendsOScience: @pauladamsalber1 @Narvuntien @wlbeeton @JohnDublin10 @Canadianworker2 @AristotleMrs @GerardMLaw @WayneAllanH @rln_nels… | NA | NA | NA | 1487815089843408900 | NA | NA | 1 | NA | NA | 9 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 4 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 4.0000000 | 4.0000000 | 0.0000000 | 0.0000000 | 2022-01-30 | 2022 | 1 | 30 | 4 | 15 | RobMeekel | Rob Meekel | #ClimateRealist, temet nosce #WaffleHead #NotFunAtParties #HardHatSewerRatConservative #FoodSnob #ItsaSubieThing #GoodThingsStartWithBacon 一期一会 | 2013-12-03 21:59:03 | 0 | 0 | NA | Calgary | 1969 | 4997 | 196672 | 177 | NA | NA | |||
| 18673125 | 2022-01-30 17:02:03 | 4 | 0 | 0 | 0 | en | RT @FriendsOScience: @pauladamsalber1 @Narvuntien @wlbeeton @JohnDublin10 @Canadianworker2 @AristotleMrs @GerardMLaw @WayneAllanH @rln_nels… | NA | NA | NA | 1487815089843408900 | NA | NA | 1 | NA | NA | 9 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 4 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 4.0000000 | 4.0000000 | 0.0000000 | 0.0000000 | 2022-01-30 | 2022 | 1 | 30 | 4 | 17 | rmack2x | rmack2x | Patriot, Constitutionalist, Oppose all Democrats at any level of gov't. Friend of Israel. Married, father of three, every day an adventure. #MAGA #tcot | 2009-01-06 13:02:02 | 0 | 0 | http://page.is/rmack2x | NA | 13530 | 14495 | 573446 | 180 | NA | NA | |||
| 1084911963317112832 | 2022-01-30 16:48:02 | 4 | 0 | 0 | 0 | en | RT @FriendsOScience: @pauladamsalber1 @Narvuntien @wlbeeton @JohnDublin10 @Canadianworker2 @AristotleMrs @GerardMLaw @WayneAllanH @rln_nels… | NA | NA | NA | 1487815089843408900 | NA | NA | 1 | NA | NA | 9 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 4 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 4.0000000 | 4.0000000 | 0.0000000 | 0.0000000 | 2022-01-30 | 2022 | 1 | 30 | 4 | 16 | OscarsWild1 | King Arthur & Excalibur | Scientist, @ 'saintallnights' on Minds & GETTR , @ 'allnights' Parler, @ 'allnights' GAB Astrophysics, Zoology, software engineer wanted by GCHQ, offered PhD | 2019-01-14 20:35:04 | 0 | 0 | NA | London | 3365 | 3323 | 196372 | 16 | NA | NA | |||
| 1084911963317112832 | 2022-01-13 15:45:01 | 0 | 0 | 1 | 0 | en | @robinlarder @Narvuntien @pauladamsalber1 @SniemN @BrknMan @IngersolRobert @rln_nelson @NoelTurner194 @MartinJBern @JohnDublin10 @MikeDel21893959 @RobMeekel @Canadianworker2 @jimdtweet @WayneAllanH @fishyfish67 @Tcaddy5 @Kenneth72712993 @FnAssoe @keithamccluskey @StormSignalSA @Climatehope2 @AristotleMrs @HalBrow68884227 @P03940098 @Paul4Science @RijpeW @Barbarajdurkin @Kootenaybob0 @IanDJbrown2 @ejwwest @TheDisproof @DickMackintosh @njbtweet @rmack2x @robhon_ @TaroIstok @KimmoTorikka @Cypress_NL @GuyGadboisGuyG1 @Fiddlers__Green @joe_possibly @ClimatePoet @MedBennett @0Sundance @DawnTJ90 @All_Day_SCIfi @ClimateCatastr3 @Cole44749821 @JohnFerris62 👍👍👍 What these tools do not know is that in January 2019 I predicted a pandemic and did a series when it started and thought it would be bad I then switched when I realised it was a lab leak and the numbers did not fit the models | 1481648250729861129 | 802620361 | NA | NA | NA | NA | 0 | NA | NA | 50 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 1.0000000 | 1.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-13 | 2022 | 1 | 13 | 2 | 15 | OscarsWild1 | King Arthur & Excalibur | Scientist, @ 'saintallnights' on Minds & GETTR , @ 'allnights' Parler, @ 'allnights' GAB Astrophysics, Zoology, software engineer wanted by GCHQ, offered PhD | 2019-01-14 20:35:04 | 0 | 0 | NA | London | 3365 | 3323 | 196372 | 16 | NA | NA | |||
| 1084911963317112832 | 2022-01-13 15:46:01 | 0 | 1 | 1 | 0 | en | @Narvuntien @ScienceBlog3 @JohnDublin10 @Kenneth72712993 @RobMeekel @Moderna5G_666 @ammocrypta @rln_nelson @4Clearsky @IanDJbrown2 @GlennCarr6 @merphie77 @robhon_ @HalBrow68884227 @sandcastle1975 @Willard1951 @BubbasRanch @BluePittie @jimdtweet @BluesElmwood @TWTThisIsNow @keithamccluskey @Data79504085 @amcelha3 @chimera414 @GuyGadboisGuyG1 @FBen1964 @PLHartungRN @BlueBear0386 @Canadianworker2 @HughCaperton @try2golf @BigRakaDoc @organicdot @IngersolRobert @BolzmannMichael @CrispyCX @91996340e81d45a @ponycar06 @DawnTJ90 @l0sts0ulforever @AristotleMrs @k_b_lvi @Stephen04880258 @thisisnothappen @basil_ireton @The_Ouroboros__ @DavidTaylorYork @Gordon_DHG @EricWil06256732 Yeah you can stop with the 'afraid' bs Stick to science and not leftist political bullying nonsense | 1481650297156304896 | 2402393749 | NA | NA | NA | NA | 0 | NA | NA | 48 | 1 | 1 | 3 | 3 | 2 | 2 | 2 | 2 | 2 | 2 | 3 | 3 | 0 | 0 | 2 | 2 | 0 | 0 | 1.500000 | 1.500000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | 0.7500000 | 0.7500000 | 0.3750000 | 0.3750000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.5000000 | 0.5000000 | 0.2500000 | 0.2500000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-13 | 2022 | 1 | 13 | 2 | 15 | OscarsWild1 | King Arthur & Excalibur | Scientist, @ 'saintallnights' on Minds & GETTR , @ 'allnights' Parler, @ 'allnights' GAB Astrophysics, Zoology, software engineer wanted by GCHQ, offered PhD | 2019-01-14 20:35:04 | 0 | 0 | NA | London | 3365 | 3323 | 196372 | 16 | NA | NA | |||
| 969296197037965312 | 2022-02-04 19:24:02 | 0 | 1 | 0 | 0 | en | @Narvuntien @OscarsWild1 @IngersolRobert @Militant_Gnomes @RobMeekel @StormSignalSA @HalBrow68884227 @JohnDublin10 @AristotleMrs @Quantummist @robhon_ @GlennCarr6 @Canadianworker2 @Barbarajdurkin @ejwwest @IanDJbrown2 @jimdtweet @pauladamsalber1 @wlbeeton @0Sundance @Tcaddy5 @njbtweet @Kenneth72712993 @GerardMLaw @rln_nelson @MedBennett @fergy1999 @BrknMan @NoelTurner194 @SniemN @10kClimate @FnAssoe @TheDisproof @Climatehope2 @keithamccluskey @robinlarder @P03940098 @Paul4Science @RijpeW @Kootenaybob0 @DickMackintosh @rmack2x @TaroIstok @KimmoTorikka @Cypress_NL @MikeDel21893959 @GuyGadboisGuyG1 @Fiddlers__Green @joe_possibly @ClimatePoet Oh, so because the vandalism, and murders, occured AFTER the official protests, they're justified?....are you implying after the official protests end, blm members go home, and a new, more violent crew moves in to take over the after protest, protest?...is that how it works? | 1489659692918132737 | 2402393749 | NA | NA | NA | NA | 1 | NA | NA | 49 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 1.0000000 | 1.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-02-04 | 2022 | 2 | 4 | 5 | 19 | WayneAllanH | Wayne Allan | Hahahahahahahahahahaha....life is too short to care about activists and apologists not liking me laughing at their ignorance.........Domo Arigato 🇨🇦🇺🇸 | 2018-03-01 19:39:05 | 0 | 0 | NA | Outskirts of Hell | 330 | 423 | 22502 | 0 | NA | NA | |||
| 2402393749 | 2022-02-04 17:58:04 | 0 | 2 | 1 | 0 | en | @WayneAllanH @OscarsWild1 @IngersolRobert @Militant_Gnomes @RobMeekel @StormSignalSA @HalBrow68884227 @JohnDublin10 @AristotleMrs @Quantummist @robhon_ @GlennCarr6 @Canadianworker2 @Barbarajdurkin @ejwwest @IanDJbrown2 @jimdtweet @pauladamsalber1 @wlbeeton @0Sundance @Tcaddy5 @njbtweet @Kenneth72712993 @GerardMLaw @rln_nelson @MedBennett @fergy1999 @BrknMan @NoelTurner194 @SniemN @10kClimate @FnAssoe @TheDisproof @Climatehope2 @keithamccluskey @robinlarder @P03940098 @Paul4Science @RijpeW @Kootenaybob0 @DickMackintosh @rmack2x @TaroIstok @KimmoTorikka @Cypress_NL @MikeDel21893959 @GuyGadboisGuyG1 @Fiddlers__Green @joe_possibly @ClimatePoet What racist chants? I don't see how saying that black lives matter is racist, it is asking for basic human rights. All civil rights movements have been called terrorists in the past. The vandalism occurred after the end of the official protests. | 1489653856749375495 | 969296197037965312 | NA | NA | NA | NA | 1 | NA | NA | 49 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 1 | 3 | 3 | 3 | 3 | 0 | 0 | 3 | 3 | 2 | 2 | 2.000000 | 2.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 1.0000000 | 1.0000000 | 0.6666667 | 0.6666667 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 1.0000000 | 1.0000000 | 0.6666667 | 0.6666667 | 0.6666667 | 0.6666667 | 0.8888889 | 0.8888889 | 2022-02-04 | 2022 | 2 | 4 | 5 | 17 | Narvuntien | Narvuntien | Collector of trivial information, Nanotechnologist, Science Advocate, Video Game Player and Book Reader Esports fan. (he/him) | 2014-03-22 01:00:01 | 0 | 0 | NA | Inside a Transmission Electron | 243 | 802 | 21804 | 4 | NA | NA | |||
| 2402393749 | 2022-01-13 14:27:02 | 0 | 4 | 0 | 0 | en | @pauladamsalber1 @SniemN @OscarsWild1 @BrknMan @IngersolRobert @rln_nelson @NoelTurner194 @MartinJBern @JohnDublin10 @MikeDel21893959 @RobMeekel @Canadianworker2 @jimdtweet @WayneAllanH @fishyfish67 @Tcaddy5 @Kenneth72712993 @FnAssoe @keithamccluskey @StormSignalSA @Climatehope2 @AristotleMrs @HalBrow68884227 @robinlarder @P03940098 @Paul4Science @RijpeW @Barbarajdurkin @Kootenaybob0 @IanDJbrown2 @ejwwest @TheDisproof @DickMackintosh @njbtweet @rmack2x @robhon_ @TaroIstok @KimmoTorikka @Cypress_NL @GuyGadboisGuyG1 @Fiddlers__Green @joe_possibly @ClimatePoet @MedBennett @0Sundance @DawnTJ90 @All_Day_SCIfi @ClimateCatastr3 @Cole44749821 @JohnFerris62 Of course, we can explain it, what do you need explained? | 1481632819562496004 | 3063921782 | NA | NA | NA | NA | 0 | NA | NA | 50 | 4 | 4 | 5 | 5 | 4 | 4 | 2 | 2 | 4 | 4 | 5 | 5 | 1 | 1 | 8 | 8 | 0 | 0 | 2.500000 | 2.500000 | 0.250000 | 0.250000 | 0.375000 | 0.375000 | 0.8333333 | 0.8333333 | 0.9722222 | 0.9722222 | 0.1666667 | 0.1666667 | 0.2500000 | 0.2500000 | 1.3333334 | 1.3333334 | 0.7222222 | 0.7222222 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-13 | 2022 | 1 | 13 | 2 | 14 | Narvuntien | Narvuntien | Collector of trivial information, Nanotechnologist, Science Advocate, Video Game Player and Book Reader Esports fan. (he/him) | 2014-03-22 01:00:01 | 0 | 0 | NA | Inside a Transmission Electron | 243 | 802 | 21804 | 4 | NA | NA | |||
| 1274751145840226304 | 2022-01-30 22:20:02 | 0 | 1 | 2 | 0 | en | @jimdtweet @WayneAllanH @rln_nelson @AGWIsHappening @keithamccluskey @StormSignalSA @JohnDublin10 @RijpeW @Narvuntien @RobMeekel @OscarsWild1 @wlbeeton @AristotleMrs @GerardMLaw @ejwwest @pauladamsalber1 @MedBennett @fergy1999 @GlennCarr6 @Tcaddy5 @BrknMan @NoelTurner194 @SniemN @10kClimate @FnAssoe @TheDisproof @Climatehope2 @HalBrow68884227 @robinlarder @P03940098 @Paul4Science @Barbarajdurkin @Kootenaybob0 @IanDJbrown2 @DickMackintosh @njbtweet @Kenneth72712993 @rmack2x @robhon_ @TaroIstok @KimmoTorikka @Cypress_NL @MikeDel21893959 @GuyGadboisGuyG1 @Fiddlers__Green @IngersolRobert @joe_possibly @ClimatePoet @0Sundance @NRA That’s correct, it’s people, I own plenty of guns and rifles and if somebody cuts me off I get angry But I don’t chase him to give him the finger or do I go home to get my gun to shoot him. | 1487909782451150849 | 1128099459353571328 | NA | NA | NA | NA | 1 | NA | NA | 50 | 1 | 1 | 27 | 27 | 9 | 9 | 18 | 18 | 7 | 7 | 27 | 27 | 0 | 0 | 35 | 35 | 3 | 3 | 1.421053 | 1.421053 | 8.444445 | 8.444445 | 8.555555 | 8.555555 | 0.9642857 | 0.9642857 | 0.0025510 | 0.0025510 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 1.2500000 | 1.2500000 | 0.0357143 | 0.0357143 | 0.1071429 | 0.1071429 | 0.0076531 | 0.0076531 | 2022-01-30 | 2022 | 1 | 30 | 4 | 22 | Canadianworker2 | Canadian musician | NA | 2020-06-21 17:09:02 | 0 | 0 | NA | Canada | 260 | 226 | 32584 | 5 | NA | NA | |||
| 1274751145840226304 | 2022-01-30 21:55:01 | 0 | 0 | 2 | 0 | en | @keithamccluskey @IanDJbrown2 @RobMeekel @AGWIsHappening @StormSignalSA @rln_nelson @JohnDublin10 @jimdtweet @RijpeW @Narvuntien @OscarsWild1 @wlbeeton @AristotleMrs @GerardMLaw @WayneAllanH @ejwwest @pauladamsalber1 @MedBennett @fergy1999 @GlennCarr6 @Tcaddy5 @BrknMan @NoelTurner194 @SniemN @10kClimate @FnAssoe @TheDisproof @Climatehope2 @HalBrow68884227 @robinlarder @P03940098 @Paul4Science @Barbarajdurkin @Kootenaybob0 @DickMackintosh @njbtweet @Kenneth72712993 @rmack2x @robhon_ @TaroIstok @KimmoTorikka @Cypress_NL @MikeDel21893959 @GuyGadboisGuyG1 @Fiddlers__Green @IngersolRobert @joe_possibly @ClimatePoet @0Sundance Hey kieth, this is the Canadian prime minister at a couple costume parties, but he was still voted into a minority gov. By likeminded fools of the Ian type. Nice Eh! 👇 https://twitter.com/Canadianworker2/status/1487907278858559489/photo/1 | 1487897972729917440 | 408941058 | NA | NA | NA | NA | 1 | NA | 2 | 49 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2.0000000 | 2.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-30 | 2022 | 1 | 30 | 4 | 21 | Canadianworker2 | Canadian musician | NA | 2020-06-21 17:09:02 | 0 | 0 | NA | Canada | 260 | 226 | 32584 | 5 | NA | NA | |||
| 117142709 | 2022-01-13 15:42:00 | 0 | 0 | 2 | 0 | en | @OscarsWild1 @Narvuntien @pauladamsalber1 @SniemN @BrknMan @IngersolRobert @rln_nelson @NoelTurner194 @MartinJBern @JohnDublin10 @MikeDel21893959 @RobMeekel @Canadianworker2 @jimdtweet @WayneAllanH @fishyfish67 @Tcaddy5 @Kenneth72712993 @FnAssoe @keithamccluskey @StormSignalSA @Climatehope2 @AristotleMrs @HalBrow68884227 @robinlarder @P03940098 @Paul4Science @RijpeW @Kootenaybob0 @IanDJbrown2 @ejwwest @TheDisproof @DickMackintosh @njbtweet @rmack2x @robhon_ @TaroIstok @KimmoTorikka @Cypress_NL @GuyGadboisGuyG1 @Fiddlers__Green @joe_possibly @ClimatePoet @MedBennett @0Sundance @DawnTJ90 @All_Day_SCIfi @ClimateCatastr3 @Cole44749821 @JohnFerris62 We’re overdue for welcome sunshine and factual reporting on Covid-19 & vaccine deaths & injuries, and treatments. | 1481649571058962439 | 1084911963317112832 | NA | NA | NA | NA | 0 | NA | NA | 50 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2.0000000 | 2.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-13 | 2022 | 1 | 13 | 2 | 15 | Barbarajdurkin | Barbara Durkin | Show me the evidence that wind energy works....still waiting | 2010-02-24 17:31:04 | 0 | 0 | NA | NA | 5816 | 4596 | 94486 | 62 | NA | NA | |||
| 1128099459353571328 | 2022-01-30 22:05:01 | 0 | 1 | 1 | 0 | en | @Canadianworker2 @WayneAllanH @rln_nelson @AGWIsHappening @keithamccluskey @StormSignalSA @JohnDublin10 @RijpeW @Narvuntien @RobMeekel @OscarsWild1 @wlbeeton @AristotleMrs @GerardMLaw @ejwwest @pauladamsalber1 @MedBennett @fergy1999 @GlennCarr6 @Tcaddy5 @BrknMan @NoelTurner194 @SniemN @10kClimate @FnAssoe @TheDisproof @Climatehope2 @HalBrow68884227 @robinlarder @P03940098 @Paul4Science @Barbarajdurkin @Kootenaybob0 @IanDJbrown2 @DickMackintosh @njbtweet @Kenneth72712993 @rmack2x @robhon_ @TaroIstok @KimmoTorikka @Cypress_NL @MikeDel21893959 @GuyGadboisGuyG1 @Fiddlers__Green @IngersolRobert @joe_possibly @ClimatePoet @0Sundance @NRA If there's one thing worse than an angry person, it's an angry person with a gun. | 1487909546857152512 | 1274751145840226304 | NA | NA | NA | NA | 1 | NA | NA | 50 | 1 | 1 | 28 | 28 | 9 | 9 | 19 | 19 | 7 | 7 | 28 | 28 | 0 | 0 | 36 | 36 | 3 | 3 | 1.400000 | 1.400000 | 9.444445 | 9.444445 | 8.555555 | 8.555555 | 0.9655172 | 0.9655172 | 0.0023781 | 0.0023781 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 1.2413793 | 1.2413793 | 0.0344828 | 0.0344828 | 0.1034483 | 0.1034483 | 0.0071344 | 0.0071344 | 2022-01-30 | 2022 | 1 | 30 | 4 | 22 | jimdtweet | Jim D | A globally interested scientist. Climate change - Max the mitigation. Wealth tax - Tax the rich. Covid-19 - Vax the world. | 2019-05-14 00:47:02 | 0 | 0 | https://jimdwp.wordpress.com | Boulder, CO | 675 | 31 | 67141 | 13 | NA | NA | |||
| 3063921782 | 2022-01-30 15:46:01 | 3 | 5 | 18 | 0 | en | @Narvuntien @wlbeeton @JohnDublin10 @Canadianworker2 @AristotleMrs @GerardMLaw @WayneAllanH @rln_nelson @StormSignalSA @ejwwest @MedBennett @jimdtweet @fergy1999 @GlennCarr6 @Tcaddy5 @OscarsWild1 @BrknMan @NoelTurner194 @SniemN @10kClimate @FnAssoe @TheDisproof @RobMeekel @Climatehope2 @HalBrow68884227 @keithamccluskey @robinlarder @P03940098 @Paul4Science @RijpeW @Barbarajdurkin @Kootenaybob0 @IanDJbrown2 @DickMackintosh @njbtweet @Kenneth72712993 @rmack2x @robhon_ @TaroIstok @KimmoTorikka @Cypress_NL @MikeDel21893959 @GuyGadboisGuyG1 @Fiddlers__Green @IngersolRobert @joe_possibly @ClimatePoet @0Sundance @DawnTJ90 You guys love to tease @FriendsOScience because they say it's the sun! Now you are saying it's the sun! Wow! You guys are all over the place! Just make it up as you go I see!! | 1487804426417217536 | 2402393749 | NA | NA | NA | NA | 1 | NA | NA | 50 | 5 | 5 | 56 | 60 | 16 | 20 | 29 | 29 | 13 | 15 | 56 | 56 | 2 | 2 | 100 | 100 | 9 | 25 | 1.365854 | 1.463415 | 9.875000 | 8.100000 | 10.925000 | 9.860000 | 0.9824561 | 0.9180328 | 0.1409664 | 0.1338350 | 0.0350877 | 0.0327869 | 0.0036934 | 0.0032249 | 1.7543859 | 1.6393442 | 0.5173900 | 0.4872346 | 0.1578947 | 0.4098361 | 0.1283472 | 0.1281914 | 2022-01-30 | 2022 | 1 | 30 | 4 | 15 | pauladamsalber1 | Paul Adams | Research and Development | 2015-03-06 03:15:04 | 0 | 0 | NA | Didsbury, Alberta | 200 | 510 | 2267 | 1 | NA | NA | |||
| 408941058 | 2022-01-30 21:18:01 | 0 | 2 | 1 | 0 | en | @IanDJbrown2 @RobMeekel @AGWIsHappening @Canadianworker2 @StormSignalSA @rln_nelson @JohnDublin10 @jimdtweet @RijpeW @Narvuntien @OscarsWild1 @wlbeeton @AristotleMrs @GerardMLaw @WayneAllanH @ejwwest @pauladamsalber1 @MedBennett @fergy1999 @GlennCarr6 @Tcaddy5 @BrknMan @NoelTurner194 @SniemN @10kClimate @FnAssoe @TheDisproof @Climatehope2 @HalBrow68884227 @robinlarder @P03940098 @Paul4Science @Barbarajdurkin @Kootenaybob0 @DickMackintosh @njbtweet @Kenneth72712993 @rmack2x @robhon_ @TaroIstok @KimmoTorikka @Cypress_NL @MikeDel21893959 @GuyGadboisGuyG1 @Fiddlers__Green @IngersolRobert @joe_possibly @ClimatePoet @0Sundance We are at a point of shifting strategy, but governments won’t. | 1487889385844400128 | 945848789587304449 | NA | NA | NA | NA | 1 | NA | NA | 49 | 2 | 2 | 3 | 3 | 2 | 2 | 2 | 2 | 2 | 2 | 3 | 3 | 0 | 0 | 5 | 5 | 0 | 0 | 1.500000 | 1.500000 | 0.500000 | 0.500000 | 0.500000 | 0.500000 | 0.7500000 | 0.7500000 | 0.5625000 | 0.5625000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 1.2500000 | 1.2500000 | 0.3125000 | 0.3125000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-30 | 2022 | 1 | 30 | 4 | 21 | keithamccluskey | Keith McCluskey | Ret. Officer, Bronze Star Medal, Masters (MA) Emergency Management and Disaster Planning, CGSC, BAS, AAS. | 2011-11-10 02:41:05 | 0 | 0 | NA | United States | 2380 | 2593 | 112166 | 4 | NA | NA | |||
| 1230858194181918720 | 2022-01-13 15:42:01 | 0 | 0 | 1 | 0 | en | @gavleeham @MikeDel21893959 @Narvuntien @Paul4Science @rdqBlueRidge @Willard1951 @AristotleMrs @Climatehope2 @crankyfucker @cjtjgeol @1Astroturf @thinks_about_it @claude_roumain @sapp_erlot @ScienceBlog3 @RidaAller @Moderna5G_666 @insane_voice @Michael71718318 @Robert76907841 @TheDisproof @Ceist8 @ejwwest @CloneDwarf @WinWithScience @25_cycle @Gordon_DHG @Hedendom @Canadianworker2 @Barbarajdurkin @RoyPentland @TinTincognito @Robin_Hagues @JohnnyD93941059 @USCriticalMess @Michael_D_Crow @gptnshl @Tony__Heller @JoeShaw111 @jane__eden @RieneRichard @wildweatherdan @bnasw @Tempora23227548 @DawnTJ90 @vic_environment @PeterWh93433247 @wilescape @Ray11959624 @FD2you We must believe in Science and obey the Scientists! https://twitter.com/Nockit1/status/1481652810240303110/photo/1 | 1481644888609345543 | 1230858194181918720 | NA | NA | NA | NA | 0 | NA | 1 | 49 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 1.0000000 | 1.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-13 | 2022 | 1 | 13 | 2 | 15 | Nockit1 | Nockit (dregs) | Keeping it steel | 2020-02-21 14:14:00 | 0 | 0 | NA | NA | 728 | 4997 | 95114 | 11 | NA | NA | |||
| 950063822496321536 | 2022-01-30 17:39:05 | 4 | 0 | 0 | 0 | en | RT @FriendsOScience: @pauladamsalber1 @Narvuntien @wlbeeton @JohnDublin10 @Canadianworker2 @AristotleMrs @GerardMLaw @WayneAllanH @rln_nels… | NA | NA | NA | 1487815089843408900 | NA | NA | 1 | NA | NA | 9 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 4 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 4.0000000 | 4.0000000 | 0.0000000 | 0.0000000 | 2022-01-30 | 2022 | 1 | 30 | 4 | 17 | JohanVleminckx | vleminckx johan | NA | 2018-01-07 17:57:02 | 0 | 0 | NA | Hoegaarden, België | 571 | 561 | 89148 | 0 | NA | NA |
Temporal extent
tweets_c %>%
filter(ur_conversation_id==sql("1254210334241419264")) %>%
count(original,date_created_at) %>%
collect() %>%
mutate(original=if_else(original==1,"contains keywords","expanded conversation")) %>%
ggplot(aes(x=date_created_at,y=n,fill=original)) +
geom_col(width=1,position = 'stack') +
theme_hsci_discrete()
Conversation 647567168167636992: the erotic fiction
tweets_c_i %>%
filter(ur_conversation_id==sql("647567168167636992")) %>%
summarize(
tweets=n(),
tweets_with_keywords=sum(original),
authors=n_distinct(author_id),
min_date=min(created_at),
max_date=max(created_at)
) %>% collect() %>%
bind_cols(
tweets_c_i %>%
filter(ur_conversation_id==sql("647567168167636992")) %>%
count(author_id,name="tweets_per_author") %>%
mutate(m_t_p_a=mean(tweets_per_author)) %>%
summarize(mean_tweets_per_author=mean(tweets_per_author),tweets_per_author_mean_absolute_deviation=mean(abs(m_t_p_a-tweets_per_author))) %>% collect()
) %>%
gt()| tweets | tweets_with_keywords | authors | min_date | max_date | mean_tweets_per_author | tweets_per_author_mean_absolute_deviation |
|---|---|---|---|---|---|---|
| 129905 | 2 | 10 | 2015-09-26 00:23:03 | 2022-05-01 20:51:03 | 12990.5 | 20783.2 |
First 20 tweets
tweets_c_i %>%
filter(ur_conversation_id==sql("647567168167636992")) %>%
left_join(users_c_i,by=c("author_id"="user_id")) %>%
arrange(created_at.x) %>%
head(20) %>%
mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
gt() %>%
fmt_markdown(tweet_id|conversation_id|ur_conversation_id)| tweet_id | ur_conversation_id | conversation_id | author_id | created_at.x | retweet_count | reply_count | like_count | quote_count | lang | text | in_reply_to | in_reply_to_user_id | quotes | retweet_of | error.x | error_detail.x | original | hashtags | urls | mentions | children | ur_children | descendants | ur_descendants | leaf_descendants | ur_leaf_descendants | max_depth | ur_max_depth | t_authors | ur_t_authors | t_reply_count | ur_t_reply_count | t_quote_count | ur_t_quote_count | t_like_count | ur_t_like_count | t_retweet_count | ur_t_retweet_count | branching_factor | ur_branching_factor | mean_depth | ur_mean_depth | depth_mad | ur_depth_mad | mean_reply_count | ur_mean_reply_count | reply_count_mad | ur_reply_count_mad | mean_quote_count | ur_mean_quote_count | quote_count_mad | ur_quote_count_mad | mean_like_count | ur_mean_like_count | like_count_mad | ur_like_count_mad | mean_retweet_count | ur_mean_retweet_count | retweet_count_mad | ur_retweet_count_mad | date_created_at | year_created_at | month_created_at | day_created_at | week_created_at | hour_created_at | username | name | description | created_at.y | verified | protected | url | location | followers_count | following_count | tweet_count | listed_count | error.y | error_detail.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3043468000 | 2015-09-26 00:23:03 | 0 | 1 | 0 | 0 | en | "Jamesy?..." | NA | NA | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 129714 | 129714 | 2950 | 2950 | 54817 | 54817 | 10 | 10 | 129714 | 129714 | 31 | 31 | 522 | 522 | 15 | 15 | 1.023264 | 1.023264 | 17343.05 | 17343.05 | 37472.95 | 37472.95 | 0.9999923 | 0.9999923 | 1.188638e-10 | 1.188638e-10 | 0.000239 | 0.000239 | 3.684778e-09 | 3.684778e-09 | 0.0040242 | 0.0040242 | 6.204690e-08 | 6.204690e-08 | 0.0001156 | 0.0001156 | 1.782957e-09 | 1.782957e-09 | 2015-09-26 | 2015 | 9 | 26 | 39 | 0 | HisProtegee | Natalie Wiggins. | I'm Natalie. I work for that detective with the funny hat. |#RP , BBC Sherlock, Descriptive, MV, #Moriarlie , 18+| 15/3/15, 20/9/15 | 2015-02-17 19:27:01 | 0 | 0 | https://twitter.com/HisProtegee/status/568176799206797312 | 221C Baker Street | 583 | 490 | 201648 | 8 | NA | NA | |||
| 1037950304 | 2015-09-26 00:27:01 | 0 | 1 | 0 | 0 | en | @HisProtegee Yeah? | 647567168167636992 | 3043468000 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 129713 | 129713 | 2950 | 2950 | 54816 | 54816 | 10 | 10 | 129713 | 129713 | 31 | 31 | 522 | 522 | 15 | 15 | 1.023264 | 1.023264 | 17342.05 | 17342.05 | 37472.95 | 37472.95 | 0.9999923 | 0.9999923 | 1.188656e-10 | 1.188656e-10 | 0.000239 | 0.000239 | 3.684834e-09 | 3.684834e-09 | 0.0040242 | 0.0040242 | 6.204786e-08 | 6.204786e-08 | 0.0001156 | 0.0001156 | 1.782984e-09 | 1.782984e-09 | 2015-09-26 | 2015 | 9 | 26 | 39 | 0 | JamesYourKing | James | Is that a British Army Browning L9A1 in your pocket, or are you just pleased to see me~? #RP #MORIARLIE 15/3/15 20/9/15 | 2012-12-26 20:03:04 | 0 | 0 | NA | Dublin, Ireland | 1061 | 220 | 173564 | 5 | NA | NA | |||
| 3043468000 | 2015-09-26 00:31:01 | 0 | 1 | 0 | 0 | en | @JamesYourKing "I need a cuddle..." | 647568089085800448 | 1037950304 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 129712 | 129712 | 2950 | 2950 | 54815 | 54815 | 10 | 10 | 129712 | 129712 | 31 | 31 | 522 | 522 | 15 | 15 | 1.023264 | 1.023264 | 17341.05 | 17341.05 | 37472.95 | 37472.95 | 0.9999923 | 0.9999923 | 1.188675e-10 | 1.188675e-10 | 0.000239 | 0.000239 | 3.684891e-09 | 3.684891e-09 | 0.0040243 | 0.0040243 | 6.204881e-08 | 6.204881e-08 | 0.0001156 | 0.0001156 | 1.783012e-09 | 1.783012e-09 | 2015-09-26 | 2015 | 9 | 26 | 39 | 0 | HisProtegee | Natalie Wiggins. | I'm Natalie. I work for that detective with the funny hat. |#RP , BBC Sherlock, Descriptive, MV, #Moriarlie , 18+| 15/3/15, 20/9/15 | 2015-02-17 19:27:01 | 0 | 0 | https://twitter.com/HisProtegee/status/568176799206797312 | 221C Baker Street | 583 | 490 | 201648 | 8 | NA | NA | |||
| 1037950304 | 2015-09-26 00:32:00 | 0 | 1 | 0 | 0 | en | @HisProtegee /Just/ a cuddle? | 647569072771760130 | 3043468000 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 129711 | 129711 | 2950 | 2950 | 54814 | 54814 | 10 | 10 | 129711 | 129711 | 31 | 31 | 522 | 522 | 15 | 15 | 1.023264 | 1.023264 | 17340.05 | 17340.05 | 37472.95 | 37472.95 | 0.9999923 | 0.9999923 | 1.188693e-10 | 1.188693e-10 | 0.000239 | 0.000239 | 3.684948e-09 | 3.684948e-09 | 0.0040243 | 0.0040243 | 6.204977e-08 | 6.204977e-08 | 0.0001156 | 0.0001156 | 1.783039e-09 | 1.783039e-09 | 2015-09-26 | 2015 | 9 | 26 | 39 | 0 | JamesYourKing | James | Is that a British Army Browning L9A1 in your pocket, or are you just pleased to see me~? #RP #MORIARLIE 15/3/15 20/9/15 | 2012-12-26 20:03:04 | 0 | 0 | NA | Dublin, Ireland | 1061 | 220 | 173564 | 5 | NA | NA | |||
| 3043468000 | 2015-09-26 00:33:02 | 0 | 1 | 0 | 0 | en | @JamesYourKing "I...yeah. Is that okay? I just need you to hold me right now..." | 647569290619691008 | 1037950304 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 129710 | 129710 | 2950 | 2950 | 54813 | 54813 | 10 | 10 | 129710 | 129710 | 31 | 31 | 522 | 522 | 15 | 15 | 1.023264 | 1.023264 | 17339.05 | 17339.05 | 37472.95 | 37472.95 | 0.9999923 | 0.9999923 | 1.188711e-10 | 1.188711e-10 | 0.000239 | 0.000239 | 3.685005e-09 | 3.685005e-09 | 0.0040243 | 0.0040243 | 6.205073e-08 | 6.205073e-08 | 0.0001156 | 0.0001156 | 1.783067e-09 | 1.783067e-09 | 2015-09-26 | 2015 | 9 | 26 | 39 | 0 | HisProtegee | Natalie Wiggins. | I'm Natalie. I work for that detective with the funny hat. |#RP , BBC Sherlock, Descriptive, MV, #Moriarlie , 18+| 15/3/15, 20/9/15 | 2015-02-17 19:27:01 | 0 | 0 | https://twitter.com/HisProtegee/status/568176799206797312 | 221C Baker Street | 583 | 490 | 201648 | 8 | NA | NA | |||
| 1037950304 | 2015-09-26 00:35:05 | 0 | 1 | 0 | 0 | en | @HisProtegee Yeah.. My lap is free? *He winks at her* Feel free.. Come and cuddle me up.. | 647569636356177920 | 3043468000 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 129709 | 129709 | 2950 | 2950 | 54812 | 54812 | 10 | 10 | 129709 | 129709 | 31 | 31 | 522 | 522 | 15 | 15 | 1.023264 | 1.023264 | 17338.05 | 17338.05 | 37472.95 | 37472.95 | 0.9999923 | 0.9999923 | 1.188730e-10 | 1.188730e-10 | 0.000239 | 0.000239 | 3.685062e-09 | 3.685062e-09 | 0.0040244 | 0.0040244 | 6.205168e-08 | 6.205168e-08 | 0.0001156 | 0.0001156 | 1.783094e-09 | 1.783094e-09 | 2015-09-26 | 2015 | 9 | 26 | 39 | 0 | JamesYourKing | James | Is that a British Army Browning L9A1 in your pocket, or are you just pleased to see me~? #RP #MORIARLIE 15/3/15 20/9/15 | 2012-12-26 20:03:04 | 0 | 0 | NA | Dublin, Ireland | 1061 | 220 | 173564 | 5 | NA | NA | |||
| 3043468000 | 2015-09-26 00:37:00 | 0 | 1 | 0 | 0 | en | @JamesYourKing She smiles softly and sits down on his lap, curling up against him as her arms wrap around him and she presses her face - | 647570247478870016 | 1037950304 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 129708 | 129708 | 2950 | 2950 | 54811 | 54811 | 10 | 10 | 129708 | 129708 | 31 | 31 | 522 | 522 | 15 | 15 | 1.023265 | 1.023265 | 17337.05 | 17337.05 | 37472.95 | 37472.95 | 0.9999923 | 0.9999923 | 1.188748e-10 | 1.188748e-10 | 0.000239 | 0.000239 | 3.685119e-09 | 3.685119e-09 | 0.0040244 | 0.0040244 | 6.205264e-08 | 6.205264e-08 | 0.0001156 | 0.0001156 | 1.783122e-09 | 1.783122e-09 | 2015-09-26 | 2015 | 9 | 26 | 39 | 0 | HisProtegee | Natalie Wiggins. | I'm Natalie. I work for that detective with the funny hat. |#RP , BBC Sherlock, Descriptive, MV, #Moriarlie , 18+| 15/3/15, 20/9/15 | 2015-02-17 19:27:01 | 0 | 0 | https://twitter.com/HisProtegee/status/568176799206797312 | 221C Baker Street | 583 | 490 | 201648 | 8 | NA | NA | |||
| 3043468000 | 2015-09-26 00:37:01 | 0 | 1 | 0 | 0 | en | @JamesYourKing -against his chest, letting out a shaky sigh. | 647570534180462592 | 3043468000 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 129707 | 129707 | 2950 | 2950 | 54810 | 54810 | 10 | 10 | 129707 | 129707 | 31 | 31 | 522 | 522 | 15 | 15 | 1.023265 | 1.023265 | 17336.05 | 17336.05 | 37472.95 | 37472.95 | 0.9999923 | 0.9999923 | 1.188766e-10 | 1.188766e-10 | 0.000239 | 0.000239 | 3.685175e-09 | 3.685175e-09 | 0.0040244 | 0.0040244 | 6.205360e-08 | 6.205360e-08 | 0.0001156 | 0.0001156 | 1.783149e-09 | 1.783149e-09 | 2015-09-26 | 2015 | 9 | 26 | 39 | 0 | HisProtegee | Natalie Wiggins. | I'm Natalie. I work for that detective with the funny hat. |#RP , BBC Sherlock, Descriptive, MV, #Moriarlie , 18+| 15/3/15, 20/9/15 | 2015-02-17 19:27:01 | 0 | 0 | https://twitter.com/HisProtegee/status/568176799206797312 | 221C Baker Street | 583 | 490 | 201648 | 8 | NA | NA | |||
| 1037950304 | 2015-09-26 00:39:05 | 0 | 1 | 0 | 0 | en | @HisProtegee So what's the matter, babe? *He kisses her cheek and smiles softly* Something you want to tell me? | 647570595333414912 | 3043468000 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 129706 | 129706 | 2950 | 2950 | 54809 | 54809 | 10 | 10 | 129706 | 129706 | 31 | 31 | 522 | 522 | 15 | 15 | 1.023265 | 1.023265 | 17335.05 | 17335.05 | 37472.95 | 37472.95 | 0.9999923 | 0.9999923 | 1.188785e-10 | 1.188785e-10 | 0.000239 | 0.000239 | 3.685232e-09 | 3.685232e-09 | 0.0040245 | 0.0040245 | 6.205455e-08 | 6.205455e-08 | 0.0001156 | 0.0001156 | 1.783177e-09 | 1.783177e-09 | 2015-09-26 | 2015 | 9 | 26 | 39 | 0 | JamesYourKing | James | Is that a British Army Browning L9A1 in your pocket, or are you just pleased to see me~? #RP #MORIARLIE 15/3/15 20/9/15 | 2012-12-26 20:03:04 | 0 | 0 | NA | Dublin, Ireland | 1061 | 220 | 173564 | 5 | NA | NA | |||
| 3043468000 | 2015-09-26 00:43:03 | 0 | 1 | 0 | 0 | en | @JamesYourKing "No...I just...I need a hug." She says in a high pitched voice as tears start filling her eyes. | 647571274328342528 | 1037950304 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 129705 | 129705 | 2950 | 2950 | 54808 | 54808 | 10 | 10 | 129705 | 129705 | 31 | 31 | 522 | 522 | 15 | 15 | 1.023265 | 1.023265 | 17334.05 | 17334.05 | 37472.95 | 37472.95 | 0.9999923 | 0.9999923 | 1.188803e-10 | 1.188803e-10 | 0.000239 | 0.000239 | 3.685289e-09 | 3.685289e-09 | 0.0040245 | 0.0040245 | 6.205551e-08 | 6.205551e-08 | 0.0001156 | 0.0001156 | 1.783204e-09 | 1.783204e-09 | 2015-09-26 | 2015 | 9 | 26 | 39 | 0 | HisProtegee | Natalie Wiggins. | I'm Natalie. I work for that detective with the funny hat. |#RP , BBC Sherlock, Descriptive, MV, #Moriarlie , 18+| 15/3/15, 20/9/15 | 2015-02-17 19:27:01 | 0 | 0 | https://twitter.com/HisProtegee/status/568176799206797312 | 221C Baker Street | 583 | 490 | 201648 | 8 | NA | NA | |||
| 1037950304 | 2015-09-26 00:44:02 | 0 | 1 | 0 | 0 | en | @HisProtegee Why..? What's wrong. If you think I can't tell when you're upset by now.. Then you're the stupid one. | 647572174094663680 | 3043468000 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 129704 | 129704 | 2950 | 2950 | 54807 | 54807 | 10 | 10 | 129704 | 129704 | 31 | 31 | 522 | 522 | 15 | 15 | 1.023265 | 1.023265 | 17333.05 | 17333.05 | 37472.95 | 37472.95 | 0.9999923 | 0.9999923 | 1.188821e-10 | 1.188821e-10 | 0.000239 | 0.000239 | 3.685346e-09 | 3.685346e-09 | 0.0040245 | 0.0040245 | 6.205647e-08 | 6.205647e-08 | 0.0001156 | 0.0001156 | 1.783232e-09 | 1.783232e-09 | 2015-09-26 | 2015 | 9 | 26 | 39 | 0 | JamesYourKing | James | Is that a British Army Browning L9A1 in your pocket, or are you just pleased to see me~? #RP #MORIARLIE 15/3/15 20/9/15 | 2012-12-26 20:03:04 | 0 | 0 | NA | Dublin, Ireland | 1061 | 220 | 173564 | 5 | NA | NA | |||
| 3043468000 | 2015-09-26 00:47:01 | 0 | 1 | 0 | 0 | en | @JamesYourKing "I honestly don't know...but I've been feeling like shit lately...could be my stupid period." She snorts. | 647572408564625408 | 1037950304 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 129703 | 129703 | 2950 | 2950 | 54806 | 54806 | 10 | 10 | 129703 | 129703 | 31 | 31 | 522 | 522 | 15 | 15 | 1.023265 | 1.023265 | 17332.05 | 17332.05 | 37472.95 | 37472.95 | 0.9999923 | 0.9999923 | 1.188840e-10 | 1.188840e-10 | 0.000239 | 0.000239 | 3.685403e-09 | 3.685403e-09 | 0.0040245 | 0.0040245 | 6.205742e-08 | 6.205742e-08 | 0.0001156 | 0.0001156 | 1.783259e-09 | 1.783259e-09 | 2015-09-26 | 2015 | 9 | 26 | 39 | 0 | HisProtegee | Natalie Wiggins. | I'm Natalie. I work for that detective with the funny hat. |#RP , BBC Sherlock, Descriptive, MV, #Moriarlie , 18+| 15/3/15, 20/9/15 | 2015-02-17 19:27:01 | 0 | 0 | https://twitter.com/HisProtegee/status/568176799206797312 | 221C Baker Street | 583 | 490 | 201648 | 8 | NA | NA | |||
| 1037950304 | 2015-09-26 09:01:02 | 0 | 1 | 0 | 0 | en | @HisProtegee Yeah... Are you on now? *He strokes her thighs* You don't feel too good do you? | 647573122686676992 | 3043468000 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 129702 | 129702 | 2950 | 2950 | 54805 | 54805 | 10 | 10 | 129702 | 129702 | 31 | 31 | 522 | 522 | 15 | 15 | 1.023266 | 1.023266 | 17331.05 | 17331.05 | 37472.95 | 37472.95 | 0.9999923 | 0.9999923 | 1.188858e-10 | 1.188858e-10 | 0.000239 | 0.000239 | 3.685459e-09 | 3.685459e-09 | 0.0040246 | 0.0040246 | 6.205838e-08 | 6.205838e-08 | 0.0001156 | 0.0001156 | 1.783287e-09 | 1.783287e-09 | 2015-09-26 | 2015 | 9 | 26 | 39 | 9 | JamesYourKing | James | Is that a British Army Browning L9A1 in your pocket, or are you just pleased to see me~? #RP #MORIARLIE 15/3/15 20/9/15 | 2012-12-26 20:03:04 | 0 | 0 | NA | Dublin, Ireland | 1061 | 220 | 173564 | 5 | NA | NA | |||
| 3043468000 | 2015-09-26 10:22:03 | 0 | 1 | 0 | 0 | en | @JamesYourKing "Yeah...I am...and my tummy hurts and all I want to do is stay in bed all day..." she murmurs. "Sorry..." she sighs. | 647697480453386240 | 1037950304 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 129701 | 129701 | 2950 | 2950 | 54804 | 54804 | 10 | 10 | 129701 | 129701 | 31 | 31 | 522 | 522 | 15 | 15 | 1.023266 | 1.023266 | 17330.05 | 17330.05 | 37472.95 | 37472.95 | 0.9999923 | 0.9999923 | 1.188876e-10 | 1.188876e-10 | 0.000239 | 0.000239 | 3.685516e-09 | 3.685516e-09 | 0.0040246 | 0.0040246 | 6.205934e-08 | 6.205934e-08 | 0.0001156 | 0.0001156 | 1.783314e-09 | 1.783314e-09 | 2015-09-26 | 2015 | 9 | 26 | 39 | 10 | HisProtegee | Natalie Wiggins. | I'm Natalie. I work for that detective with the funny hat. |#RP , BBC Sherlock, Descriptive, MV, #Moriarlie , 18+| 15/3/15, 20/9/15 | 2015-02-17 19:27:01 | 0 | 0 | https://twitter.com/HisProtegee/status/568176799206797312 | 221C Baker Street | 583 | 490 | 201648 | 8 | NA | NA | |||
| 1037950304 | 2015-09-26 10:40:03 | 0 | 1 | 0 | 0 | en | @HisProtegee Don't be sorry, beautiful... *He strokes her hair and kisses her cheek* I love you to bits... I love you so much.. | 647717903320543232 | 3043468000 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 129700 | 129700 | 2950 | 2950 | 54803 | 54803 | 10 | 10 | 129700 | 129700 | 31 | 31 | 522 | 522 | 15 | 15 | 1.023266 | 1.023266 | 17329.05 | 17329.05 | 37472.95 | 37472.95 | 0.9999923 | 0.9999923 | 7.710159e-06 | 7.710159e-06 | 0.000239 | 0.000239 | 3.685573e-09 | 3.685573e-09 | 0.0040246 | 0.0040246 | 6.206029e-08 | 6.206029e-08 | 0.0001157 | 0.0001157 | 1.783342e-09 | 1.783342e-09 | 2015-09-26 | 2015 | 9 | 26 | 39 | 10 | JamesYourKing | James | Is that a British Army Browning L9A1 in your pocket, or are you just pleased to see me~? #RP #MORIARLIE 15/3/15 20/9/15 | 2012-12-26 20:03:04 | 0 | 0 | NA | Dublin, Ireland | 1061 | 220 | 173564 | 5 | NA | NA | |||
| 3043468000 | 2015-09-26 10:42:01 | 0 | 2 | 0 | 0 | en | @JamesYourKing "I love you too..." she whispers, moving her head to lean up and peck his lips. | 647722433504538624 | 1037950304 | NA | NA | NA | NA | 0 | NA | NA | 1 | 2 | 2 | 129699 | 129699 | 2950 | 2950 | 54802 | 54802 | 10 | 10 | 129699 | 129699 | 31 | 31 | 522 | 522 | 15 | 15 | 1.023266 | 1.023266 | 17328.05 | 17328.05 | 27400.50 | 27400.50 | 0.9999923 | 0.9999923 | 1.542026e-05 | 1.542026e-05 | 0.000239 | 0.000239 | 5.528445e-09 | 5.528445e-09 | 0.0040247 | 0.0040247 | 9.309188e-08 | 9.309188e-08 | 0.0001157 | 0.0001157 | 2.675054e-09 | 2.675054e-09 | 2015-09-26 | 2015 | 9 | 26 | 39 | 10 | HisProtegee | Natalie Wiggins. | I'm Natalie. I work for that detective with the funny hat. |#RP , BBC Sherlock, Descriptive, MV, #Moriarlie , 18+| 15/3/15, 20/9/15 | 2015-02-17 19:27:01 | 0 | 0 | https://twitter.com/HisProtegee/status/568176799206797312 | 221C Baker Street | 583 | 490 | 201648 | 8 | NA | NA | |||
| 1037950304 | 2015-09-26 10:44:02 | 0 | 0 | 0 | 0 | en | @HisProtegee *He looks up at her and pulls her in for a close cuddle* Tell you what, you go and get some blankets and I'll make it up - | 647722860413386752 | 3043468000 | NA | NA | NA | NA | 0 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.00 | 0.00 | 0.00 | 0.00 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 0.000000 | 0.000000 | 0.000000e+00 | 0.000000e+00 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 2015-09-26 | 2015 | 9 | 26 | 39 | 10 | JamesYourKing | James | Is that a British Army Browning L9A1 in your pocket, or are you just pleased to see me~? #RP #MORIARLIE 15/3/15 20/9/15 | 2012-12-26 20:03:04 | 0 | 0 | NA | Dublin, Ireland | 1061 | 220 | 173564 | 5 | NA | NA | |||
| 1037950304 | 2015-09-26 10:44:04 | 0 | 1 | 0 | 0 | en | @HisProtegee -nice and cosy.. and get you a hot water bottle.. We'll have a movie day okay?.. | 647722860413386752 | 3043468000 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 129697 | 129697 | 2949 | 2949 | 54801 | 54801 | 10 | 10 | 129697 | 129697 | 31 | 31 | 522 | 522 | 15 | 15 | 1.023259 | 1.023259 | 17332.93 | 17332.93 | 37467.07 | 37467.07 | 0.9999923 | 0.9999923 | 1.188950e-10 | 1.188950e-10 | 0.000239 | 0.000239 | 3.685744e-09 | 3.685744e-09 | 0.0040247 | 0.0040247 | 6.206317e-08 | 6.206317e-08 | 0.0001157 | 0.0001157 | 1.783424e-09 | 1.783424e-09 | 2015-09-26 | 2015 | 9 | 26 | 39 | 10 | JamesYourKing | James | Is that a British Army Browning L9A1 in your pocket, or are you just pleased to see me~? #RP #MORIARLIE 15/3/15 20/9/15 | 2012-12-26 20:03:04 | 0 | 0 | NA | Dublin, Ireland | 1061 | 220 | 173564 | 5 | NA | NA | |||
| 3043468000 | 2015-09-26 10:46:02 | 0 | 1 | 0 | 0 | en | @JamesYourKing Her lips curl up into a smile as she nods excitedly. "Yeah...that sounds perfect, baby...thank you so much..That's exactly - | 647723463545896960 | 1037950304 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 129696 | 129696 | 2949 | 2949 | 54800 | 54800 | 10 | 10 | 129696 | 129696 | 31 | 31 | 522 | 522 | 15 | 15 | 1.023259 | 1.023259 | 17331.93 | 17331.93 | 37467.07 | 37467.07 | 0.9999923 | 0.9999923 | 1.188968e-10 | 1.188968e-10 | 0.000239 | 0.000239 | 3.685801e-09 | 3.685801e-09 | 0.0040248 | 0.0040248 | 6.206412e-08 | 6.206412e-08 | 0.0001157 | 0.0001157 | 1.783452e-09 | 1.783452e-09 | 2015-09-26 | 2015 | 9 | 26 | 39 | 10 | HisProtegee | Natalie Wiggins. | I'm Natalie. I work for that detective with the funny hat. |#RP , BBC Sherlock, Descriptive, MV, #Moriarlie , 18+| 15/3/15, 20/9/15 | 2015-02-17 19:27:01 | 0 | 0 | https://twitter.com/HisProtegee/status/568176799206797312 | 221C Baker Street | 583 | 490 | 201648 | 8 | NA | NA | |||
| 3043468000 | 2015-09-26 10:46:04 | 0 | 1 | 0 | 0 | en | @JamesYourKing -what I need right now." | 647723903566127104 | 3043468000 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 129695 | 129695 | 2949 | 2949 | 54799 | 54799 | 10 | 10 | 129695 | 129695 | 31 | 31 | 522 | 522 | 15 | 15 | 1.023259 | 1.023259 | 17330.93 | 17330.93 | 37467.07 | 37467.07 | 0.9999923 | 0.9999923 | 1.188986e-10 | 1.188986e-10 | 0.000239 | 0.000239 | 3.685857e-09 | 3.685857e-09 | 0.0040248 | 0.0040248 | 6.206508e-08 | 6.206508e-08 | 0.0001157 | 0.0001157 | 1.783479e-09 | 1.783479e-09 | 2015-09-26 | 2015 | 9 | 26 | 39 | 10 | HisProtegee | Natalie Wiggins. | I'm Natalie. I work for that detective with the funny hat. |#RP , BBC Sherlock, Descriptive, MV, #Moriarlie , 18+| 15/3/15, 20/9/15 | 2015-02-17 19:27:01 | 0 | 0 | https://twitter.com/HisProtegee/status/568176799206797312 | 221C Baker Street | 583 | 490 | 201648 | 8 | NA | NA |
Random 20 tweets
tweets_c_i %>%
filter(ur_conversation_id==sql("647567168167636992")) %>%
arrange(sql("RAND()")) %>%
head(20) %>%
arrange(created_at) %>%
left_join(users_c_i,by=c("author_id"="user_id")) %>%
mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
gt() %>%
fmt_markdown(tweet_id|conversation_id|ur_conversation_id)| tweet_id | ur_conversation_id | conversation_id | author_id | created_at.x | retweet_count | reply_count | like_count | quote_count | lang | text | in_reply_to | in_reply_to_user_id | quotes | retweet_of | error.x | error_detail.x | original | hashtags | urls | mentions | children | ur_children | descendants | ur_descendants | leaf_descendants | ur_leaf_descendants | max_depth | ur_max_depth | t_authors | ur_t_authors | t_reply_count | ur_t_reply_count | t_quote_count | ur_t_quote_count | t_like_count | ur_t_like_count | t_retweet_count | ur_t_retweet_count | branching_factor | ur_branching_factor | mean_depth | ur_mean_depth | depth_mad | ur_depth_mad | mean_reply_count | ur_mean_reply_count | reply_count_mad | ur_reply_count_mad | mean_quote_count | ur_mean_quote_count | quote_count_mad | ur_quote_count_mad | mean_like_count | ur_mean_like_count | like_count_mad | ur_like_count_mad | mean_retweet_count | ur_mean_retweet_count | retweet_count_mad | ur_retweet_count_mad | date_created_at | year_created_at | month_created_at | day_created_at | week_created_at | hour_created_at | username | name | description | created_at.y | verified | protected | url | location | followers_count | following_count | tweet_count | listed_count | error.y | error_detail.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1037950304 | 2022-05-01 20:51:03 | 0 | 0 | 0 | 0 | en | @HisProtegee -Taking a minute step forward, he presses his clothed length against her folds and catches her lips in another hard kiss, sucking her lip between his teeth to bite her there. "Jesus.. I can already feel how wet you are.." He whispers there. | 1520868258089521155 | 1037950304 | NA | NA | NA | NA | 0 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | 0 | 0 | 2022-05-01 | 2022 | 5 | 1 | 17 | 20 | JamesYourKing | James | Is that a British Army Browning L9A1 in your pocket, or are you just pleased to see me~? #RP #MORIARLIE 15/3/15 20/9/15 | 2012-12-26 20:03:04 | 0 | 0 | NA | Dublin, Ireland | 1061 | 220 | 173564 | 5 | NA | NA | |||
| 1037950304 | 2022-04-26 22:04:01 | 0 | 1 | 0 | 0 | en | @HisProtegee "See you soon, babies.." He nods, coming over to kiss Natalie's lips slowly and gently, cupping her cheek before stepping back. "Okay, see you later sweetheart.." Giving her a wink, he goes to get his car keys before giving them a wave goodbye. | 1518574185756471300 | 3043468000 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 6 | 6 | 1 | 1 | 6 | 6 | 2 | 2 | 6 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 1.000000 | 1.000000 | 5 | 5 | 0 | 0 | 0.8571429 | 0.8571429 | 4.081630e-02 | 4.081630e-02 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | 0 | 0 | 2022-04-26 | 2022 | 4 | 26 | 17 | 22 | JamesYourKing | James | Is that a British Army Browning L9A1 in your pocket, or are you just pleased to see me~? #RP #MORIARLIE 15/3/15 20/9/15 | 2012-12-26 20:03:04 | 0 | 0 | NA | Dublin, Ireland | 1061 | 220 | 173564 | 5 | NA | NA | |||
| 1037950304 | 2022-05-01 20:50:02 | 0 | 1 | 0 | 0 | en | @HisProtegee Breathing hard and fast against her lips in anticipation, he lingers on her lips with his eyes taking in every detail of her features and her darkened eyes. His lips curl up to reveal a toothy grin, shaking his head in mock disbelief. "Do I really need to tell you that?.." - | 1520371443699265537 | 3043468000 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1.000000 | 1.000000 | 0 | 0 | 0 | 0 | 0.5000000 | 0.5000000 | 5.000000e-01 | 5.000000e-01 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | 0 | 0 | 2022-05-01 | 2022 | 5 | 1 | 17 | 20 | JamesYourKing | James | Is that a British Army Browning L9A1 in your pocket, or are you just pleased to see me~? #RP #MORIARLIE 15/3/15 20/9/15 | 2012-12-26 20:03:04 | 0 | 0 | NA | Dublin, Ireland | 1061 | 220 | 173564 | 5 | NA | NA | |||
| 1037950304 | 2022-05-01 20:48:02 | 0 | 0 | 0 | 0 | en | @HisProtegee -to perch beside her by the doorway, obviously tired from the kids already. | 1520867669540585473 | 1037950304 | NA | NA | NA | NA | 0 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | 0 | 0 | 2022-05-01 | 2022 | 5 | 1 | 17 | 20 | JamesYourKing | James | Is that a British Army Browning L9A1 in your pocket, or are you just pleased to see me~? #RP #MORIARLIE 15/3/15 20/9/15 | 2012-12-26 20:03:04 | 0 | 0 | NA | Dublin, Ireland | 1061 | 220 | 173564 | 5 | NA | NA | |||
| 1037950304 | 2022-05-01 20:48:00 | 0 | 1 | 0 | 0 | en | @HisProtegee The kids follow Leo with beaming laughs, fussing him and picking up their favourite toys to run around the garden and play. It was turning out to be quite a nice morning with the sun peeking through bitty clouds and filling their garden. Leo eventually comes over to Natalie- | 1520374809967931392 | 3043468000 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1.000000 | 1.000000 | 0 | 0 | 0 | 0 | 0.5000000 | 0.5000000 | 5.000000e-01 | 5.000000e-01 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | 0 | 0 | 2022-05-01 | 2022 | 5 | 1 | 17 | 20 | JamesYourKing | James | Is that a British Army Browning L9A1 in your pocket, or are you just pleased to see me~? #RP #MORIARLIE 15/3/15 20/9/15 | 2012-12-26 20:03:04 | 0 | 0 | NA | Dublin, Ireland | 1061 | 220 | 173564 | 5 | NA | NA | |||
| 1037950304 | 2022-05-01 20:46:02 | 0 | 0 | 0 | 0 | en | @HisProtegee -only to tease her for now, using his free hand to spread her legs as his length presses to her heat. "Jesus.." | 1520867142992039936 | 1037950304 | NA | NA | NA | NA | 0 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | 0 | 0 | 2022-05-01 | 2022 | 5 | 1 | 17 | 20 | JamesYourKing | James | Is that a British Army Browning L9A1 in your pocket, or are you just pleased to see me~? #RP #MORIARLIE 15/3/15 20/9/15 | 2012-12-26 20:03:04 | 0 | 0 | NA | Dublin, Ireland | 1061 | 220 | 173564 | 5 | NA | NA | |||
| 1037950304 | 2022-05-01 20:45:05 | 0 | 1 | 0 | 0 | en | @HisProtegee Feeling his trousers tighter at that, he reaches forward with a clenched jaw to grip her hair in a makeshift ponytail to bring her head up and back towards him. "Fuck.." He whispers out, looking between them them to push his joggers down, being able to line up with her- | 1520533180226359302 | 3043468000 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1.000000 | 1.000000 | 0 | 0 | 0 | 0 | 0.5000000 | 0.5000000 | 5.000000e-01 | 5.000000e-01 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | 0 | 0 | 2022-05-01 | 2022 | 5 | 1 | 17 | 20 | JamesYourKing | James | Is that a British Army Browning L9A1 in your pocket, or are you just pleased to see me~? #RP #MORIARLIE 15/3/15 20/9/15 | 2012-12-26 20:03:04 | 0 | 0 | NA | Dublin, Ireland | 1061 | 220 | 173564 | 5 | NA | NA | |||
| 1037950304 | 2022-04-29 22:41:03 | 0 | 1 | 0 | 0 | en | @HisProtegee -to push her down onto the hard surface on her chest. "Fuck.. You're so hot.." He whispers out, looking into her eyes through the tall mirror in front of them, pulling down her trousers and her underwear in one swift movement. "You want my big cock?.. Say it.." | 1520171059324108801 | 1037950304 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 4 | 4 | 1 | 1 | 4 | 4 | 2 | 2 | 4 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 1.000000 | 1.000000 | 3 | 3 | 0 | 0 | 0.8000000 | 0.8000000 | 8.000000e-02 | 8.000000e-02 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | 0 | 0 | 2022-04-29 | 2022 | 4 | 29 | 17 | 22 | JamesYourKing | James | Is that a British Army Browning L9A1 in your pocket, or are you just pleased to see me~? #RP #MORIARLIE 15/3/15 20/9/15 | 2012-12-26 20:03:04 | 0 | 0 | NA | Dublin, Ireland | 1061 | 220 | 173564 | 5 | NA | NA | |||
| 1037950304 | 2022-04-29 22:39:05 | 0 | 1 | 0 | 0 | en | @HisProtegee "Yeah?.." He moans out, looking back and down at the door before shoving his work bag against it to act as a barricade. Letting out a breathy whimper at her touch on him, he moves both hands to her hips to guide her over to the dresser, shoving a few bottles out of the way- | 1518338518996631555 | 3043468000 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 5 | 5 | 1 | 1 | 5 | 5 | 2 | 2 | 5 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 1.000000 | 1.000000 | 4 | 4 | 0 | 0 | 0.8333333 | 0.8333333 | 5.555560e-02 | 5.555560e-02 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | 0 | 0 | 2022-04-29 | 2022 | 4 | 29 | 17 | 22 | JamesYourKing | James | Is that a British Army Browning L9A1 in your pocket, or are you just pleased to see me~? #RP #MORIARLIE 15/3/15 20/9/15 | 2012-12-26 20:03:04 | 0 | 0 | NA | Dublin, Ireland | 1061 | 220 | 173564 | 5 | NA | NA | |||
| 1037950304 | 2022-04-29 22:37:02 | 0 | 1 | 0 | 0 | en | @HisProtegee The kids both turn their attention to Natalie and cheer, slipping down from their chairs to run over to the french doors. Leo, woken by the noise, excitedly runs to the doors with the kids who immediately fuss him. A:"Come on Mummy! Hurry! Leo wants to go too!" C:"Yeah, Mummy!" | 1520160287738970112 | 3043468000 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 3 | 3 | 1 | 1 | 3 | 3 | 2 | 2 | 3 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 1.000000 | 1.000000 | 2 | 2 | 0 | 0 | 0.7500000 | 0.7500000 | 1.250000e-01 | 1.250000e-01 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | 0 | 0 | 2022-04-29 | 2022 | 4 | 29 | 17 | 22 | JamesYourKing | James | Is that a British Army Browning L9A1 in your pocket, or are you just pleased to see me~? #RP #MORIARLIE 15/3/15 20/9/15 | 2012-12-26 20:03:04 | 0 | 0 | NA | Dublin, Ireland | 1061 | 220 | 173564 | 5 | NA | NA | |||
| 1037950304 | 2022-04-26 22:09:01 | 0 | 1 | 0 | 0 | en | @HisProtegee "Fuck.. that makes it even hotter." He snorts, leaning in to kiss her hard as she begins to unbuckle his belt. Looking between them with a breathy moan, he helps her push down his trousers to his ankles. Lifting her thighs with a huff, he pulls her dress up to her thighs. | 1518353213229092864 | 3043468000 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 3 | 3 | 1 | 1 | 3 | 3 | 2 | 2 | 3 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 1.000000 | 1.000000 | 2 | 2 | 0 | 0 | 0.7500000 | 0.7500000 | 1.250000e-01 | 1.250000e-01 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | 0 | 0 | 2022-04-26 | 2022 | 4 | 26 | 17 | 22 | JamesYourKing | James | Is that a British Army Browning L9A1 in your pocket, or are you just pleased to see me~? #RP #MORIARLIE 15/3/15 20/9/15 | 2012-12-26 20:03:04 | 0 | 0 | NA | Dublin, Ireland | 1061 | 220 | 173564 | 5 | NA | NA | |||
| 1037950304 | 2022-01-30 23:33:01 | 0 | 1 | 0 | 0 | en | @HisProtegee "Yeah.. True." He didn't want to explain how advanced Amelia was just in case Justin took offence to that comparison to their kids' intelligence. He finishes off the last of his whisky before sitting back in his booth now. "Well then.. Looks like it's time to go home, mate.- | 1487931115570671616 | 3043468000 | NA | NA | NA | NA | 1 | NA | NA | 1 | 1 | 1 | 342 | 342 | 2 | 2 | 341 | 341 | 2 | 2 | 342 | 342 | 0 | 0 | 2 | 2 | 0 | 0 | 1.002933 | 1.002933 | 335 | 335 | 5 | 5 | 0.9970846 | 0.9970846 | 1.699972e-05 | 1.699972e-05 | 0 | 0 | 0 | 0 | 0.0058309 | 0.0058309 | 3.399944e-05 | 3.399944e-05 | 0 | 0 | 0 | 0 | 2022-01-30 | 2022 | 1 | 30 | 4 | 23 | JamesYourKing | James | Is that a British Army Browning L9A1 in your pocket, or are you just pleased to see me~? #RP #MORIARLIE 15/3/15 20/9/15 | 2012-12-26 20:03:04 | 0 | 0 | NA | Dublin, Ireland | 1061 | 220 | 173564 | 5 | NA | NA | |||
| 3043468000 | 2022-01-30 23:29:05 | 0 | 1 | 0 | 0 | en | @JamesYourKing J:”It’s all good, really… I know how fathers are with their daughters.” He says with a chuckle. J:”They’re still kids, anyway. I doubt they’ll know what heartache is before they’re teenagers.” He says with a shrug of his shoulders. | 1487925903791468553 | 1037950304 | NA | NA | NA | NA | 1 | NA | NA | 1 | 1 | 1 | 343 | 343 | 2 | 2 | 342 | 342 | 2 | 2 | 343 | 343 | 0 | 0 | 2 | 2 | 0 | 0 | 1.002924 | 1.002924 | 336 | 336 | 5 | 5 | 0.9970930 | 0.9970930 | 1.690103e-05 | 1.690103e-05 | 0 | 0 | 0 | 0 | 0.0058140 | 0.0058140 | 3.380205e-05 | 3.380205e-05 | 0 | 0 | 0 | 0 | 2022-01-30 | 2022 | 1 | 30 | 4 | 23 | HisProtegee | Natalie Wiggins. | I'm Natalie. I work for that detective with the funny hat. |#RP , BBC Sherlock, Descriptive, MV, #Moriarlie , 18+| 15/3/15, 20/9/15 | 2015-02-17 19:27:01 | 0 | 0 | https://twitter.com/HisProtegee/status/568176799206797312 | 221C Baker Street | 583 | 490 | 201648 | 8 | NA | NA | |||
| 3043468000 | 2022-04-25 12:54:03 | 0 | 1 | 0 | 0 | en | @JamesYourKing Amelia smiles up at him, nodding as she hops off her chair then. A:”Okay… Bye, Daddy.” She says softly, Natalie stroking over her daughter’s hair as she comes over to stand next to her. “See you soon then, baby. Have a good day.” She nods. C:”Bye, Daddy…” | 1518517231788904448 | 1037950304 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 7 | 7 | 1 | 1 | 7 | 7 | 2 | 2 | 7 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 1.000000 | 1.000000 | 6 | 6 | 0 | 0 | 0.8750000 | 0.8750000 | 3.125000e-02 | 3.125000e-02 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | 0 | 0 | 2022-04-25 | 2022 | 4 | 25 | 17 | 12 | HisProtegee | Natalie Wiggins. | I'm Natalie. I work for that detective with the funny hat. |#RP , BBC Sherlock, Descriptive, MV, #Moriarlie , 18+| 15/3/15, 20/9/15 | 2015-02-17 19:27:01 | 0 | 0 | https://twitter.com/HisProtegee/status/568176799206797312 | 221C Baker Street | 583 | 490 | 201648 | 8 | NA | NA | |||
| 3043468000 | 2022-04-29 21:56:04 | 0 | 1 | 0 | 0 | en | @JamesYourKing She lingers on his lips for a few seconds, reluctantly letting him go but still putting on a smile to make it easier for him. “See you later, love…” she says, sighing softly when he closes the door behind him. “So… who wants to play in the garden?!” She asks without - | 1519074913331687428 | 1037950304 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 5 | 5 | 1 | 1 | 5 | 5 | 2 | 2 | 5 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 1.000000 | 1.000000 | 4 | 4 | 0 | 0 | 0.8333333 | 0.8333333 | 5.555560e-02 | 5.555560e-02 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | 0 | 0 | 2022-04-29 | 2022 | 4 | 29 | 17 | 21 | HisProtegee | Natalie Wiggins. | I'm Natalie. I work for that detective with the funny hat. |#RP , BBC Sherlock, Descriptive, MV, #Moriarlie , 18+| 15/3/15, 20/9/15 | 2015-02-17 19:27:01 | 0 | 0 | https://twitter.com/HisProtegee/status/568176799206797312 | 221C Baker Street | 583 | 490 | 201648 | 8 | NA | NA | |||
| 3043468000 | 2022-04-29 21:57:01 | 0 | 1 | 0 | 0 | en | @JamesYourKing - missing a beat, determined to keep the kids entertained while he’d be away. | 1520160176057331715 | 3043468000 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 4 | 4 | 1 | 1 | 4 | 4 | 2 | 2 | 4 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 1.000000 | 1.000000 | 3 | 3 | 0 | 0 | 0.8000000 | 0.8000000 | 8.000000e-02 | 8.000000e-02 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | 0 | 0 | 2022-04-29 | 2022 | 4 | 29 | 17 | 21 | HisProtegee | Natalie Wiggins. | I'm Natalie. I work for that detective with the funny hat. |#RP , BBC Sherlock, Descriptive, MV, #Moriarlie , 18+| 15/3/15, 20/9/15 | 2015-02-17 19:27:01 | 0 | 0 | https://twitter.com/HisProtegee/status/568176799206797312 | 221C Baker Street | 583 | 490 | 201648 | 8 | NA | NA | |||
| 3043468000 | 2022-04-30 11:56:01 | 0 | 1 | 0 | 0 | en | @JamesYourKing She helps him pull her dress up, her womanhood being exposed to him quite easily as she spreads her legs for him with a knowing smirk. “Yeah?… How badly do you want me, baby?” She asks after breaking the kiss, her hand moving to his covered length, squeezing it over his boxers. | 1519076148096995329 | 1037950304 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1.000000 | 1.000000 | 1 | 1 | 0 | 0 | 0.6666667 | 0.6666667 | 2.222222e-01 | 2.222222e-01 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | 0 | 0 | 2022-04-30 | 2022 | 4 | 30 | 17 | 11 | HisProtegee | Natalie Wiggins. | I'm Natalie. I work for that detective with the funny hat. |#RP , BBC Sherlock, Descriptive, MV, #Moriarlie , 18+| 15/3/15, 20/9/15 | 2015-02-17 19:27:01 | 0 | 0 | https://twitter.com/HisProtegee/status/568176799206797312 | 221C Baker Street | 583 | 490 | 201648 | 8 | NA | NA | |||
| 3043468000 | 2022-04-30 12:09:03 | 0 | 1 | 0 | 0 | en | @JamesYourKing “Okay, okay! I’m coming!” She laughs, shaking her head as she rushes over to open the doors and let them all out into the garden. Sighing softly, she runs her fingers through her hair as she leans against the doorframe, watching him rush over to their toys. | 1520170415712309256 | 1037950304 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1.000000 | 1.000000 | 1 | 1 | 0 | 0 | 0.6666667 | 0.6666667 | 2.222222e-01 | 2.222222e-01 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | 0 | 0 | 2022-04-30 | 2022 | 4 | 30 | 17 | 12 | HisProtegee | Natalie Wiggins. | I'm Natalie. I work for that detective with the funny hat. |#RP , BBC Sherlock, Descriptive, MV, #Moriarlie , 18+| 15/3/15, 20/9/15 | 2015-02-17 19:27:01 | 0 | 0 | https://twitter.com/HisProtegee/status/568176799206797312 | 221C Baker Street | 583 | 490 | 201648 | 8 | NA | NA | |||
| 3043468000 | 2022-04-30 22:37:04 | 0 | 1 | 0 | 0 | en | @JamesYourKing Natalie lets him walk her over to the dresser, pleasantly surprised at his swift moves as he pushes her down against the furniture. Her gaze is locked on his own through the mirror, her cheeks having turned quite red at their little exchange. “Yes… Yeah, baby. I want your - | 1520171447964123136 | 1037950304 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 3 | 3 | 1 | 1 | 3 | 3 | 2 | 2 | 3 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 1.000000 | 1.000000 | 2 | 2 | 0 | 0 | 0.7500000 | 0.7500000 | 1.250000e-01 | 1.250000e-01 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | 0 | 0 | 2022-04-30 | 2022 | 4 | 30 | 17 | 22 | HisProtegee | Natalie Wiggins. | I'm Natalie. I work for that detective with the funny hat. |#RP , BBC Sherlock, Descriptive, MV, #Moriarlie , 18+| 15/3/15, 20/9/15 | 2015-02-17 19:27:01 | 0 | 0 | https://twitter.com/HisProtegee/status/568176799206797312 | 221C Baker Street | 583 | 490 | 201648 | 8 | NA | NA | |||
| 3043468000 | 2022-04-30 22:38:05 | 0 | 1 | 0 | 0 | en | @JamesYourKing - big cock inside me…” she says in a small whine, arching her back as she gets settled in front of him. | 1520532887505981441 | 3043468000 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1.000000 | 1.000000 | 1 | 1 | 0 | 0 | 0.6666667 | 0.6666667 | 2.222222e-01 | 2.222222e-01 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | 0 | 0 | 2022-04-30 | 2022 | 4 | 30 | 17 | 22 | HisProtegee | Natalie Wiggins. | I'm Natalie. I work for that detective with the funny hat. |#RP , BBC Sherlock, Descriptive, MV, #Moriarlie , 18+| 15/3/15, 20/9/15 | 2015-02-17 19:27:01 | 0 | 0 | https://twitter.com/HisProtegee/status/568176799206797312 | 221C Baker Street | 583 | 490 | 201648 | 8 | NA | NA |
Temporal extent
tweets_c %>%
filter(ur_conversation_id==sql("647567168167636992")) %>%
count(original,date_created_at) %>%
collect() %>%
mutate(original=if_else(original==1,"contains keywords","expanded conversation")) %>%
ggplot(aes(x=date_created_at,y=n,fill=original)) +
geom_col(width=1,position = 'stack') +
theme_hsci_discrete()
Conversation 1488162322187182085: Trudeau tests positive for COVID-19
tweets_c_i %>%
filter(ur_conversation_id==sql("1488162322187182085")) %>%
summarize(
tweets=n(),
tweets_with_keywords=sum(original),
authors=n_distinct(author_id),
min_date=min(created_at),
max_date=max(created_at)
) %>% collect() %>%
bind_cols(
tweets_c_i %>%
filter(ur_conversation_id==sql("1488162322187182085")) %>%
count(author_id,name="tweets_per_author") %>%
mutate(m_t_p_a=mean(tweets_per_author)) %>%
summarize(mean_tweets_per_author=mean(tweets_per_author),tweets_per_author_mean_absolute_deviation=mean(abs(m_t_p_a-tweets_per_author))) %>% collect()
) %>%
gt()| tweets | tweets_with_keywords | authors | min_date | max_date | mean_tweets_per_author | tweets_per_author_mean_absolute_deviation |
|---|---|---|---|---|---|---|
| 67226 | 3489 | 42641 | 2022-01-31 14:48:04 | 2022-04-28 13:47:02 | 1.5766 | 0.8766309 |
First 20 tweets
tweets_c_i %>%
filter(ur_conversation_id==sql("1488162322187182085")) %>%
left_join(users_c_i,by=c("author_id"="user_id")) %>%
arrange(created_at.x) %>%
head(20) %>%
mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
gt() %>%
fmt_markdown(tweet_id|conversation_id|ur_conversation_id)| tweet_id | ur_conversation_id | conversation_id | author_id | created_at.x | retweet_count | reply_count | like_count | quote_count | lang | text | in_reply_to | in_reply_to_user_id | quotes | retweet_of | error.x | error_detail.x | original | hashtags | urls | mentions | children | ur_children | descendants | ur_descendants | leaf_descendants | ur_leaf_descendants | max_depth | ur_max_depth | t_authors | ur_t_authors | t_reply_count | ur_t_reply_count | t_quote_count | ur_t_quote_count | t_like_count | ur_t_like_count | t_retweet_count | ur_t_retweet_count | branching_factor | ur_branching_factor | mean_depth | ur_mean_depth | depth_mad | ur_depth_mad | mean_reply_count | ur_mean_reply_count | reply_count_mad | ur_reply_count_mad | mean_quote_count | ur_mean_quote_count | quote_count_mad | ur_quote_count_mad | mean_like_count | ur_mean_like_count | like_count_mad | ur_like_count_mad | mean_retweet_count | ur_mean_retweet_count | retweet_count_mad | ur_retweet_count_mad | date_created_at | year_created_at | month_created_at | day_created_at | week_created_at | hour_created_at | username | name | description | created_at.y | verified | protected | url | location | followers_count | following_count | tweet_count | listed_count | error.y | error_detail.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14260960 | 2022-01-31 14:48:04 | 4671 | 39013 | 35731 | 8296 | en | This morning, I tested positive for COVID-19. I’m feeling fine – and I’ll continue to work remotely this week while following public health guidelines. Everyone, please get vaccinated and get boosted. | NA | NA | NA | NA | NA | NA | 1 | NA | NA | NA | 34891 | 35423 | 58033 | 62325 | 53241 | 56789 | 37 | 37 | 39405 | 41760 | 64646 | 69236 | 11005 | 11591 | 442732 | 493509 | 37227 | 101540 | 12.107865 | 11.256095 | 0.7485772 | 0.7803976 | 0.7641482 | 0.7967314 | 1.1139332 | 1.1108687 | 1.4957578 | 1.4555787 | 0.1896302 | 0.1859737 | 0.2958409 | 0.2833905 | 7.628838 | 7.918188 | 10.653045 | 10.832941 | 0.6414688 | 1.6291757 | 0.9532764 | 1.5628686 | 2022-01-31 | 2022 | 1 | 31 | 5 | 14 | JustinTrudeau | Justin Trudeau | Father, husband, @liberal_party Leader, 23rd Prime Minister of Canada. | Papa, mari, chef du @parti_liberal, 23e premier ministre du Canada. | 2008-03-30 21:04:01 | 1 | 0 | http://liberal.ca | Papineau | 6083941 | 940 | 39708 | 15158 | NA | NA | |||
| 1467526165657264135 | 2022-01-31 14:48:05 | 0 | 0 | 0 | 0 | und | @JustinTrudeau Eat 💩💩💩💩💩 | 1488162322187182085 | 14260960 | NA | NA | NA | NA | 0 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-31 | 2022 | 1 | 31 | 5 | 14 | Strong123K | KStrong123 | NA | 2021-12-05 16:09:01 | 0 | 0 | NA | NA | 136 | 100 | 29547 | 0 | NA | NA | |||
| 1484254352567160842 | 2022-01-31 14:48:05 | 0 | 0 | 0 | 0 | en | @JustinTrudeau Pussy | 1488162322187182085 | 14260960 | NA | NA | NA | NA | 0 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-31 | 2022 | 1 | 31 | 5 | 14 | HodlAlabama | 🌽🪨🤝 | Toxico ⚡ Maximo ⚡ LFGo -- Eatzebugs -- Class of 12.5 -- GFY 🤝 | 2022-01-20 20:00:02 | 0 | 0 | NA | Alabama | 1638 | 5006 | 6173 | 18 | NA | NA | |||
| 29086857 | 2022-01-31 14:49:00 | 7 | 4 | 460 | 0 | en | @JustinTrudeau Thank God your triple vaxxed can we get on with our lives please? | 1488162322187182085 | 14260960 | NA | NA | NA | NA | 0 | NA | NA | 1 | 3 | 3 | 14 | 14 | 7 | 7 | 7 | 7 | 10 | 10 | 15 | 15 | 0 | 0 | 743 | 743 | 12 | 12 | 1.750000 | 1.750000 | 1.5714285 | 1.5714285 | 2.5238094 | 2.5238094 | 1.0000000 | 1.0000000 | 0.6000000 | 0.6000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 49.533333 | 49.533333 | 48.799999 | 48.799999 | 0.8000000 | 0.8000000 | 0.7333333 | 0.7333333 | 2022-01-31 | 2022 | 1 | 31 | 5 | 14 | bruceskelhorne | x- bruce s | hello world | 2009-04-05 22:53:03 | 0 | 0 | NA | NA | 136 | 313 | 5859 | 2 | NA | NA | |||
| 1485333562199101446 | 2022-01-31 14:49:00 | 0 | 1 | 10 | 0 | en | @JustinTrudeau Who you calling racist? https://twitter.com/pipelinebandit/status/1488162436930752514/photo/1 | 1488162322187182085 | 14260960 | NA | NA | NA | NA | 0 | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 0 | 0 | 10 | 10 | 0 | 0 | 1.000000 | 1.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 5.000000 | 5.000000 | 5.000000 | 5.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-31 | 2022 | 1 | 31 | 5 | 14 | pipelinebandit | Western Bandit | CB RADIO LADD 1 @westernbandit | 2022-01-23 19:28:02 | 0 | 0 | NA | Saskatchewan, Canada | 70 | 191 | 492 | 1 | NA | NA | |||
| 1478777799540297730 | 2022-01-31 14:49:00 | 0 | 0 | 0 | 0 | en | @JustinTrudeau Did you also test positive for being a bitch? | 1488162322187182085 | 14260960 | NA | NA | NA | NA | 0 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-31 | 2022 | 1 | 31 | 5 | 14 | COVID____1984 | 🎶📣🚛🇨🇦 DO NOT COMPLY 🚫💉🚫😷 | Fear is the virus... @CBC is the catalyst... @justintrudeau is patient zero… Pronounce::: honk/HONK | 2022-01-05 17:18:05 | 0 | 0 | NA | Truckistanada | 560 | 1756 | 10231 | 6 | NA | NA | |||
| 119911112 | 2022-01-31 14:49:01 | 0 | 32 | 23 | 1 | en | @JustinTrudeau Wishing you a swift recovery. | 1488162322187182085 | 14260960 | NA | NA | NA | NA | 0 | NA | NA | 1 | 28 | 28 | 29 | 29 | 28 | 28 | 2 | 2 | 29 | 29 | 33 | 33 | 2 | 2 | 90 | 90 | 0 | 0 | 14.500000 | 14.500000 | 0.0357143 | 0.0357143 | 0.0688775 | 0.0688775 | 1.1000000 | 1.1000000 | 2.0233333 | 2.0233333 | 0.0666667 | 0.0666667 | 0.0933333 | 0.0933333 | 3.000000 | 3.000000 | 4.500000 | 4.500000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-31 | 2022 | 1 | 31 | 5 | 14 | james_ogrady | James O'Grady | President, Unpublished Media Inc. | 2010-03-04 22:52:02 | 0 | 0 | http://www.Unpublished.Media | Nepean, Ontario, Canada | 1489 | 3873 | 15618 | 47 | NA | NA | |||
| 1166799437730963456 | 2022-01-31 14:49:01 | 2 | 2 | 204 | 0 | und | @JustinTrudeau https://twitter.com/jackravager/status/1488162460636880900/photo/1 | 1488162322187182085 | 14260960 | NA | NA | NA | NA | 0 | NA | 1 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 1 | 2 | 2 | 2 | 2 | 0 | 0 | 204 | 204 | 2 | 2 | 2.000000 | 2.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.6666667 | 0.6666667 | 0.8888889 | 0.8888889 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 68.000000 | 68.000000 | 90.666664 | 90.666664 | 0.6666667 | 0.6666667 | 0.8888889 | 0.8888889 | 2022-01-31 | 2022 | 1 | 31 | 5 | 14 | jackravager | Jack Ravager | I live my life one trading day at a time. | 2019-08-28 19:47:02 | 0 | 0 | NA | Edmonton, Alberta | 233 | 1060 | 6023 | 0 | NA | NA | |||
| 462566772 | 2022-01-31 14:49:01 | 25 | 43 | 837 | 2 | en | @JustinTrudeau Boosted and still testing positive 😂😂 | 1488162322187182085 | 14260960 | NA | NA | NA | NA | 0 | NA | NA | 1 | 42 | 42 | 181 | 181 | 121 | 121 | 15 | 15 | 118 | 118 | 188 | 188 | 4 | 4 | 1327 | 1327 | 34 | 34 | 2.967213 | 2.967213 | 1.8512397 | 1.8512397 | 2.1556473 | 2.1556473 | 1.0329671 | 1.0329671 | 0.7752083 | 0.7752083 | 0.0219780 | 0.0219780 | 0.0266876 | 0.0266876 | 7.291209 | 7.291209 | 7.417733 | 7.417733 | 0.1868132 | 0.1868132 | 0.2138027 | 0.2138027 | 2022-01-31 | 2022 | 1 | 31 | 5 | 14 | podcaster69 | kirk lazarus | love being woke. love spreading misinformation and conspiracy theories. pronouns: N/A. Lets Go Brandon! What is a woman? #HONKHONK | 2012-01-13 02:56:05 | 0 | 0 | NA | NA | 279 | 610 | 9644 | 8 | NA | NA | |||
| 1488086512801660932 | 2022-01-31 14:49:01 | 0 | 13 | 15 | 0 | en | @JustinTrudeau Get better soon! | 1488162322187182085 | 14260960 | NA | NA | NA | NA | 0 | NA | NA | 1 | 10 | 10 | 11 | 11 | 10 | 10 | 2 | 2 | 12 | 12 | 14 | 14 | 1 | 1 | 367 | 367 | 16 | 16 | 5.500000 | 5.500000 | 0.1000000 | 0.1000000 | 0.1800000 | 0.1800000 | 1.1666666 | 1.1666666 | 1.8750000 | 1.8750000 | 0.0833333 | 0.0833333 | 0.1458333 | 0.1458333 | 30.583334 | 30.583334 | 45.520832 | 45.520832 | 1.3333334 | 1.3333334 | 2.1666667 | 2.1666667 | 2022-01-31 | 2022 | 1 | 31 | 5 | 14 | JamieDesimone5 | Jamie Desimone | NA | 2022-01-31 09:47:04 | 0 | 0 | NA | NA | 27 | 105 | 123 | 0 | NA | NA | |||
| 2448438361 | 2022-01-31 14:49:01 | 4 | 2 | 38 | 0 | ht | @JustinTrudeau Stay safe PMJT. 🙏🙏 | 1488162322187182085 | 14260960 | NA | NA | NA | NA | 0 | NA | NA | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 1 | 3 | 3 | 2 | 2 | 0 | 0 | 40 | 40 | 4 | 4 | 2.000000 | 2.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.6666667 | 0.6666667 | 0.8888889 | 0.8888889 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 13.333333 | 13.333333 | 16.444445 | 16.444445 | 1.3333334 | 1.3333334 | 1.7777778 | 1.7777778 | 2022-01-31 | 2022 | 1 | 31 | 5 | 14 | kwcmoore | km00re | 🇨🇦Liberal🇨🇦. Retired. Opinions are my own #va💉💉💉ed #Politics #Tesla #Raptors #Leafs Candidate for Prime Minister of Canada | 2014-04-17 01:32:01 | 0 | 0 | NA | Ontario Canada | 1809 | 1822 | 35526 | 5 | NA | NA | |||
| 3103615656 | 2022-01-31 14:49:02 | 2 | 87 | 80 | 2 | en | @JustinTrudeau Take care of yourself PM. Hope it passes quickly. | 1488162322187182085 | 14260960 | NA | NA | NA | NA | 0 | NA | NA | 1 | 65 | 65 | 94 | 94 | 83 | 83 | 8 | 8 | 82 | 82 | 124 | 124 | 4 | 4 | 821 | 821 | 20 | 20 | 7.833333 | 7.833333 | 0.5060241 | 0.5060241 | 0.5981464 | 0.5981464 | 1.3052632 | 1.3052632 | 1.9044875 | 1.9044875 | 0.0421053 | 0.0421053 | 0.0695845 | 0.0695845 | 8.642105 | 8.642105 | 12.858171 | 12.858171 | 0.2105263 | 0.2105263 | 0.3479224 | 0.3479224 | 2022-01-31 | 2022 | 1 | 31 | 5 | 14 | fromahockeycard | itsali | Lawyer and hockey mom. Road runner and urban cyclist. Steeler Nation, Leafs Forever. #VoteFordOut2022. Stand with Ukraine. 🇨🇦🇺🇦 | 2015-03-22 19:29:01 | 0 | 0 | NA | Treaty 13 | 395 | 594 | 1591 | 0 | NA | NA | |||
| 2975434728 | 2022-01-31 14:49:02 | 0 | 0 | 3 | 0 | und | @JustinTrudeau @CameronAhmad #liar #CowardOfTheCottage | 1488162322187182085 | 14260960 | NA | NA | NA | NA | 0 | 2 | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 3 | 3 | 0 | 0 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 3.000000 | 3.000000 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-31 | 2022 | 1 | 31 | 5 | 14 | ExpatJake | Mr. Jake McBride | Calling out any government of any stripe is your right ! | 2015-01-11 23:42:02 | 0 | 0 | NA | Alberta Canada | 4675 | 4692 | 176609 | 85 | NA | NA | |||
| 1364235529466892290 | 2022-01-31 14:49:02 | 0 | 0 | 0 | 0 | und | @JustinTrudeau https://twitter.com/DontCareAboutAF/status/1488162510184271878/photo/1 | 1488162322187182085 | 14260960 | NA | NA | NA | NA | 0 | NA | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-31 | 2022 | 1 | 31 | 5 | 14 | hater_Iover | Hater&Lover | I'm a hater. I hate Authoritarianism, Totalitarianism, Corrupt Politicians, and Colluded Media. But I'm a lover as well... I love Individual Rights and Freedom. | 2021-02-23 15:28:01 | 0 | 0 | NA | Ciudad Habana/Montréal/Miami | 51 | 83 | 5264 | 0 | NA | NA | |||
| 804864943556333568 | 2022-01-31 14:49:02 | 0 | 2 | 0 | 0 | en | @JustinTrudeau Hopefully your not feeling so good that’s karma | 1488162322187182085 | 14260960 | NA | NA | NA | NA | 0 | NA | NA | 1 | 2 | 2 | 3 | 3 | 2 | 2 | 2 | 2 | 4 | 4 | 3 | 3 | 0 | 0 | 1 | 1 | 0 | 0 | 1.500000 | 1.500000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.7500000 | 0.7500000 | 0.5625000 | 0.5625000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.250000 | 0.250000 | 0.187500 | 0.187500 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-31 | 2022 | 1 | 31 | 5 | 14 | LeeWeinkauf | random guy lol | NA | 2016-12-03 01:48:05 | 0 | 0 | NA | Ottawa, Ontario | 13 | 109 | 109 | 0 | NA | NA | |||
| 997719382502584320 | 2022-01-31 14:49:02 | 0 | 1 | 1 | 0 | en | @JustinTrudeau It’s the clown man https://twitter.com/TheHoboBaptist/status/1488162499643985920/photo/1 | 1488162322187182085 | 14260960 | NA | NA | NA | NA | 0 | NA | 1 | 1 | 1 | 1 | 4 | 4 | 1 | 1 | 4 | 4 | 2 | 2 | 4 | 4 | 0 | 0 | 1 | 1 | 0 | 0 | 1.000000 | 1.000000 | 3.0000000 | 3.0000000 | 0.0000000 | 0.0000000 | 0.8000000 | 0.8000000 | 0.0800000 | 0.0800000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.200000 | 0.200000 | 0.200000 | 0.200000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-31 | 2022 | 1 | 31 | 5 | 14 | TheJohnHobo | John Hobo | Totally reliable and coherent source of information | I've watched every book, beaten every movie and read every game | I stream games and talk shit online | 2018-05-19 06:03:03 | 0 | 0 | https://wlo.link/@TheJohnHobo | The last place i looked | 149 | 1211 | 5830 | 1 | NA | NA | |||
| 1484254352567160842 | 2022-01-31 14:49:02 | 0 | 1 | 3 | 0 | und | @JustinTrudeau https://twitter.com/HodlAlabama/status/1488162508330479618/photo/1 | 1488162322187182085 | 14260960 | NA | NA | NA | NA | 0 | NA | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 0 | 0 | 4 | 4 | 0 | 0 | 1.000000 | 1.000000 | 1.0000000 | 1.0000000 | 0.0000000 | 0.0000000 | 0.6666667 | 0.6666667 | 0.2222222 | 0.2222222 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 1.333333 | 1.333333 | 1.000000 | 1.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-31 | 2022 | 1 | 31 | 5 | 14 | HodlAlabama | 🌽🪨🤝 | Toxico ⚡ Maximo ⚡ LFGo -- Eatzebugs -- Class of 12.5 -- GFY 🤝 | 2022-01-20 20:00:02 | 0 | 0 | NA | Alabama | 1638 | 5006 | 6173 | 18 | NA | NA | |||
| 731889073829208064 | 2022-01-31 14:49:02 | 0 | 0 | 0 | 0 | en | @JustinTrudeau Get well soon Prime Minister | 1488162322187182085 | 14260960 | NA | NA | NA | NA | 1 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-31 | 2022 | 1 | 31 | 5 | 14 | Rtaylor515 | Talique Taylor ✝️⛪️ 🏳️🌈🌹✊🏾 | Abolitionist, student liberation theologian, Anglo-Catholic Episcopalian, writer, lover of Christ/His Gospel, Christian Socialist, Black guy, Queer guy, he/him. | 2016-05-15 16:48:04 | 0 | 0 | NA | Upland, IN | 1547 | 4763 | 25686 | 7 | NA | NA | |||
| 1478777799540297730 | 2022-01-31 14:49:02 | 0 | 0 | 1 | 0 | en | @JustinTrudeau I’m good thanks No experimental gene therapy for me https://twitter.com/COVID____1984/status/1488162515355766785/photo/1 | 1488162322187182085 | 14260960 | NA | NA | NA | NA | 0 | NA | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-31 | 2022 | 1 | 31 | 5 | 14 | COVID____1984 | 🎶📣🚛🇨🇦 DO NOT COMPLY 🚫💉🚫😷 | Fear is the virus... @CBC is the catalyst... @justintrudeau is patient zero… Pronounce::: honk/HONK | 2022-01-05 17:18:05 | 0 | 0 | NA | Truckistanada | 560 | 1756 | 10231 | 6 | NA | NA | |||
| 204953155 | 2022-01-31 14:49:03 | 0 | 0 | 1 | 0 | en | @JustinTrudeau Get better soon! | 1488162322187182085 | 14260960 | NA | NA | NA | NA | 0 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-31 | 2022 | 1 | 31 | 5 | 14 | trafikist | E.Tolga Akmazoglu | Miyv | 2010-10-19 20:55:05 | 0 | 0 | NA | NA | 63 | 111 | 2800 | 1 | NA | NA |
Random 20 tweets
tweets_c_i %>%
filter(ur_conversation_id==sql("1488162322187182085")) %>%
arrange(sql("RAND()")) %>%
head(20) %>%
arrange(created_at) %>%
left_join(users_c_i,by=c("author_id"="user_id")) %>%
mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
gt() %>%
fmt_markdown(tweet_id|conversation_id|ur_conversation_id)| tweet_id | ur_conversation_id | conversation_id | author_id | created_at.x | retweet_count | reply_count | like_count | quote_count | lang | text | in_reply_to | in_reply_to_user_id | quotes | retweet_of | error.x | error_detail.x | original | hashtags | urls | mentions | children | ur_children | descendants | ur_descendants | leaf_descendants | ur_leaf_descendants | max_depth | ur_max_depth | t_authors | ur_t_authors | t_reply_count | ur_t_reply_count | t_quote_count | ur_t_quote_count | t_like_count | ur_t_like_count | t_retweet_count | ur_t_retweet_count | branching_factor | ur_branching_factor | mean_depth | ur_mean_depth | depth_mad | ur_depth_mad | mean_reply_count | ur_mean_reply_count | reply_count_mad | ur_reply_count_mad | mean_quote_count | ur_mean_quote_count | quote_count_mad | ur_quote_count_mad | mean_like_count | ur_mean_like_count | like_count_mad | ur_like_count_mad | mean_retweet_count | ur_mean_retweet_count | retweet_count_mad | ur_retweet_count_mad | date_created_at | year_created_at | month_created_at | day_created_at | week_created_at | hour_created_at | username | name | description | created_at.y | verified | protected | url | location | followers_count | following_count | tweet_count | listed_count | error.y | error_detail.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 128745233 | 2022-02-01 00:59:03 | 52 | 11 | 240 | 14 | und | @drdavidsamadi @JustinTrudeau https://twitter.com/cschlaht/status/1488316041071497218/video/1 | 1488173337901740040 | 25816369 | NA | NA | NA | NA | 0 | NA | 1 | 2 | 10 | 10 | 10 | 10 | 10 | 10 | 1 | 1 | 11 | 11 | 12 | 12 | 14 | 14 | 248 | 248 | 54 | 54 | 10.0 | 10.0 | 0 | 0 | 0 | 0 | 1.0909091 | 1.0909091 | 1.8016529 | 1.8016529 | 1.272727 | 1.272727 | 2.314049 | 2.314049 | 22.54545 | 22.54545 | 39.53719 | 39.53719 | 4.909091 | 4.909091 | 8.561983 | 8.561983 | 2022-02-01 | 2022 | 2 | 1 | 5 | 0 | cschlaht | Curt Schlaht | NA | 2010-04-02 02:32:05 | 0 | 0 | NA | NA | 57 | 91 | 111 | 2 | NA | NA | |||
| 1111290178616942593 | 2022-01-31 17:32:01 | 0 | 0 | 0 | 0 | en | @JaroGiesbrecht @JustinTrudeau Our household sends our best wishes and unwavering support to yours @JustinTrudeau❤️🇨🇦 We firmly stand with you in the face of this adversity. | 1488198689331892226 | 807787995940036608 | NA | NA | NA | NA | 0 | NA | NA | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00000 | 0.00000 | 0.00000 | 0.00000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 2022-01-31 | 2022 | 1 | 31 | 5 | 17 | signsaresaying | Disinfect Democracy - Humanity depends on it. | Where is the wisdom we have lost in knowledge? Where is the knowledge we have lost in information? Climate chaos. A vast cabal of greed. Tyranny of the few.🇨🇦 | 2019-03-28 15:33:02 | 0 | 0 | NA | Treaty One 🇨🇦 Turtle Island | 1933 | 2253 | 127717 | 11 | NA | NA | |||
| 347212392 | 2022-01-31 18:33:00 | 0 | 0 | 0 | 0 | tl | @Divya_Mudunuri Hehe | 1488204100638580737 | 2322966235 | NA | NA | NA | NA | 0 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00000 | 0.00000 | 0.00000 | 0.00000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 2022-01-31 | 2022 | 1 | 31 | 5 | 18 | Ranjeeth15 | Ranjeeth | Proud Indian | Software Engineer 💻 | 2011-08-02 13:00:01 | 0 | 0 | NA | Hyderabad, India | 42 | 209 | 697 | 0 | NA | NA | |||
| 42226484 | 2022-02-04 21:42:02 | 0 | 0 | 0 | 0 | und | @MaximeBernier #maximebernierisuseless | 1488177757016276996 | 2791988124 | NA | NA | NA | NA | 0 | 1 | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00000 | 0.00000 | 0.00000 | 0.00000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 2022-02-04 | 2022 | 2 | 4 | 5 | 21 | toby1992 | Adopt Don't Shop | Animal lover🐾 Wife, Mom, reader, and proud to call Canada my adopted home.🇨🇦Anti-vax, anti-mask & anti-science idiots will be blocked. | 2009-05-24 15:20:03 | 0 | 0 | NA | Canada | 120 | 258 | 1995 | 1 | NA | NA | |||
| 889578475 | 2022-01-31 14:55:05 | 0 | 0 | 1 | 1 | en | YOU should be making a public statement, condemning the actions of these racist protesters at the state capital, INCOMPETENCE leads to unrest You would be spewing your racist rule of law rhetoric had this been a BIPOC protest SHAME ON YOU https://twitter.com/JustinTrudeau/status/1488162322187182085 | NA | NA | 1488162322187182085 | NA | NA | NA | 0 | NA | 1 | NA | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | 1.00000 | 1.00000 | 0.00000 | 0.00000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 2022-01-31 | 2022 | 1 | 31 | 5 | 14 | Jewelanland | Julia Ann Landry | PROUD TO BE ALGONQUIN | 2012-10-18 19:23:05 | 0 | 0 | NA | Happiness is not an ideal of reason, but of imagination. | 703 | 458 | 64456 | 1 | NA | NA | |||
| 210151128 | 2022-02-04 14:27:01 | 0 | 1 | 1 | 0 | en | @CryptoSala @DebbieLucch @MaximeBernier How could they hide it, it’s certainly not happening in North America, but don’t let facts get in your way. | 1488427302539116545 | 1309290832223141888 | NA | NA | NA | NA | 0 | NA | NA | 3 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 1.0 | 1.0 | 0 | 0 | 0 | 0 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.50000 | 0.50000 | 0.50000 | 0.50000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 2022-02-04 | 2022 | 2 | 4 | 5 | 14 | jimlewy | Jim Lewandowsky | NA | 2010-10-30 18:00:00 | 0 | 0 | NA | Ottawa | 59 | 92 | 7494 | 1 | NA | NA | |||
| 789154394541584384 | 2022-01-31 17:35:02 | 0 | 0 | 0 | 0 | und | @NavinR30 😂😂😂 | 1488202808792862724 | 2959221285 | NA | NA | NA | NA | 0 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00000 | 0.00000 | 0.00000 | 0.00000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 2022-01-31 | 2022 | 1 | 31 | 5 | 17 | 369_salam | سلام ❤🇮🇶 | شيء من الوعي. | 2016-10-20 17:20:04 | 0 | 0 | NA | العراق♥️ | 1858 | 1828 | 18151 | 2 | NA | NA | |||
| 1287156284215537664 | 2022-01-31 15:43:05 | 3 | 0 | 5 | 1 | en | Do I have to say it? Well I did a bit today on http://www.blackjestermatters.com #BigPharma #CDNPOli https://twitter.com/JustinTrudeau/status/1488162322187182085 | NA | NA | 1488162322187182085 | NA | NA | NA | 0 | 2 | 2 | NA | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 5 | 5 | 3 | 3 | 0.0 | 0.0 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | 5.00000 | 5.00000 | 0.00000 | 0.00000 | 3.000000 | 3.000000 | 0.000000 | 0.000000 | 2022-01-31 | 2022 | 1 | 31 | 5 | 15 | buday4vancouver | Gölök Buday🇭🇺 - #RenegadeMayor - Mayoral #VCLA | Candidate, #Libertarian. #Buday4Vancouver #Buday4VanEast #Buday4VanHastings #VanEast #VanHastings #Vanpoli #bcpoli #cdnpoli #vanelxn Magyar Race ♿ #Bisexual | 2020-07-25 22:42:04 | 0 | 0 | https://city.eastvanlibertarian.com | City of (East) Vancouver, BC | 172 | 895 | 9492 | 7 | NA | NA | |||
| 1222341254 | 2022-02-04 14:01:01 | 0 | 0 | 0 | 0 | en | @thunderbolt5523 @MaximeBernier I’m not saying the vaccine doesn’t help fight the virus I’m sure it does . But lockdown mandates vax passports all wrong and against the law and the charter | 1489578381440126979 | 272626302 | NA | NA | NA | NA | 0 | NA | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00000 | 0.00000 | 0.00000 | 0.00000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 2022-02-04 | 2022 | 2 | 4 | 5 | 14 | birddie9 | Shane | Sports nut , | 2013-02-26 16:32:01 | 0 | 0 | NA | ,Ontario | 101 | 287 | 12494 | 0 | NA | NA | |||
| 1222341254 | 2022-02-03 17:27:01 | 0 | 1 | 0 | 0 | en | @thunderbolt5523 @MaximeBernier Actually I got Covid stayed home took some medicine and rested and guess what I recovered go figure | 1489254450271162375 | 272626302 | NA | NA | NA | NA | 0 | NA | NA | 2 | 1 | 1 | 3 | 3 | 2 | 2 | 2 | 2 | 2 | 2 | 3 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 1.5 | 1.5 | 1 | 1 | 0 | 0 | 0.7500000 | 0.7500000 | 0.3750000 | 0.3750000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00000 | 0.00000 | 0.00000 | 0.00000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 2022-02-03 | 2022 | 2 | 3 | 5 | 17 | birddie9 | Shane | Sports nut , | 2013-02-26 16:32:01 | 0 | 0 | NA | ,Ontario | 101 | 287 | 12494 | 0 | NA | NA | |||
| 1222341254 | 2022-02-03 17:28:01 | 0 | 0 | 0 | 0 | en | @thunderbolt5523 @MaximeBernier Agree so band all fast food then ? No different then forced vaccines | 1489254868116140046 | 272626302 | NA | NA | NA | NA | 0 | NA | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00000 | 0.00000 | 0.00000 | 0.00000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 2022-02-03 | 2022 | 2 | 3 | 5 | 17 | birddie9 | Shane | Sports nut , | 2013-02-26 16:32:01 | 0 | 0 | NA | ,Ontario | 101 | 287 | 12494 | 0 | NA | NA | |||
| 1222341254 | 2022-02-04 13:59:04 | 0 | 0 | 0 | 0 | en | @thunderbolt5523 @MaximeBernier Well that’s sad sorry to hear that . what other illnesses did they have ? And did they get help and treatment before it got bad ? Again can’t lockdown and mandate and vax passports it’s wrong . Specially when the vaccine isn’t a vaccine | 1489578381440126979 | 272626302 | NA | NA | NA | NA | 0 | NA | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00000 | 0.00000 | 0.00000 | 0.00000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 2022-02-04 | 2022 | 2 | 4 | 5 | 13 | birddie9 | Shane | Sports nut , | 2013-02-26 16:32:01 | 0 | 0 | NA | ,Ontario | 101 | 287 | 12494 | 0 | NA | NA | |||
| 1435467623714594818 | 2022-02-01 06:43:05 | 0 | 0 | 2 | 0 | et | @lady_of_law Karma is a bit*h, ab maza aayana Trudeau #TruckersForFreedom2022 | 1488400303409950722 | 1186237607950213120 | NA | NA | NA | NA | 0 | 1 | NA | NA | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 2.00000 | 2.00000 | 0.00000 | 0.00000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 2022-02-01 | 2022 | 2 | 1 | 5 | 6 | key2panda | Tapan Panda | INDIAN, HINDU, Ex-Secular, wildlife fan | 2021-09-08 04:58:05 | 0 | 0 | NA | Berhampur,Odisha | 1 | 18 | 666 | 0 | NA | NA | |||
| 272626302 | 2022-02-04 12:35:03 | 0 | 2 | 0 | 0 | en | @birddie9 @MaximeBernier Our cousin was not so fortunate Same story for 5 of our friends All prior to availability of vaccines | 1489289377637359616 | 1222341254 | NA | NA | NA | NA | 0 | NA | NA | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 1 | 2 | 2 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 2.0 | 2.0 | 0 | 0 | 0 | 0 | 0.6666667 | 0.6666667 | 0.8888889 | 0.8888889 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00000 | 0.00000 | 0.00000 | 0.00000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 2022-02-04 | 2022 | 2 | 4 | 5 | 12 | thunderbolt5523 | Robert Welland | #IAmCanadian #TrumpMustGo #GunControl #NoSportHunting. #retiredlife #aspiringauthor #resistance #BlueWave2020 #WeTheNorth #WeTheChampions #TorontoRaptors | 2011-03-26 21:23:00 | 0 | 0 | NA | Ontario, Canada | 4165 | 4805 | 46029 | 8 | NA | NA | |||
| 272626302 | 2022-02-03 15:10:00 | 0 | 1 | 0 | 0 | en | @birddie9 @MaximeBernier Yes people with other health issues are those most vulnerable- agreed Which is a rather large % of population Obese is 1 of many such conditions | 1488681357060587520 | 1222341254 | NA | NA | NA | NA | 0 | NA | NA | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1.0 | 1.0 | 0 | 0 | 0 | 0 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00000 | 0.00000 | 0.00000 | 0.00000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 2022-02-03 | 2022 | 2 | 3 | 5 | 15 | thunderbolt5523 | Robert Welland | #IAmCanadian #TrumpMustGo #GunControl #NoSportHunting. #retiredlife #aspiringauthor #resistance #BlueWave2020 #WeTheNorth #WeTheChampions #TorontoRaptors | 2011-03-26 21:23:00 | 0 | 0 | NA | Ontario, Canada | 4165 | 4805 | 46029 | 8 | NA | NA | |||
| 1176594587797938177 | 2022-02-08 20:00:03 | 0 | 0 | 0 | 0 | en | @jimlewy @CryptoSala @MaximeBernier Facts don’t get in my way I listened for five hours to 20 of the top US doctors tell the facts of this vaccine I suggest you use a more reliable source then the lying media!! | 1489606484384268288 | 210151128 | NA | NA | NA | NA | 0 | NA | NA | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00000 | 0.00000 | 0.00000 | 0.00000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 2022-02-08 | 2022 | 2 | 8 | 6 | 20 | DebbieLucch | Debbie Lucchetti | NA | 2019-09-24 20:30:01 | 0 | 0 | NA | NA | 28 | 240 | 2362 | 0 | NA | NA | |||
| 2322966235 | 2022-01-31 17:34:04 | 0 | 1 | 0 | 0 | te | @Ranjeeth15 మీకేం ఉన్నాయి సర్ ట్రూడో తో మధుర జ్ఞాపకాలు .. ?? పొద్దున్నుంచి పగబట్టేసారు 😂😅😆 | 1488203474223644675 | 347212392 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1.0 | 1.0 | 0 | 0 | 0 | 0 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00000 | 0.00000 | 0.00000 | 0.00000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 2022-01-31 | 2022 | 1 | 31 | 5 | 17 | Divya_Mudunuri | Divya | Sensible & Sarcastic✍️🧠🤓 | IT Project Manager | Political Enthusiast | Weight Watcher | Iphone Clicks | #TDPTwitter #తెలుగుట్విట్టర్ | Medium-@Divya_Mudunuri | 2014-02-01 22:45:01 | 0 | 0 | NA | Yhdysvallat | 7044 | 241 | 12967 | 12 | NA | NA | |||
| 151329848 | 2022-02-04 02:47:02 | 0 | 0 | 1 | 0 | en | @thunderbolt5523 @MaximeBernier @birddie9 He's not referring to the vaccine. He's just talking about the vaccine passport. | 1488265570025832448 | 272626302 | NA | NA | NA | NA | 0 | NA | NA | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 1.00000 | 1.00000 | 0.00000 | 0.00000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 2022-02-04 | 2022 | 2 | 4 | 5 | 2 | ihabfahmy | Ihab Fahmy | NA | 2010-06-03 04:31:05 | 0 | 0 | NA | NA | 39 | 244 | 108 | 0 | NA | NA | |||
| 151329848 | 2022-02-04 02:43:00 | 0 | 0 | 0 | 0 | en | @lindabintoronto @MaximeBernier @StaceyTrylove He's not referring to getting vaccinated... he's referring to the vaccine passport. | 1488186131376226314 | 277727063 | NA | NA | NA | NA | 0 | NA | NA | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00000 | 0.00000 | 0.00000 | 0.00000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 2022-02-04 | 2022 | 2 | 4 | 5 | 2 | ihabfahmy | Ihab Fahmy | NA | 2010-06-03 04:31:05 | 0 | 0 | NA | NA | 39 | 244 | 108 | 0 | NA | NA | |||
| 151329848 | 2022-02-04 02:45:02 | 0 | 0 | 0 | 0 | en | @kdewirth @MaximeBernier He's not referring to the vaccine... he's just referring to the vaccine passport. Big difference, no? | 1488183429241839622 | 410400950 | NA | NA | NA | NA | 0 | NA | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.00000 | 0.00000 | 0.00000 | 0.00000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 2022-02-04 | 2022 | 2 | 4 | 5 | 2 | ihabfahmy | Ihab Fahmy | NA | 2010-06-03 04:31:05 | 0 | 0 | NA | NA | 39 | 244 | 108 | 0 | NA | NA |
Temporal extent
tweets_c %>%
filter(ur_conversation_id==sql("1488162322187182085")) %>%
filter(created_at<"2022-03-01") %>%
count(original,date_created_at) %>%
collect() %>%
mutate(original=if_else(original==1,"contains keywords","expanded conversation")) %>%
ggplot(aes(x=date_created_at,y=n,fill=original)) +
geom_col(width=1,position = 'stack') +
theme_hsci_discrete()
Conversation 1225501300789477377: The British Slugfest
tweets_c_i %>%
filter(ur_conversation_id==sql("1225501300789477377")) %>%
summarize(
tweets=n(),
tweets_with_keywords=sum(original),
authors=n_distinct(author_id),
min_date=min(created_at),
max_date=max(created_at)
) %>% collect() %>%
bind_cols(
tweets_c_i %>%
filter(ur_conversation_id==sql("1225501300789477377")) %>%
count(author_id,name="tweets_per_author") %>%
mutate(m_t_p_a=mean(tweets_per_author)) %>%
summarize(mean_tweets_per_author=mean(tweets_per_author),tweets_per_author_mean_absolute_deviation=mean(abs(m_t_p_a-tweets_per_author))) %>% collect()
) %>%
gt()| tweets | tweets_with_keywords | authors | min_date | max_date | mean_tweets_per_author | tweets_per_author_mean_absolute_deviation |
|---|---|---|---|---|---|---|
| 392561 | 63 | 2307 | 2020-02-06 19:27:03 | 2022-05-02 01:39:03 | 170.1608 | 310.278 |
First 20 tweets
tweets_c_i %>%
filter(ur_conversation_id==sql("1225501300789477377")) %>%
left_join(users_c_i,by=c("author_id"="user_id")) %>%
arrange(created_at.x) %>%
head(20) %>%
mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
gt() %>%
fmt_markdown(tweet_id|conversation_id|ur_conversation_id)| tweet_id | ur_conversation_id | conversation_id | author_id | created_at.x | retweet_count | reply_count | like_count | quote_count | lang | text | in_reply_to | in_reply_to_user_id | quotes | retweet_of | error.x | error_detail.x | original | hashtags | urls | mentions | children | ur_children | descendants | ur_descendants | leaf_descendants | ur_leaf_descendants | max_depth | ur_max_depth | t_authors | ur_t_authors | t_reply_count | ur_t_reply_count | t_quote_count | ur_t_quote_count | t_like_count | ur_t_like_count | t_retweet_count | ur_t_retweet_count | branching_factor | ur_branching_factor | mean_depth | ur_mean_depth | depth_mad | ur_depth_mad | mean_reply_count | ur_mean_reply_count | reply_count_mad | ur_reply_count_mad | mean_quote_count | ur_mean_quote_count | quote_count_mad | ur_quote_count_mad | mean_like_count | ur_mean_like_count | like_count_mad | ur_like_count_mad | mean_retweet_count | ur_mean_retweet_count | retweet_count_mad | ur_retweet_count_mad | date_created_at | year_created_at | month_created_at | day_created_at | week_created_at | hour_created_at | username | name | description | created_at.y | verified | protected | url | location | followers_count | following_count | tweet_count | listed_count | error.y | error_detail.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 20675681 | 2020-02-06 19:27:03 | 1356 | 510 | 5387 | 127 | en | The name "England" is derived from the Old English name Englaland, which means "land of the Angles". The Angles were one of the Germanic tribes that settled in Great Britain during the Early Middle Ages. So in effect, England means land of a German tribe. | NA | NA | NA | NA | NA | NA | 0 | NA | NA | NA | 432 | 433 | 806 | 807 | 560 | 561 | 26 | 26 | 546 | 546 | 908 | 910 | 143 | 144 | 6889 | 6891 | 1456 | 1457 | 3.263158 | 3.267206 | 1.2267857 | 1.2245989 | 1.2718916 | 1.2699238 | 1.1251549 | 1.1262376 | 1.2365961 | 1.2366496 | 0.1771995 | 0.1782178 | 0.2596503 | 0.2608690 | 8.536555 | 8.528465 | 11.191722 | 11.182056 | 1.8042132 | 1.8032178 | 2.6147957 | 2.6120448 | 2020-02-06 | 2020 | 2 | 6 | 6 | 19 | JamesMelville | James Melville | Made in Fife. Communications and Sponsorship Consultant. Freelance writer and pundit. Liberal. Ignore the begrudgers. james@eastpointswest.co.uk | 2009-02-12 13:13:04 | 1 | 0 | NA | United Kingdom | 265494 | 98536 | 47068 | 1344 | NA | NA | |||
| 1868174972 | 2020-02-06 19:29:02 | 0 | 0 | 1 | 0 | en | @JamesMelville Lala land right enough 😜 | 1225501300789477377 | 20675681 | NA | NA | NA | NA | 0 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2020-02-06 | 2020 | 2 | 6 | 6 | 19 | bell550 | Andrew bell | Shepherd at Tollishill, grandfather, love motorbikes | 2013-09-15 15:35:01 | 0 | 0 | NA | Scottish Borders | 30 | 86 | 550 | 0 | NA | NA | |||
| 338272600 | 2020-02-06 19:29:02 | 0 | 3 | 8 | 0 | en | @JamesMelville And Scotland is land of a Northern Irish tribe! | 1225501300789477377 | 20675681 | NA | NA | NA | NA | 0 | NA | NA | 1 | 3 | 3 | 11 | 11 | 6 | 6 | 3 | 3 | 11 | 11 | 11 | 11 | 1 | 1 | 22 | 22 | 1 | 1 | 1.833333 | 1.833333 | 1.3333334 | 1.3333334 | 0.5555556 | 0.5555556 | 0.9166667 | 0.9166667 | 0.4444444 | 0.4444444 | 0.0833333 | 0.0833333 | 0.0972222 | 0.0972222 | 1.833333 | 1.833333 | 1.222222 | 1.222222 | 0.0833333 | 0.0833333 | 0.0972222 | 0.0972222 | 2020-02-06 | 2020 | 2 | 6 | 6 | 19 | Southside_Rog | Rog | Northern Irish, living in Scotland. British, Irish and European citizen. 🇪🇺 | 2011-07-19 10:04:01 | 0 | 0 | NA | Edinburgh | 837 | 1023 | 4250 | 20 | NA | NA | |||
| 20675681 | 2020-02-06 19:30:02 | 15 | 5 | 83 | 0 | en | @rozzleberry Exactly this. https://twitter.com/JamesMelville/status/1225502011828981760/photo/1 | 1225501944023855104 | 28539960 | NA | NA | NA | NA | 0 | NA | 1 | NA | 5 | 5 | 5 | 5 | 5 | 5 | 1 | 1 | 6 | 6 | 5 | 5 | 0 | 0 | 84 | 84 | 16 | 16 | 5.000000 | 5.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.8333333 | 0.8333333 | 1.3888888 | 1.3888888 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 14.000000 | 14.000000 | 23.000000 | 23.000000 | 2.6666667 | 2.6666667 | 4.1111112 | 4.1111112 | 2020-02-06 | 2020 | 2 | 6 | 6 | 19 | JamesMelville | James Melville | Made in Fife. Communications and Sponsorship Consultant. Freelance writer and pundit. Liberal. Ignore the begrudgers. james@eastpointswest.co.uk | 2009-02-12 13:13:04 | 1 | 0 | NA | United Kingdom | 265494 | 98536 | 47068 | 1344 | NA | NA | |||
| 219312033 | 2020-02-06 19:30:04 | 2 | 19 | 23 | 1 | en | @JamesMelville What’s your point James? Yes, we know Britain is a ‘Heinz 57’ variety. We’re leaving the EU, not planet Earth! | 1225501300789477377 | 20675681 | NA | NA | NA | NA | 0 | NA | NA | 1 | 17 | 17 | 46 | 46 | 27 | 27 | 5 | 5 | 32 | 32 | 49 | 49 | 2 | 2 | 192 | 192 | 3 | 3 | 2.300000 | 2.300000 | 1.1851852 | 1.1851852 | 1.1350763 | 1.1350763 | 1.0425532 | 1.0425532 | 0.7768221 | 0.7768221 | 0.0425532 | 0.0425532 | 0.0552286 | 0.0552286 | 4.085106 | 4.085106 | 4.089180 | 4.089180 | 0.0638298 | 0.0638298 | 0.0828429 | 0.0828429 | 2020-02-06 | 2020 | 2 | 6 | 6 | 19 | damianjbyrne | Dgn | It's happening...are you ready? crypto/NFTs/stuff @StonedApeCrew @TombStonedHS @ApeGangNFT @Meta_Forge @meta_angels @SolsteadsNFT @DecimusDynamic @DeadCets | 2010-11-24 14:27:04 | 0 | 0 | NA | NA | 1222 | 1820 | 49654 | 26 | NA | NA | |||
| 2474355006 | 2020-02-06 19:31:02 | 2 | 4 | 33 | 0 | en | @JamesMelville And 3 lions on the shirt is a Norman ( French ) sigil | 1225501300789477377 | 20675681 | NA | NA | NA | NA | 0 | NA | NA | 1 | 4 | 4 | 7 | 7 | 5 | 5 | 2 | 2 | 8 | 8 | 7 | 7 | 0 | 0 | 50 | 50 | 2 | 2 | 2.333333 | 2.333333 | 0.6000000 | 0.6000000 | 0.5000000 | 0.5000000 | 0.8750000 | 0.8750000 | 0.7656250 | 0.7656250 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 6.250000 | 6.250000 | 6.031250 | 6.031250 | 0.2500000 | 0.2500000 | 0.3437500 | 0.3437500 | 2020-02-06 | 2020 | 2 | 6 | 6 | 19 | craigbulloch1 | craig ronin | Professional Grunt....Realist...Merc...Been in more shit than you can dream of...Every time I turn around, I find just me | 2014-05-02 18:02:03 | 0 | 0 | NA | ALBA | 413 | 427 | 32026 | 0 | NA | NA | |||
| 1169138060262555650 | 2020-02-06 19:32:01 | 0 | 1 | 2 | 0 | en | @JamesMelville Yes and lots of Viking genes in the mix too, plus of course the French Norman invaders amongst others. And this great genetic mix has always been a great strength of this little country. | 1225501300789477377 | 20675681 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 2 | 2 | 2 | 2 | 3 | 3 | 1 | 1 | 13 | 13 | 0 | 0 | 1.000000 | 1.000000 | 1.0000000 | 1.0000000 | 0.0000000 | 0.0000000 | 1.0000000 | 1.0000000 | 0.0000000 | 0.0000000 | 0.3333333 | 0.3333333 | 0.3333333 | 0.3333333 | 4.333333 | 4.333333 | 3.000000 | 3.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2020-02-06 | 2020 | 2 | 6 | 6 | 19 | cazzypr | Cazzy 🇺🇦💙 🇪🇺🌹#FBPE #FairBenefitsNow | Not embracing Brexit. Labour member. Lefty Optimist😊 Feminist. Politics, history, animals❤️❤️❤️ No DMs. Retweet not endorsement | 2019-09-04 06:40:02 | 0 | 0 | NA | NA | 3900 | 3722 | 13337 | 0 | NA | NA | |||
| 20675681 | 2020-02-06 19:32:01 | 0 | 9 | 131 | 1 | en | @damianjbyrne I’m just pointing out an interesting historical fact. | 1225502096243544065 | 219312033 | NA | NA | NA | NA | 0 | NA | NA | 1 | 8 | 8 | 14 | 14 | 10 | 10 | 3 | 3 | 13 | 13 | 15 | 15 | 1 | 1 | 144 | 144 | 0 | 0 | 2.800000 | 2.800000 | 0.7000000 | 0.7000000 | 0.8500000 | 0.8500000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.0666667 | 0.0666667 | 0.0977778 | 0.0977778 | 9.600000 | 9.600000 | 12.680000 | 12.680000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2020-02-06 | 2020 | 2 | 6 | 6 | 19 | JamesMelville | James Melville | Made in Fife. Communications and Sponsorship Consultant. Freelance writer and pundit. Liberal. Ignore the begrudgers. james@eastpointswest.co.uk | 2009-02-12 13:13:04 | 1 | 0 | NA | United Kingdom | 265494 | 98536 | 47068 | 1344 | NA | NA | |||
| 343048039 | 2020-02-06 19:32:05 | 0 | 1 | 0 | 0 | en | @JamesMelville Land of a German tribe is it? Would have loved to see you put that one past Alfred. | 1225501300789477377 | 20675681 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 5 | 5 | 1 | 1 | 5 | 5 | 2 | 2 | 5 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 1.000000 | 1.000000 | 4.0000000 | 4.0000000 | 0.0000000 | 0.0000000 | 0.8333333 | 0.8333333 | 0.0555556 | 0.0555556 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2020-02-06 | 2020 | 2 | 6 | 6 | 19 | CllrSBurrell | Stephen Burrell | Elected member of Telford and Wrekin Council representing Edgmond and Ercall Magna Ward. Views are mine | 2011-07-27 00:12:03 | 0 | 0 | NA | Edgmond and Ercall Magna | 1145 | 1442 | 18012 | 21 | NA | NA | |||
| 1149379830858825730 | 2020-02-06 19:33:01 | 0 | 1 | 1 | 0 | en | @JamesMelville @schutzer9 time to wise up again I think BB | 1225501300789477377 | 20675681 | NA | NA | NA | NA | 0 | NA | NA | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 0 | 0 | 4 | 4 | 0 | 0 | 1.000000 | 1.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2.000000 | 2.000000 | 1.000000 | 1.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2020-02-06 | 2020 | 2 | 6 | 6 | 19 | chateauxplonk | Michael SW | Former Chief Advisor to Robert Mugabe (E-Ba-Gum to his mates). | 2019-07-11 18:08:00 | 0 | 0 | NA | NA | 58 | 4898 | 775 | 1 | NA | NA | |||
| 219312033 | 2020-02-06 19:33:01 | 0 | 0 | 3 | 0 | en | @JamesMelville Sure 😉 | 1225502479330271234 | 20675681 | NA | NA | NA | NA | 0 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 3 | 3 | 0 | 0 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 3.000000 | 3.000000 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2020-02-06 | 2020 | 2 | 6 | 6 | 19 | damianjbyrne | Dgn | It's happening...are you ready? crypto/NFTs/stuff @StonedApeCrew @TombStonedHS @ApeGangNFT @Meta_Forge @meta_angels @SolsteadsNFT @DecimusDynamic @DeadCets | 2010-11-24 14:27:04 | 0 | 0 | NA | NA | 1222 | 1820 | 49654 | 26 | NA | NA | |||
| 902793353955348480 | 2020-02-06 19:33:04 | 0 | 1 | 4 | 0 | en | @damianjbyrne @JamesMelville Staggering lack of ambition there. | 1225502096243544065 | 219312033 | NA | NA | NA | NA | 0 | NA | NA | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 0 | 0 | 4 | 4 | 0 | 0 | 1.000000 | 1.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2.000000 | 2.000000 | 2.000000 | 2.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2020-02-06 | 2020 | 2 | 6 | 6 | 19 | SodEvent | Event Centre Sod | Abandoned sod of turf thrown from a Government car to great laughter just outside the M50 | 2017-08-30 07:21:02 | 0 | 0 | NA | South Main Street, Cork | 249 | 457 | 3327 | 0 | NA | NA | |||
| 438497121 | 2020-02-06 19:33:04 | 3 | 2 | 9 | 0 | en | @JamesMelville Isn’t Englaland a recent, popular musical film staring @BorisJohnson and @theresa_may ? #LALALAND | 1225501300789477377 | 20675681 | NA | NA | NA | NA | 0 | 1 | NA | 3 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 1 | 3 | 3 | 2 | 2 | 0 | 0 | 11 | 11 | 3 | 3 | 2.000000 | 2.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.6666667 | 0.6666667 | 0.8888889 | 0.8888889 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 3.666667 | 3.666667 | 3.555556 | 3.555556 | 1.0000000 | 1.0000000 | 1.3333334 | 1.3333334 | 2020-02-06 | 2020 | 2 | 6 | 6 | 19 | kins_stephen | Stephen Atkins sniktA nehpetS | Support @samaritans (Do you know they take 5,000,000 calls every year!!!!! 583/hour!) | 2011-12-16 17:16:02 | 0 | 0 | NA | Buckinghamshire & London. | 302 | 1182 | 20424 | 5 | NA | NA | |||
| 1149620099118055424 | 2020-02-06 19:34:00 | 0 | 1 | 2 | 0 | en | @JamesMelville And, even then, it wasn't a single, united entity. That didn't really even start until after the Normans decided to come visit. | 1225501300789477377 | 20675681 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 4 | 4 | 0 | 0 | 1.000000 | 1.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2.000000 | 2.000000 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2020-02-06 | 2020 | 2 | 6 | 6 | 19 | GrumpyUnclePet1 | Pete StLeger S. | Grumpy. Possibly human. Lover of some stuff, not so much other stuff. Mostly confused. *May contain swearing | 2019-07-12 10:02:04 | 0 | 0 | NA | Gloucester, UK. | 224 | 925 | 11764 | 1 | NA | NA | |||
| 451443717 | 2020-02-06 19:34:03 | 1 | 5 | 6 | 1 | en | @JamesMelville Yes may i remind you also the Normans ( vikings) invaded 1066. It was a ruthless invasion killing all opposition and to this day they still own 80 percent of the land | 1225501300789477377 | 20675681 | NA | NA | NA | NA | 0 | NA | NA | 1 | 4 | 4 | 7 | 7 | 4 | 4 | 2 | 2 | 8 | 8 | 8 | 8 | 1 | 1 | 15 | 15 | 1 | 1 | 1.750000 | 1.750000 | 0.7500000 | 0.7500000 | 0.3750000 | 0.3750000 | 1.0000000 | 1.0000000 | 0.6250000 | 0.6250000 | 0.1250000 | 0.1250000 | 0.1718750 | 0.1718750 | 1.875000 | 1.875000 | 1.234375 | 1.234375 | 0.1250000 | 0.1250000 | 0.1718750 | 0.1718750 | 2020-02-06 | 2020 | 2 | 6 | 6 | 19 | tyser1 | jonathan | NA | 2011-12-31 13:11:04 | 0 | 0 | NA | NA | 32 | 245 | 2048 | 0 | NA | NA | |||
| 1109170109233487874 | 2020-02-06 19:35:01 | 1 | 3 | 9 | 0 | en | @Southside_Rog @JamesMelville One side. Pictish t'other and Norway over most. | 1225501785403674627 | 338272600 | NA | NA | NA | NA | 0 | NA | NA | 2 | 3 | 3 | 4 | 4 | 3 | 3 | 2 | 2 | 5 | 5 | 4 | 4 | 0 | 0 | 9 | 9 | 1 | 1 | 2.000000 | 2.000000 | 0.3333333 | 0.3333333 | 0.4444444 | 0.4444444 | 0.8000000 | 0.8000000 | 0.8000000 | 0.8000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 1.800000 | 1.800000 | 2.520000 | 2.520000 | 0.2000000 | 0.2000000 | 0.2800000 | 0.2800000 | 2020-02-06 | 2020 | 2 | 6 | 6 | 19 | Windwatcher3 | Windwatcher - 👀2 Europe #BLM | Look skywards! Power & beauty of the wind is there, take a moment to look up 👀☝️ No knees on throats! The caterrorgance is strong in this one. 😸 | 2019-03-22 19:08:05 | 0 | 0 | NA | East Anglia | 392 | 1457 | 24101 | 0 | NA | NA | |||
| 1149620099118055424 | 2020-02-06 19:35:02 | 0 | 0 | 2 | 0 | en | @JamesMelville Good ol' Norman and his conkers. | 1225502952410025992 | 1149620099118055424 | NA | NA | NA | NA | 0 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2.000000 | 2.000000 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2020-02-06 | 2020 | 2 | 6 | 6 | 19 | GrumpyUnclePet1 | Pete StLeger S. | Grumpy. Possibly human. Lover of some stuff, not so much other stuff. Mostly confused. *May contain swearing | 2019-07-12 10:02:04 | 0 | 0 | NA | Gloucester, UK. | 224 | 925 | 11764 | 1 | NA | NA | |||
| 1109170109233487874 | 2020-02-06 19:37:04 | 0 | 0 | 0 | 0 | en | @JamesMelville @kat_cary So that's why Mr Davis says the German car manufacturers are going to virtually pay us to take their cars so we can have an EU trade deal. We're all family. | 1225501300789477377 | 20675681 | NA | NA | NA | NA | 0 | NA | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2020-02-06 | 2020 | 2 | 6 | 6 | 19 | Windwatcher3 | Windwatcher - 👀2 Europe #BLM | Look skywards! Power & beauty of the wind is there, take a moment to look up 👀☝️ No knees on throats! The caterrorgance is strong in this one. 😸 | 2019-03-22 19:08:05 | 0 | 0 | NA | East Anglia | 392 | 1457 | 24101 | 0 | NA | NA | |||
| 526291279 | 2020-02-06 19:40:01 | 1 | 1 | 1 | 0 | en | @JamesMelville So that will explain the obsession with German cars shoes and supermarkets then! | 1225501300789477377 | 20675681 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 1.000000 | 1.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.500000 | 0.500000 | 0.500000 | 0.500000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 2020-02-06 | 2020 | 2 | 6 | 6 | 19 | Lizcoombe | Elizabeth Coombe | Sometime Law teacher, trustee Glamis Hall, Speedwatch coordinator, admin/chair Queensway Partnership, doing what I can where I can and a spot of gardening . | 2012-03-16 11:21:03 | 0 | 0 | NA | Northants | 543 | 606 | 16845 | 6 | NA | NA | |||
| 25276598 | 2020-02-06 19:41:01 | 0 | 3 | 4 | 1 | en | @JamesMelville Just as the English language is actually derived from a German dialect. | 1225501300789477377 | 20675681 | NA | NA | NA | NA | 0 | NA | NA | 1 | 3 | 3 | 3 | 3 | 3 | 3 | 1 | 1 | 4 | 4 | 4 | 4 | 1 | 1 | 6 | 6 | 0 | 0 | 3.000000 | 3.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.2500000 | 0.2500000 | 0.3750000 | 0.3750000 | 1.500000 | 1.500000 | 1.500000 | 1.500000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2020-02-06 | 2020 | 2 | 6 | 6 | 19 | tettig | richard pierce | Genre-hopping author. eml: rps (at) tettig (dot) com. All views mine alone. He/him. | 2009-03-19 12:13:01 | 0 | 0 | https://www.tettig.com | England | 3608 | 3161 | 94213 | 106 | NA | NA |
Random 20 tweets
tweets_c_i %>%
filter(ur_conversation_id==sql("1225501300789477377")) %>%
arrange(sql("RAND()")) %>%
head(20) %>%
arrange(created_at) %>%
left_join(users_c_i,by=c("author_id"="user_id")) %>%
mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
gt() %>%
fmt_markdown(tweet_id|conversation_id|ur_conversation_id)| tweet_id | ur_conversation_id | conversation_id | author_id | created_at.x | retweet_count | reply_count | like_count | quote_count | lang | text | in_reply_to | in_reply_to_user_id | quotes | retweet_of | error.x | error_detail.x | original | hashtags | urls | mentions | children | ur_children | descendants | ur_descendants | leaf_descendants | ur_leaf_descendants | max_depth | ur_max_depth | t_authors | ur_t_authors | t_reply_count | ur_t_reply_count | t_quote_count | ur_t_quote_count | t_like_count | ur_t_like_count | t_retweet_count | ur_t_retweet_count | branching_factor | ur_branching_factor | mean_depth | ur_mean_depth | depth_mad | ur_depth_mad | mean_reply_count | ur_mean_reply_count | reply_count_mad | ur_reply_count_mad | mean_quote_count | ur_mean_quote_count | quote_count_mad | ur_quote_count_mad | mean_like_count | ur_mean_like_count | like_count_mad | ur_like_count_mad | mean_retweet_count | ur_mean_retweet_count | retweet_count_mad | ur_retweet_count_mad | date_created_at | year_created_at | month_created_at | day_created_at | week_created_at | hour_created_at | username | name | description | created_at.y | verified | protected | url | location | followers_count | following_count | tweet_count | listed_count | error.y | error_detail.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1460363862398717961 | 2022-01-16 11:25:04 | 0 | 1 | 3 | 0 | en | @SallyAnnC3 @Begentle50 @Mac_Paddy54 @LeftBehindPoet @David19531501 @GeoffBarton9 @ConraddKonnrad @BeowulfSchaefer @wanderer_bolton @resiguru @condimentset @boomer_ish @viv_cooper @HWick_Chris @Jimbo12449841 @AndieHalihan @GeoffreyKeey @Chris_not_a_bot @MattAdkin @andrewsibley15 @just2sayin @CharlieCarlsbad @Nicoledso @marcsaysmarc @susan04071 @maria_sorensson @ChrisEv06631592 @bromhome @john30296891 @of_flocks @Maggie29047241 @AndrewKnight226 @denislewin2021 @TheGhos72578902 @JonHlluk @afewpoints @Rtti19311602 @IainColledge @Swen_2017 @The_Leaver @krzysztofdzi3 @rosebudorson @RiffmanDale @Peter14306722 @RandyKite @JackDaw68083738 @chantypo_71 @bunter888 @Schofield7Pete @ruckmalc Of course they would. Johnson is in dire straits. Even The Telegraph is running stories against him. | 1482670222180077572 | 1236656550447591424 | NA | NA | NA | NA | 0 | NA | NA | 44 | 1 | 1 | 4 | 4 | 2 | 2 | 3 | 3 | 5 | 5 | 4 | 4 | 0 | 0 | 11 | 11 | 0 | 0 | 1.333333 | 1.333333 | 2.0000000 | 2.0000000 | 0.0000000 | 0.0000000 | 0.8000000 | 0.8000000 | 0.0800000 | 0.0800000 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 2.200000 | 2.200000 | 0.2000000 | 0.2000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-16 | 2022 | 1 | 16 | 2 | 11 | Claesson_Kate | Kate | Dogs, horses, cooking, books, wildlife, nature. Centre Left. European. Whatever the question…brexit is never the answer. | 2021-11-15 21:47:04 | 0 | 0 | NA | Out with the dogs… | 310 | 615 | 12019 | 1 | NA | NA | |||
| 1591522008 | 2022-01-16 11:31:04 | 0 | 1 | 1 | 0 | en | @David19531501 @GeoffBarton9 @john30296891 @Begentle50 @SallyAnnC3 @Mac_Paddy54 @ConraddKonnrad @BeowulfSchaefer @wanderer_bolton @resiguru @condimentset @boomer_ish @viv_cooper @Claesson_Kate @HWick_Chris @Jimbo12449841 @AndieHalihan @GeoffreyKeey @Chris_not_a_bot @MattAdkin @andrewsibley15 @just2sayin @CharlieCarlsbad @Nicoledso @marcsaysmarc @susan04071 @maria_sorensson @ChrisEv06631592 @bromhome @of_flocks @Maggie29047241 @AndrewKnight226 @denislewin2021 @TheGhos72578902 @JonHlluk @afewpoints @Rtti19311602 @IainColledge @Swen_2017 @The_Leaver @krzysztofdzi3 @rosebudorson @RiffmanDale @Peter14306722 @RandyKite @JackDaw68083738 @chantypo_71 @bunter888 @Schofield7Pete @ruckmalc Good.... | 1482676835364311043 | 889538408237944833 | NA | NA | NA | NA | 0 | NA | NA | 44 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 0 | 0 | 3 | 3 | 0 | 0 | 1.000000 | 1.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 1.500000 | 1.500000 | 0.5000000 | 0.5000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-16 | 2022 | 1 | 16 | 2 | 11 | LeftBehindPoet | Chris Lost Lost Chris ("D.i.D." Dude) | "You were given this life because you are strong enough to live it." Credit @MentalHealthRw Indigenous British - He Him Roverite | 2013-07-13 18:10:05 | 0 | 0 | NA | NA | 502 | 932 | 134366 | 5 | NA | NA | |||
| 1591522008 | 2022-01-16 11:23:01 | 0 | 1 | 1 | 0 | en | @David19531501 @Mac_Paddy54 @Begentle50 @GeoffBarton9 @ConraddKonnrad @BeowulfSchaefer @wanderer_bolton @resiguru @condimentset @boomer_ish @viv_cooper @Claesson_Kate @HWick_Chris @Jimbo12449841 @AndieHalihan @SallyAnnC3 @GeoffreyKeey @Chris_not_a_bot @MattAdkin @andrewsibley15 @just2sayin @CharlieCarlsbad @Nicoledso @marcsaysmarc @susan04071 @maria_sorensson @ChrisEv06631592 @bromhome @john30296891 @of_flocks @Maggie29047241 @AndrewKnight226 @denislewin2021 @TheGhos72578902 @JonHlluk @afewpoints @Rtti19311602 @IainColledge @Swen_2017 @The_Leaver @krzysztofdzi3 @rosebudorson @RiffmanDale @Peter14306722 @RandyKite @JackDaw68083738 @chantypo_71 @bunter888 @Schofield7Pete @ruckmalc Just knowledge..... | 1482669240222113793 | 889538408237944833 | NA | NA | NA | NA | 0 | NA | NA | 44 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 1.000000 | 1.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 0.500000 | 0.500000 | 0.5000000 | 0.5000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-16 | 2022 | 1 | 16 | 2 | 11 | LeftBehindPoet | Chris Lost Lost Chris ("D.i.D." Dude) | "You were given this life because you are strong enough to live it." Credit @MentalHealthRw Indigenous British - He Him Roverite | 2013-07-13 18:10:05 | 0 | 0 | NA | NA | 502 | 932 | 134366 | 5 | NA | NA | |||
| 1591522008 | 2022-01-16 11:25:03 | 0 | 0 | 0 | 0 | en | @john30296891 @Begentle50 @SallyAnnC3 @Mac_Paddy54 @David19531501 @GeoffBarton9 @ConraddKonnrad @BeowulfSchaefer @wanderer_bolton @resiguru @condimentset @boomer_ish @viv_cooper @Claesson_Kate @HWick_Chris @Jimbo12449841 @AndieHalihan @GeoffreyKeey @Chris_not_a_bot @MattAdkin @andrewsibley15 @just2sayin @CharlieCarlsbad @Nicoledso @marcsaysmarc @susan04071 @maria_sorensson @ChrisEv06631592 @bromhome @of_flocks @Maggie29047241 @AndrewKnight226 @denislewin2021 @TheGhos72578902 @JonHlluk @afewpoints @Rtti19311602 @IainColledge @Swen_2017 @The_Leaver @krzysztofdzi3 @rosebudorson @RiffmanDale @Peter14306722 @RandyKite @JackDaw68083738 @chantypo_71 @bunter888 @Schofield7Pete @ruckmalc You miss understand the target of my attack...... | 1482675033805893634 | 1248538305341329409 | NA | NA | NA | NA | 0 | NA | NA | 44 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-16 | 2022 | 1 | 16 | 2 | 11 | LeftBehindPoet | Chris Lost Lost Chris ("D.i.D." Dude) | "You were given this life because you are strong enough to live it." Credit @MentalHealthRw Indigenous British - He Him Roverite | 2013-07-13 18:10:05 | 0 | 0 | NA | NA | 502 | 932 | 134366 | 5 | NA | NA | |||
| 1591522008 | 2022-01-16 11:28:05 | 0 | 0 | 0 | 0 | en | @GeoffBarton9 @john30296891 @Begentle50 @SallyAnnC3 @Mac_Paddy54 @David19531501 @ConraddKonnrad @BeowulfSchaefer @wanderer_bolton @resiguru @condimentset @boomer_ish @viv_cooper @Claesson_Kate @HWick_Chris @Jimbo12449841 @AndieHalihan @GeoffreyKeey @Chris_not_a_bot @MattAdkin @andrewsibley15 @just2sayin @CharlieCarlsbad @Nicoledso @marcsaysmarc @susan04071 @maria_sorensson @ChrisEv06631592 @bromhome @of_flocks @Maggie29047241 @AndrewKnight226 @denislewin2021 @TheGhos72578902 @JonHlluk @afewpoints @Rtti19311602 @IainColledge @Swen_2017 @The_Leaver @krzysztofdzi3 @rosebudorson @RiffmanDale @Peter14306722 @RandyKite @JackDaw68083738 @chantypo_71 @bunter888 @Schofield7Pete @ruckmalc Should have got more expensive lawyers..... | 1482676083333885952 | 1064245093408956416 | NA | NA | NA | NA | 0 | NA | NA | 44 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-16 | 2022 | 1 | 16 | 2 | 11 | LeftBehindPoet | Chris Lost Lost Chris ("D.i.D." Dude) | "You were given this life because you are strong enough to live it." Credit @MentalHealthRw Indigenous British - He Him Roverite | 2013-07-13 18:10:05 | 0 | 0 | NA | NA | 502 | 932 | 134366 | 5 | NA | NA | |||
| 889538408237944833 | 2022-01-16 11:10:05 | 0 | 2 | 0 | 0 | en | @LeftBehindPoet @Claesson_Kate @Mac_Paddy54 @Begentle50 @GeoffBarton9 @ConraddKonnrad @BeowulfSchaefer @wanderer_bolton @resiguru @condimentset @boomer_ish @viv_cooper @HWick_Chris @Jimbo12449841 @AndieHalihan @SallyAnnC3 @GeoffreyKeey @Chris_not_a_bot @MattAdkin @andrewsibley15 @just2sayin @CharlieCarlsbad @Nicoledso @marcsaysmarc @susan04071 @maria_sorensson @ChrisEv06631592 @bromhome @john30296891 @of_flocks @Maggie29047241 @AndrewKnight226 @denislewin2021 @TheGhos72578902 @JonHlluk @afewpoints @Rtti19311602 @IainColledge @Swen_2017 @The_Leaver @krzysztofdzi3 @rosebudorson @RiffmanDale @Peter14306722 @RandyKite @JackDaw68083738 @chantypo_71 @bunter888 @Schofield7Pete @ruckmalc He thought he’d done enough.. | 1482671479808475137 | 1591522008 | NA | NA | NA | NA | 0 | NA | NA | 44 | 2 | 2 | 7 | 7 | 3 | 3 | 4 | 4 | 4 | 4 | 7 | 7 | 0 | 0 | 6 | 6 | 0 | 0 | 1.400000 | 1.400000 | 2.3333333 | 2.3333333 | 1.0000000 | 1.0000000 | 0.8750000 | 0.8750000 | 0.1718750 | 0.1718750 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 0.750000 | 0.750000 | 0.1562500 | 0.1562500 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-16 | 2022 | 1 | 16 | 2 | 11 | David19531501 | David | An ordinary bloke . | 2017-07-24 17:30:05 | 0 | 0 | NA | West Kent , England. | 3466 | 4477 | 119298 | 8 | NA | NA | |||
| 889538408237944833 | 2022-01-16 11:27:04 | 0 | 0 | 2 | 0 | en | @john30296891 @LeftBehindPoet @Begentle50 @SallyAnnC3 @Mac_Paddy54 @GeoffBarton9 @ConraddKonnrad @BeowulfSchaefer @wanderer_bolton @resiguru @condimentset @boomer_ish @viv_cooper @Claesson_Kate @HWick_Chris @Jimbo12449841 @AndieHalihan @GeoffreyKeey @Chris_not_a_bot @MattAdkin @andrewsibley15 @just2sayin @CharlieCarlsbad @Nicoledso @marcsaysmarc @susan04071 @maria_sorensson @ChrisEv06631592 @bromhome @of_flocks @Maggie29047241 @AndrewKnight226 @denislewin2021 @TheGhos72578902 @JonHlluk @afewpoints @Rtti19311602 @IainColledge @Swen_2017 @The_Leaver @krzysztofdzi3 @rosebudorson @RiffmanDale @Peter14306722 @RandyKite @JackDaw68083738 @chantypo_71 @bunter888 @Schofield7Pete @ruckmalc Morning John. We weren’t allowed to do as they did is the point. | 1482675033805893634 | 1248538305341329409 | NA | NA | NA | NA | 0 | NA | NA | 44 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 2.000000 | 2.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-16 | 2022 | 1 | 16 | 2 | 11 | David19531501 | David | An ordinary bloke . | 2017-07-24 17:30:05 | 0 | 0 | NA | West Kent , England. | 3466 | 4477 | 119298 | 8 | NA | NA | |||
| 889538408237944833 | 2022-01-16 11:31:01 | 0 | 2 | 3 | 0 | en | @GeoffBarton9 @john30296891 @LeftBehindPoet @Begentle50 @SallyAnnC3 @Mac_Paddy54 @ConraddKonnrad @BeowulfSchaefer @wanderer_bolton @resiguru @condimentset @boomer_ish @viv_cooper @Claesson_Kate @HWick_Chris @Jimbo12449841 @AndieHalihan @GeoffreyKeey @Chris_not_a_bot @MattAdkin @andrewsibley15 @just2sayin @CharlieCarlsbad @Nicoledso @marcsaysmarc @susan04071 @maria_sorensson @ChrisEv06631592 @bromhome @of_flocks @Maggie29047241 @AndrewKnight226 @denislewin2021 @TheGhos72578902 @JonHlluk @afewpoints @Rtti19311602 @IainColledge @Swen_2017 @The_Leaver @krzysztofdzi3 @rosebudorson @RiffmanDale @Peter14306722 @RandyKite @JackDaw68083738 @chantypo_71 @bunter888 @Schofield7Pete @ruckmalc A student in Sheffield was fined £10k for arranging a party of 150.. | 1482676083333885952 | 1064245093408956416 | NA | NA | NA | NA | 0 | NA | NA | 44 | 2 | 2 | 5 | 5 | 2 | 2 | 3 | 3 | 4 | 4 | 5 | 5 | 0 | 0 | 10 | 10 | 0 | 0 | 1.250000 | 1.250000 | 1.5000000 | 1.5000000 | 0.5000000 | 0.5000000 | 0.8333333 | 0.8333333 | 0.2500000 | 0.2500000 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 1.666667 | 1.666667 | 0.5555556 | 0.5555556 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-16 | 2022 | 1 | 16 | 2 | 11 | David19531501 | David | An ordinary bloke . | 2017-07-24 17:30:05 | 0 | 0 | NA | West Kent , England. | 3466 | 4477 | 119298 | 8 | NA | NA | |||
| 889538408237944833 | 2022-01-16 11:33:00 | 0 | 0 | 2 | 0 | en | @LeftBehindPoet @GeoffBarton9 @john30296891 @Begentle50 @SallyAnnC3 @Mac_Paddy54 @ConraddKonnrad @BeowulfSchaefer @wanderer_bolton @resiguru @condimentset @boomer_ish @viv_cooper @Claesson_Kate @HWick_Chris @Jimbo12449841 @AndieHalihan @GeoffreyKeey @Chris_not_a_bot @MattAdkin @andrewsibley15 @just2sayin @CharlieCarlsbad @Nicoledso @marcsaysmarc @susan04071 @maria_sorensson @ChrisEv06631592 @bromhome @of_flocks @Maggie29047241 @AndrewKnight226 @denislewin2021 @TheGhos72578902 @JonHlluk @afewpoints @Rtti19311602 @IainColledge @Swen_2017 @The_Leaver @krzysztofdzi3 @rosebudorson @RiffmanDale @Peter14306722 @RandyKite @JackDaw68083738 @chantypo_71 @bunter888 @Schofield7Pete @ruckmalc Then BJ should be too. | 1482676944063942656 | 1591522008 | NA | NA | NA | NA | 0 | NA | NA | 44 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 2.000000 | 2.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-16 | 2022 | 1 | 16 | 2 | 11 | David19531501 | David | An ordinary bloke . | 2017-07-24 17:30:05 | 0 | 0 | NA | West Kent , England. | 3466 | 4477 | 119298 | 8 | NA | NA | |||
| 1380517743057891329 | 2022-01-15 08:39:02 | 0 | 2 | 0 | 0 | en | @Chris_not_a_bot @condimentset @wanderer_bolton @resiguru @boomer_ish @viv_cooper @LeftBehindPoet @Claesson_Kate @Begentle50 @GeoffBarton9 @HWick_Chris @AndieHalihan @SallyAnnC3 @GeoffreyKeey @ConraddKonnrad @David19531501 @Mac_Paddy54 @MattAdkin @andrewsibley15 @just2sayin @BeowulfSchaefer @CharlieCarlsbad @Nicoledso @marcsaysmarc @susan04071 @maria_sorensson @ChrisEv06631592 @bromhome @john30296891 @of_flocks @Maggie29047241 @AndrewKnight226 @denislewin2021 @TheGhos72578902 @JonHlluk @afewpoints @Rtti19311602 @IainColledge @Swen_2017 @The_Leaver @krzysztofdzi3 @rosebudorson @RiffmanDale @Peter14306722 @RandyKite @JackDaw68083738 @chantypo_71 @bunter888 @Schofield7Pete @ruckmalc You’re the cry babies https://twitter.com/Jimbo12449841/status/1482271175698960387/photo/1 | 1482148807542513665 | 1096435776076873730 | NA | NA | NA | NA | 0 | NA | 1 | 44 | 2 | 2 | 9 | 9 | 4 | 4 | 4 | 4 | 7 | 7 | 9 | 9 | 1 | 1 | 17 | 17 | 1 | 1 | 1.500000 | 1.500000 | 1.7500000 | 1.7500000 | 1.5000000 | 1.5000000 | 0.9000000 | 0.9000000 | 0.4100000 | 0.4100000 | 0.1000000 | 0.1000000 | 1.100000e-01 | 1.100000e-01 | 1.700000 | 1.700000 | 0.5700000 | 0.5700000 | 0.1000000 | 0.1000000 | 0.1100000 | 0.1100000 | 2022-01-15 | 2022 | 1 | 15 | 2 | 8 | Jimbo12449841 | Jimbo | James b is back | 2021-04-09 13:48:01 | 0 | 0 | NA | NA | 901 | 977 | 11452 | 6 | NA | NA | |||
| 747159120046923776 | 2022-01-16 11:33:05 | 0 | 0 | 4 | 0 | en | @SallyAnnC3 @Mac_Paddy54 @LeftBehindPoet @David19531501 @GeoffBarton9 @ConraddKonnrad @BeowulfSchaefer @wanderer_bolton @resiguru @condimentset @boomer_ish @viv_cooper @Claesson_Kate @HWick_Chris @Jimbo12449841 @AndieHalihan @GeoffreyKeey @Chris_not_a_bot @MattAdkin @andrewsibley15 @just2sayin @CharlieCarlsbad @Nicoledso @marcsaysmarc @susan04071 @maria_sorensson @ChrisEv06631592 @bromhome @john30296891 @of_flocks @Maggie29047241 @AndrewKnight226 @denislewin2021 @TheGhos72578902 @JonHlluk @afewpoints @Rtti19311602 @IainColledge @Swen_2017 @The_Leaver @krzysztofdzi3 @rosebudorson @RiffmanDale @Peter14306722 @RandyKite @JackDaw68083738 @chantypo_71 @bunter888 @Schofield7Pete @ruckmalc I agree it was his lies and how he tried to riddle out of it played the bigger role . | 1482676863650648067 | 1236656550447591424 | NA | NA | NA | NA | 0 | NA | NA | 44 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 4 | 4 | 0 | 0 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 4.000000 | 4.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-16 | 2022 | 1 | 16 | 2 | 11 | Begentle50 | Andy's balance and polite , ish 🏴🇺🇦 | NA | 2016-06-26 20:06:03 | 0 | 0 | NA | NA | 517 | 594 | 79457 | 7 | NA | NA | |||
| 747159120046923776 | 2022-01-16 10:55:01 | 0 | 4 | 4 | 0 | en | @Mac_Paddy54 @LeftBehindPoet @David19531501 @GeoffBarton9 @ConraddKonnrad @BeowulfSchaefer @wanderer_bolton @resiguru @condimentset @boomer_ish @viv_cooper @Claesson_Kate @HWick_Chris @Jimbo12449841 @AndieHalihan @SallyAnnC3 @GeoffreyKeey @Chris_not_a_bot @MattAdkin @andrewsibley15 @just2sayin @CharlieCarlsbad @Nicoledso @marcsaysmarc @susan04071 @maria_sorensson @ChrisEv06631592 @bromhome @john30296891 @of_flocks @Maggie29047241 @AndrewKnight226 @denislewin2021 @TheGhos72578902 @JonHlluk @afewpoints @Rtti19311602 @IainColledge @Swen_2017 @The_Leaver @krzysztofdzi3 @rosebudorson @RiffmanDale @Peter14306722 @RandyKite @JackDaw68083738 @chantypo_71 @bunter888 @Schofield7Pete @ruckmalc If more was to come out about labour I would hope you would want Starmer to go , because it well could | 1482667298808811529 | 1223721296040812545 | NA | NA | NA | NA | 0 | NA | NA | 44 | 3 | 3 | 318 | 318 | 116 | 116 | 39 | 39 | 25 | 25 | 326 | 326 | 2 | 2 | 624 | 624 | 10 | 10 | 1.566502 | 1.566502 | 21.8879318 | 21.8879318 | 15.9626436 | 15.9626436 | 1.0219436 | 1.0219436 | 0.0249408 | 0.0249408 | 0.0062696 | 0.0062696 | 7.861558e-05 | 7.861558e-05 | 1.956113 | 1.956113 | 0.0224939 | 0.0224939 | 0.0313480 | 0.0313480 | 0.0033313 | 0.0033313 | 2022-01-16 | 2022 | 1 | 16 | 2 | 10 | Begentle50 | Andy's balance and polite , ish 🏴🇺🇦 | NA | 2016-06-26 20:06:03 | 0 | 0 | NA | NA | 517 | 594 | 79457 | 7 | NA | NA | |||
| 747159120046923776 | 2022-01-16 11:07:02 | 0 | 5 | 3 | 0 | en | @SallyAnnC3 @Mac_Paddy54 @LeftBehindPoet @David19531501 @GeoffBarton9 @ConraddKonnrad @BeowulfSchaefer @wanderer_bolton @resiguru @condimentset @boomer_ish @viv_cooper @Claesson_Kate @HWick_Chris @Jimbo12449841 @AndieHalihan @GeoffreyKeey @Chris_not_a_bot @MattAdkin @andrewsibley15 @just2sayin @CharlieCarlsbad @Nicoledso @marcsaysmarc @susan04071 @maria_sorensson @ChrisEv06631592 @bromhome @john30296891 @of_flocks @Maggie29047241 @AndrewKnight226 @denislewin2021 @TheGhos72578902 @JonHlluk @afewpoints @Rtti19311602 @IainColledge @Swen_2017 @The_Leaver @krzysztofdzi3 @rosebudorson @RiffmanDale @Peter14306722 @RandyKite @JackDaw68083738 @chantypo_71 @bunter888 @Schofield7Pete @ruckmalc You hope 😂 I never put anything past the media , they have Johnson , it's all been trial by media , not sure if that's good for democracy | 1482670222180077572 | 1236656550447591424 | NA | NA | NA | NA | 0 | NA | NA | 44 | 5 | 5 | 281 | 281 | 104 | 104 | 35 | 35 | 25 | 25 | 287 | 287 | 2 | 2 | 556 | 556 | 9 | 9 | 1.578652 | 1.578652 | 19.9903851 | 19.9903851 | 17.7942314 | 17.7942314 | 1.0177305 | 1.0177305 | 0.0249484 | 0.0249484 | 0.0070922 | 0.0070922 | 1.509000e-04 | 1.509000e-04 | 1.971631 | 1.971631 | 0.0392083 | 0.0392083 | 0.0319149 | 0.0319149 | 0.0006790 | 0.0006790 | 2022-01-16 | 2022 | 1 | 16 | 2 | 11 | Begentle50 | Andy's balance and polite , ish 🏴🇺🇦 | NA | 2016-06-26 20:06:03 | 0 | 0 | NA | NA | 517 | 594 | 79457 | 7 | NA | NA | |||
| 747159120046923776 | 2022-01-16 11:15:01 | 0 | 3 | 4 | 0 | en | @SallyAnnC3 @Mac_Paddy54 @LeftBehindPoet @David19531501 @GeoffBarton9 @ConraddKonnrad @BeowulfSchaefer @wanderer_bolton @resiguru @condimentset @boomer_ish @viv_cooper @Claesson_Kate @HWick_Chris @Jimbo12449841 @AndieHalihan @GeoffreyKeey @Chris_not_a_bot @MattAdkin @andrewsibley15 @just2sayin @CharlieCarlsbad @Nicoledso @marcsaysmarc @susan04071 @maria_sorensson @ChrisEv06631592 @bromhome @john30296891 @of_flocks @Maggie29047241 @AndrewKnight226 @denislewin2021 @TheGhos72578902 @JonHlluk @afewpoints @Rtti19311602 @IainColledge @Swen_2017 @The_Leaver @krzysztofdzi3 @rosebudorson @RiffmanDale @Peter14306722 @RandyKite @JackDaw68083738 @chantypo_71 @bunter888 @Schofield7Pete @ruckmalc I 100% accept Johnson was in the wrong , just not sure I like how it all broke | 1482672391788580867 | 1236656550447591424 | NA | NA | NA | NA | 0 | NA | NA | 45 | 3 | 3 | 268 | 268 | 98 | 98 | 33 | 33 | 24 | 24 | 274 | 274 | 2 | 2 | 523 | 523 | 8 | 8 | 1.567251 | 1.567251 | 19.1224499 | 19.1224499 | 15.3741493 | 15.3741493 | 1.0185874 | 1.0185874 | 0.0112906 | 0.0112906 | 0.0074349 | 0.0074349 | 1.106000e-04 | 1.106000e-04 | 1.944238 | 1.944238 | 0.0194165 | 0.0194165 | 0.0297398 | 0.0297398 | 0.0004422 | 0.0004422 | 2022-01-16 | 2022 | 1 | 16 | 2 | 11 | Begentle50 | Andy's balance and polite , ish 🏴🇺🇦 | NA | 2016-06-26 20:06:03 | 0 | 0 | NA | NA | 517 | 594 | 79457 | 7 | NA | NA | |||
| 1064245093408956416 | 2022-01-16 08:48:00 | 0 | 2 | 0 | 0 | en | @LeftBehindPoet @ConraddKonnrad @Begentle50 @BeowulfSchaefer @wanderer_bolton @resiguru @condimentset @boomer_ish @viv_cooper @Claesson_Kate @HWick_Chris @Jimbo12449841 @AndieHalihan @SallyAnnC3 @GeoffreyKeey @David19531501 @Chris_not_a_bot @Mac_Paddy54 @MattAdkin @andrewsibley15 @just2sayin @CharlieCarlsbad @Nicoledso @marcsaysmarc @susan04071 @maria_sorensson @ChrisEv06631592 @bromhome @john30296891 @of_flocks @Maggie29047241 @AndrewKnight226 @denislewin2021 @TheGhos72578902 @JonHlluk @afewpoints @Rtti19311602 @IainColledge @Swen_2017 @The_Leaver @krzysztofdzi3 @rosebudorson @RiffmanDale @Peter14306722 @RandyKite @JackDaw68083738 @chantypo_71 @bunter888 @Schofield7Pete @ruckmalc If Turkey sorts out its human rights issues it will be very welcome. | 1482635350627524614 | 1591522008 | NA | NA | NA | NA | 0 | NA | NA | 44 | 2 | 2 | 85 | 85 | 23 | 23 | 31 | 31 | 12 | 12 | 85 | 85 | 0 | 0 | 126 | 126 | 0 | 0 | 1.349206 | 1.349206 | 16.2608700 | 16.2608700 | 12.5000000 | 12.5000000 | 0.9883721 | 0.9883721 | 0.0236614 | 0.0236614 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 1.465116 | 1.465116 | 0.0402921 | 0.0402921 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-16 | 2022 | 1 | 16 | 2 | 8 | GeoffBarton9 | Geoff Barton🇬🇷🇬🇧🇪🇺 | Build bridges, not walls. 🏳️🌈 #JohnsonOut | 2018-11-18 19:52:05 | 0 | 0 | NA | Crete, Greece | 4393 | 4987 | 55242 | 7 | NA | NA | |||
| 1064245093408956416 | 2022-01-16 11:28:01 | 0 | 2 | 3 | 0 | en | @john30296891 @LeftBehindPoet @Begentle50 @SallyAnnC3 @Mac_Paddy54 @David19531501 @ConraddKonnrad @BeowulfSchaefer @wanderer_bolton @resiguru @condimentset @boomer_ish @viv_cooper @Claesson_Kate @HWick_Chris @Jimbo12449841 @AndieHalihan @GeoffreyKeey @Chris_not_a_bot @MattAdkin @andrewsibley15 @just2sayin @CharlieCarlsbad @Nicoledso @marcsaysmarc @susan04071 @maria_sorensson @ChrisEv06631592 @bromhome @of_flocks @Maggie29047241 @AndrewKnight226 @denislewin2021 @TheGhos72578902 @JonHlluk @afewpoints @Rtti19311602 @IainColledge @Swen_2017 @The_Leaver @krzysztofdzi3 @rosebudorson @RiffmanDale @Peter14306722 @RandyKite @JackDaw68083738 @chantypo_71 @bunter888 @Schofield7Pete @ruckmalc The laws should have been written to reflect that then, but they weren't. There was nothing sudden about it. It was against the law as it stood. All those others fined could probably have put forward the same argument. | 1482675033805893634 | 1248538305341329409 | NA | NA | NA | NA | 0 | NA | NA | 44 | 2 | 2 | 7 | 7 | 3 | 3 | 4 | 4 | 5 | 5 | 7 | 7 | 0 | 0 | 13 | 13 | 0 | 0 | 1.400000 | 1.400000 | 1.6666666 | 1.6666666 | 1.5000000 | 1.5000000 | 0.8750000 | 0.8750000 | 0.3906250 | 0.3906250 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 1.625000 | 1.625000 | 0.5468750 | 0.5468750 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-16 | 2022 | 1 | 16 | 2 | 11 | GeoffBarton9 | Geoff Barton🇬🇷🇬🇧🇪🇺 | Build bridges, not walls. 🏳️🌈 #JohnsonOut | 2018-11-18 19:52:05 | 0 | 0 | NA | Crete, Greece | 4393 | 4987 | 55242 | 7 | NA | NA | |||
| 904097911209938948 | 2022-01-16 11:32:04 | 0 | 1 | 2 | 0 | en | @Claesson_Kate @SallyAnnC3 @Begentle50 @Mac_Paddy54 @LeftBehindPoet @David19531501 @GeoffBarton9 @ConraddKonnrad @BeowulfSchaefer @resiguru @condimentset @boomer_ish @viv_cooper @HWick_Chris @Jimbo12449841 @AndieHalihan @GeoffreyKeey @Chris_not_a_bot @MattAdkin @andrewsibley15 @just2sayin @CharlieCarlsbad @Nicoledso @marcsaysmarc @susan04071 @maria_sorensson @ChrisEv06631592 @bromhome @john30296891 @of_flocks @Maggie29047241 @AndrewKnight226 @denislewin2021 @TheGhos72578902 @JonHlluk @afewpoints @Rtti19311602 @IainColledge @Swen_2017 @The_Leaver @krzysztofdzi3 @rosebudorson @RiffmanDale @Peter14306722 @RandyKite @JackDaw68083738 @chantypo_71 @bunter888 @Schofield7Pete @ruckmalc "Johnson is in dire straits" What instrument does he play? | 1482675424723357708 | 1460363862398717961 | NA | NA | NA | NA | 0 | NA | NA | 44 | 1 | 1 | 3 | 3 | 2 | 2 | 2 | 2 | 4 | 4 | 3 | 3 | 0 | 0 | 8 | 8 | 0 | 0 | 1.500000 | 1.500000 | 1.0000000 | 1.0000000 | 0.0000000 | 0.0000000 | 0.7500000 | 0.7500000 | 0.3750000 | 0.3750000 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 2.000000 | 2.000000 | 0.2500000 | 0.2500000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-16 | 2022 | 1 | 16 | 2 | 11 | wanderer_bolton | Bolton Wanderer | Came for ⚽ Got distracted PUTOUT 🇺🇦 🇬🇧 Brexiteer FUEU 🐾 Animal lover ⛪Values Serious Humorous Banter P/taker Shoots from the lip! Don't like? Don't engage! | 2017-09-02 21:45:01 | 0 | 0 | NA | 🇬🇧Great Britain🇬🇧 | 443 | 551 | 44249 | 1 | NA | NA | |||
| 1236656550447591424 | 2022-01-16 11:31:02 | 0 | 2 | 6 | 0 | en | @Begentle50 @Mac_Paddy54 @LeftBehindPoet @David19531501 @GeoffBarton9 @ConraddKonnrad @BeowulfSchaefer @wanderer_bolton @resiguru @condimentset @boomer_ish @viv_cooper @Claesson_Kate @HWick_Chris @Jimbo12449841 @AndieHalihan @GeoffreyKeey @Chris_not_a_bot @MattAdkin @andrewsibley15 @just2sayin @CharlieCarlsbad @Nicoledso @marcsaysmarc @susan04071 @maria_sorensson @ChrisEv06631592 @bromhome @john30296891 @of_flocks @Maggie29047241 @AndrewKnight226 @denislewin2021 @TheGhos72578902 @JonHlluk @afewpoints @Rtti19311602 @IainColledge @Swen_2017 @The_Leaver @krzysztofdzi3 @rosebudorson @RiffmanDale @Peter14306722 @RandyKite @JackDaw68083738 @chantypo_71 @bunter888 @Schofield7Pete @ruckmalc I think you are over estimating the damage the stories did, what sink him was the way he thought he could lie his way out of it. He misled Parliament, that’s what has finished him. Again, think of Profumo. | 1482673694472380416 | 747159120046923776 | NA | NA | NA | NA | 0 | NA | NA | 44 | 2 | 2 | 4 | 4 | 2 | 2 | 3 | 3 | 4 | 4 | 4 | 4 | 0 | 0 | 17 | 17 | 0 | 0 | 1.333333 | 1.333333 | 1.0000000 | 1.0000000 | 1.0000000 | 1.0000000 | 0.8000000 | 0.8000000 | 0.4400000 | 0.4400000 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 3.400000 | 3.400000 | 0.7600000 | 0.7600000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-16 | 2022 | 1 | 16 | 2 | 11 | SallyAnnC3 | SallyAnnC🌻 | A free spirit and a happy hippy. Loves to love. Socialist🌹 When someone shows you who they are, believe them the first time. Maya Angelou. she/her | 2020-03-08 14:14:05 | 0 | 0 | NA | NA | 4006 | 4938 | 21714 | 7 | NA | NA | |||
| 3063944812 | 2022-01-15 17:09:05 | 0 | 6 | 1 | 0 | en | @susan04071 @SallyAnnC3 @Mac_Paddy54 @ChrisEv06631592 @LeftBehindPoet @of_flocks @MattAdkin @viv_cooper @AndieHalihan @Begentle50 @resiguru @BeowulfSchaefer @wanderer_bolton @condimentset @boomer_ish @Claesson_Kate @GeoffBarton9 @HWick_Chris @Jimbo12449841 @GeoffreyKeey @David19531501 @Chris_not_a_bot @andrewsibley15 @just2sayin @CharlieCarlsbad @Nicoledso @marcsaysmarc @maria_sorensson @bromhome @john30296891 @Maggie29047241 @AndrewKnight226 @denislewin2021 @TheGhos72578902 @JonHlluk @afewpoints @Rtti19311602 @IainColledge @Swen_2017 @The_Leaver @krzysztofdzi3 @rosebudorson @RiffmanDale @Peter14306722 @RandyKite @JackDaw68083738 @chantypo_71 @bunter888 @Schofield7Pete @ruckmalc Folks according to this less than 5000 have died purely of Covid since march 2020 Thoughts? https://twitter.com/ConraddKonnrad/status/1482399648631463938/photo/1 | 1482398661971693571 | 2232735721 | NA | NA | NA | NA | 0 | NA | 1 | 44 | 6 | 6 | 8 | 8 | 6 | 6 | 2 | 2 | 9 | 9 | 8 | 8 | 0 | 0 | 15 | 15 | 0 | 0 | 2.666667 | 2.666667 | 0.3333333 | 0.3333333 | 0.4444444 | 0.4444444 | 0.8888889 | 0.8888889 | 0.9876543 | 0.9876543 | 0.0000000 | 0.0000000 | 0.000000e+00 | 0.000000e+00 | 1.666667 | 1.666667 | 0.8518519 | 0.8518519 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-15 | 2022 | 1 | 15 | 2 | 17 | ConraddKonnrad | Konnrad | Nature , dawgs, cage fighting, Aristotle & wine. I like unusual. | 2015-02-26 13:11:00 | 0 | 0 | NA | England | 907 | 663 | 95609 | 15 | NA | NA | |||
| 1271732926636527616 | 2022-01-15 16:41:03 | 0 | 2 | 2 | 0 | en | @ConraddKonnrad @LeftBehindPoet @of_flocks @MattAdkin @viv_cooper @AndieHalihan @Begentle50 @resiguru @BeowulfSchaefer @wanderer_bolton @condimentset @boomer_ish @Claesson_Kate @GeoffBarton9 @HWick_Chris @Jimbo12449841 @SallyAnnC3 @GeoffreyKeey @David19531501 @Chris_not_a_bot @Mac_Paddy54 @andrewsibley15 @just2sayin @CharlieCarlsbad @Nicoledso @marcsaysmarc @susan04071 @maria_sorensson @bromhome @john30296891 @Maggie29047241 @AndrewKnight226 @denislewin2021 @TheGhos72578902 @JonHlluk @afewpoints @Rtti19311602 @IainColledge @Swen_2017 @The_Leaver @krzysztofdzi3 @rosebudorson @RiffmanDale @Peter14306722 @RandyKite @JackDaw68083738 @chantypo_71 @bunter888 @Schofield7Pete @ruckmalc Let Boris fall on his own sword now, then a new start with a new leader, all will be forgotten and normal service will resume, there’s plenty of time. | 1482391898111283203 | 3063944812 | NA | NA | NA | NA | 0 | NA | NA | 44 | 2 | 2 | 382 | 382 | 153 | 153 | 38 | 38 | 32 | 32 | 390 | 390 | 1 | 1 | 549 | 549 | 7 | 7 | 1.660870 | 1.660870 | 16.9411774 | 16.9411774 | 17.5000000 | 17.5000000 | 1.0182768 | 1.0182768 | 0.0103007 | 0.0103007 | 0.0026110 | 0.0026110 | 2.045143e-05 | 2.045143e-05 | 1.433420 | 1.433420 | 0.0070489 | 0.0070489 | 0.0182768 | 0.0182768 | 0.0001432 | 0.0001432 | 2022-01-15 | 2022 | 1 | 15 | 2 | 16 | ChrisEv06631592 | Chris Evans | Conservative,Patriot,Brexiteer loves the UK🇬🇧🇬🇧🇬🇧. LAND OF HOPE AND GLORY Socialism doesn’t work Trump 2020🇺🇸GOP✝️ | 2020-06-13 09:15:04 | 0 | 0 | NA | England, United Kingdom | 4206 | 3774 | 8138 | 3 | NA | NA |
Temporal extent
tweets_c %>%
filter(ur_conversation_id==sql("1225501300789477377")) %>%
count(original,date_created_at) %>%
collect() %>%
mutate(original=if_else(original==1,"contains keywords","expanded conversation")) %>%
ggplot(aes(x=date_created_at,y=n,fill=original)) +
geom_col(width=1,position = 'stack') +
theme_hsci_discrete()
Conversation 1485881808747220996: random ur-conversation 1
ur_conversation_id_key <- "1485881808747220996"
tweets_c_i %>%
filter(ur_conversation_id==sql(ur_conversation_id_key)) %>%
summarize(
tweets=n(),
tweets_with_keywords=sum(original, na.rm=T),
authors=n_distinct(author_id),
min_date=min(created_at, na.rm=T),
max_date=max(created_at, na.rm=T)
) %>% collect() %>%
bind_cols(
tweets_c_i %>%
filter(ur_conversation_id==sql(ur_conversation_id_key)) %>%
count(author_id,name="tweets_per_author") %>%
mutate(m_t_p_a=mean(tweets_per_author, na.rm=T)) %>%
summarize(mean_tweets_per_author=mean(tweets_per_author),tweets_per_author_mean_absolute_deviation=mean(abs(m_t_p_a-tweets_per_author))) %>% collect()
) %>%
gt()| tweets | tweets_with_keywords | authors | min_date | max_date | mean_tweets_per_author | tweets_per_author_mean_absolute_deviation |
|---|---|---|---|---|---|---|
| 3 | 3 | 2 | 2022-01-25 07:46:04 | 2022-01-25 12:48:02 | 1.5 | 0.5 |
First 20 tweets
tweets_c_i %>%
filter(ur_conversation_id==sql(ur_conversation_id_key)) %>%
left_join(users_c_i,by=c("author_id"="user_id")) %>%
arrange(created_at.x) %>%
head(20) %>%
mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
gt() %>%
fmt_markdown(tweet_id|conversation_id|ur_conversation_id)| tweet_id | ur_conversation_id | conversation_id | author_id | created_at.x | retweet_count | reply_count | like_count | quote_count | lang | text | in_reply_to | in_reply_to_user_id | quotes | retweet_of | error.x | error_detail.x | original | hashtags | urls | mentions | children | ur_children | descendants | ur_descendants | leaf_descendants | ur_leaf_descendants | max_depth | ur_max_depth | t_authors | ur_t_authors | t_reply_count | ur_t_reply_count | t_quote_count | ur_t_quote_count | t_like_count | ur_t_like_count | t_retweet_count | ur_t_retweet_count | branching_factor | ur_branching_factor | mean_depth | ur_mean_depth | depth_mad | ur_depth_mad | mean_reply_count | ur_mean_reply_count | reply_count_mad | ur_reply_count_mad | mean_quote_count | ur_mean_quote_count | quote_count_mad | ur_quote_count_mad | mean_like_count | ur_mean_like_count | like_count_mad | ur_like_count_mad | mean_retweet_count | ur_mean_retweet_count | retweet_count_mad | ur_retweet_count_mad | date_created_at | year_created_at | month_created_at | day_created_at | week_created_at | hour_created_at | username | name | description | created_at.y | verified | protected | url | location | followers_count | following_count | tweet_count | listed_count | error.y | error_detail.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 809793675882598400 | 2022-01-25 07:46:04 | 6 | 4 | 23 | 1 | en | This is the most absurd, most weird, most stupid thing I have ever seen. These guys not only railed against Jackson's motion but celebrated its defeat, but from the government. JLP urges gov't to engage banks over fee increases https://jamaica-gleaner.com/article/news/20220124/jlp-urges-govt-engage-banks-over-fee-increases via @jamaicagleaner | NA | NA | NA | NA | NA | NA | 1 | NA | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 2 | 1 | 2 | 1 | 2 | 4 | 4 | 1 | 1 | 30 | 30 | 8 | 10 | 1 | 2 | 0 | 0.5 | 0 | 0.5 | 2 | 1.333333 | 2 | 1.333333 | 0.5 | 0.3333333 | 0.5 | 0.3333333 | 15 | 10.0 | 8 | 5.333333 | 4 | 3.333333 | 2 | 1.333333 | 2022-01-25 | 2022 | 1 | 25 | 4 | 7 | ThompsonCanute | Canute Thompson | Senior Lecturer - Educational Policy, Planning, and Leadership; Head - Caribbean Centre for Educational Planning, UWI, Mona | 2016-12-16 16:13:05 | 0 | 0 | http://eepurl.com/ctP8fT | Jamaica | 3848 | 276 | 17372 | 8 | NA | NA | |||
| 809793675882598400 | 2022-01-25 12:13:00 | 2 | 0 | 7 | 0 | en | JLP leader Andrew Holness party is asking Prime Minister Holness' government to do something about a problem Prime Minister Holness and his MPs said was not a problem. Absurdity | 1485881808747220996 | 809793675882598400 | NA | NA | NA | NA | 1 | NA | NA | NA | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 2 | 0 | 0 | 0 | 0 | 7 | 7 | 2 | 4 | 0 | 1 | 0 | 0.0 | 0 | 0.0 | 0 | 0.000000 | 0 | 0.000000 | 0.0 | 0.0000000 | 0.0 | 0.0000000 | 7 | 3.5 | 0 | 3.500000 | 2 | 2.000000 | 0 | 0.000000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 12 | ThompsonCanute | Canute Thompson | Senior Lecturer - Educational Policy, Planning, and Leadership; Head - Caribbean Centre for Educational Planning, UWI, Mona | 2016-12-16 16:13:05 | 0 | 0 | http://eepurl.com/ctP8fT | Jamaica | 3848 | 276 | 17372 | 8 | NA | NA | |||
| 1185307579448283136 | 2022-01-25 12:48:02 | 2 | 0 | 0 | 0 | en | RT @ThompsonCanute: JLP leader Andrew Holness party is asking Prime Minister Holness' government to do something about a problem Prime Mini… | NA | NA | NA | 1485948831699247104 | NA | NA | 1 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 0.0 | 0 | 0.0 | 0 | 0.000000 | 0 | 0.000000 | 0.0 | 0.0000000 | 0.0 | 0.0000000 | 0 | 0.0 | 0 | 0.000000 | 2 | 2.000000 | 0 | 0.000000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 12 | LambertBrownJa | Lambert Brown | Trade Unionist • PNP Senator • Fighting for the People | 2019-10-18 21:32:03 | 0 | 0 | NA | NA | 3826 | 207 | 5860 | 11 | NA | NA |
Random 20 tweets
tweets_c_i %>%
filter(ur_conversation_id==sql(ur_conversation_id_key)) %>%
arrange(sql("RAND()")) %>%
head(20) %>%
arrange(created_at) %>%
left_join(users_c_i,by=c("author_id"="user_id")) %>%
mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
gt() %>%
fmt_markdown(tweet_id|conversation_id|ur_conversation_id)| tweet_id | ur_conversation_id | conversation_id | author_id | created_at.x | retweet_count | reply_count | like_count | quote_count | lang | text | in_reply_to | in_reply_to_user_id | quotes | retweet_of | error.x | error_detail.x | original | hashtags | urls | mentions | children | ur_children | descendants | ur_descendants | leaf_descendants | ur_leaf_descendants | max_depth | ur_max_depth | t_authors | ur_t_authors | t_reply_count | ur_t_reply_count | t_quote_count | ur_t_quote_count | t_like_count | ur_t_like_count | t_retweet_count | ur_t_retweet_count | branching_factor | ur_branching_factor | mean_depth | ur_mean_depth | depth_mad | ur_depth_mad | mean_reply_count | ur_mean_reply_count | reply_count_mad | ur_reply_count_mad | mean_quote_count | ur_mean_quote_count | quote_count_mad | ur_quote_count_mad | mean_like_count | ur_mean_like_count | like_count_mad | ur_like_count_mad | mean_retweet_count | ur_mean_retweet_count | retweet_count_mad | ur_retweet_count_mad | date_created_at | year_created_at | month_created_at | day_created_at | week_created_at | hour_created_at | username | name | description | created_at.y | verified | protected | url | location | followers_count | following_count | tweet_count | listed_count | error.y | error_detail.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 809793675882598400 | 2022-01-25 12:13:00 | 2 | 0 | 7 | 0 | en | JLP leader Andrew Holness party is asking Prime Minister Holness' government to do something about a problem Prime Minister Holness and his MPs said was not a problem. Absurdity | 1485881808747220996 | 809793675882598400 | NA | NA | NA | NA | 1 | NA | NA | NA | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 2 | 0 | 0 | 0 | 0 | 7 | 7 | 2 | 4 | 0 | 1 | 0 | 0.0 | 0 | 0.0 | 0 | 0.000000 | 0 | 0.000000 | 0.0 | 0.0000000 | 0.0 | 0.0000000 | 7 | 3.5 | 0 | 3.500000 | 2 | 2.000000 | 0 | 0.000000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 12 | ThompsonCanute | Canute Thompson | Senior Lecturer - Educational Policy, Planning, and Leadership; Head - Caribbean Centre for Educational Planning, UWI, Mona | 2016-12-16 16:13:05 | 0 | 0 | http://eepurl.com/ctP8fT | Jamaica | 3848 | 276 | 17372 | 8 | NA | NA | |||
| 809793675882598400 | 2022-01-25 07:46:04 | 6 | 4 | 23 | 1 | en | This is the most absurd, most weird, most stupid thing I have ever seen. These guys not only railed against Jackson's motion but celebrated its defeat, but from the government. JLP urges gov't to engage banks over fee increases https://jamaica-gleaner.com/article/news/20220124/jlp-urges-govt-engage-banks-over-fee-increases via @jamaicagleaner | NA | NA | NA | NA | NA | NA | 1 | NA | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 2 | 1 | 2 | 1 | 2 | 4 | 4 | 1 | 1 | 30 | 30 | 8 | 10 | 1 | 2 | 0 | 0.5 | 0 | 0.5 | 2 | 1.333333 | 2 | 1.333333 | 0.5 | 0.3333333 | 0.5 | 0.3333333 | 15 | 10.0 | 8 | 5.333333 | 4 | 3.333333 | 2 | 1.333333 | 2022-01-25 | 2022 | 1 | 25 | 4 | 7 | ThompsonCanute | Canute Thompson | Senior Lecturer - Educational Policy, Planning, and Leadership; Head - Caribbean Centre for Educational Planning, UWI, Mona | 2016-12-16 16:13:05 | 0 | 0 | http://eepurl.com/ctP8fT | Jamaica | 3848 | 276 | 17372 | 8 | NA | NA | |||
| 1185307579448283136 | 2022-01-25 12:48:02 | 2 | 0 | 0 | 0 | en | RT @ThompsonCanute: JLP leader Andrew Holness party is asking Prime Minister Holness' government to do something about a problem Prime Mini… | NA | NA | NA | 1485948831699247104 | NA | NA | 1 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 0.0 | 0 | 0.0 | 0 | 0.000000 | 0 | 0.000000 | 0.0 | 0.0000000 | 0.0 | 0.0000000 | 0 | 0.0 | 0 | 0.000000 | 2 | 2.000000 | 0 | 0.000000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 12 | LambertBrownJa | Lambert Brown | Trade Unionist • PNP Senator • Fighting for the People | 2019-10-18 21:32:03 | 0 | 0 | NA | NA | 3826 | 207 | 5860 | 11 | NA | NA |
Temporal extent
tweets_c %>%
filter(ur_conversation_id==sql(ur_conversation_id_key)) %>%
count(original,date_created_at) %>%
collect() %>%
mutate(original=if_else(original==1,"contains keywords","expanded conversation")) %>%
ggplot(aes(x=date_created_at,y=n,fill=original)) +
geom_col(width=1,position = 'stack') +
theme_hsci_discrete()
Conversation 1485881813692149764: random ur-conversation 2
ur_conversation_id_key <- "1485881813692149764"
tweets_c_i %>%
filter(ur_conversation_id==sql(ur_conversation_id_key)) %>%
summarize(
tweets=n(),
tweets_with_keywords=sum(original),
authors=n_distinct(author_id),
min_date=min(created_at),
max_date=max(created_at)
) %>% collect() %>%
bind_cols(
tweets_c_i %>%
filter(ur_conversation_id==sql(ur_conversation_id_key)) %>%
count(author_id,name="tweets_per_author") %>%
mutate(m_t_p_a=mean(tweets_per_author)) %>%
summarize(mean_tweets_per_author=mean(tweets_per_author),tweets_per_author_mean_absolute_deviation=mean(abs(m_t_p_a-tweets_per_author))) %>% collect()
) %>%
gt()| tweets | tweets_with_keywords | authors | min_date | max_date | mean_tweets_per_author | tweets_per_author_mean_absolute_deviation |
|---|---|---|---|---|---|---|
| 1 | 1 | 1 | 2022-01-25 07:46:04 | 2022-01-25 07:46:04 | 1 | 0 |
First 20 tweets
tweets_c_i %>%
filter(ur_conversation_id==sql(ur_conversation_id_key)) %>%
left_join(users_c_i,by=c("author_id"="user_id")) %>%
arrange(created_at.x) %>%
head(20) %>%
mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
gt() %>%
fmt_markdown(tweet_id|conversation_id|ur_conversation_id)| tweet_id | ur_conversation_id | conversation_id | author_id | created_at.x | retweet_count | reply_count | like_count | quote_count | lang | text | in_reply_to | in_reply_to_user_id | quotes | retweet_of | error.x | error_detail.x | original | hashtags | urls | mentions | children | ur_children | descendants | ur_descendants | leaf_descendants | ur_leaf_descendants | max_depth | ur_max_depth | t_authors | ur_t_authors | t_reply_count | ur_t_reply_count | t_quote_count | ur_t_quote_count | t_like_count | ur_t_like_count | t_retweet_count | ur_t_retweet_count | branching_factor | ur_branching_factor | mean_depth | ur_mean_depth | depth_mad | ur_depth_mad | mean_reply_count | ur_mean_reply_count | reply_count_mad | ur_reply_count_mad | mean_quote_count | ur_mean_quote_count | quote_count_mad | ur_quote_count_mad | mean_like_count | ur_mean_like_count | like_count_mad | ur_like_count_mad | mean_retweet_count | ur_mean_retweet_count | retweet_count_mad | ur_retweet_count_mad | date_created_at | year_created_at | month_created_at | day_created_at | week_created_at | hour_created_at | username | name | description | created_at.y | verified | protected | url | location | followers_count | following_count | tweet_count | listed_count | error.y | error_detail.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1443217850836008960 | 2022-01-25 07:46:04 | 0 | 0 | 0 | 0 | en | PM Modi interacts with Page Samiti members from Gujarat via NaMo App https://www.narendramodi.in/prime-minister-narendra-modi-s-interaction-with-page-samiti-members-from-gujarat-559639 https://twitter.com/kamlesh60280465/status/1485881813692149764/photo/1 | NA | NA | NA | NA | NA | NA | 1 | NA | 2 | NA | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2022-01-25 | 2022 | 1 | 25 | 4 | 7 | kamlesh60280465 | kamlesh solanki | PRESIDENT YOUTH BJP VERAVAL-SOMNATH BAXIPANCH MORCHA | 2021-09-29 14:15:05 | 0 | 0 | NA | Gujarat, India | 282 | 433 | 11667 | 0 | NA | NA |
Random 20 tweets
tweets_c_i %>%
filter(ur_conversation_id==sql(ur_conversation_id_key)) %>%
arrange(sql("RAND()")) %>%
head(20) %>%
arrange(created_at) %>%
left_join(users_c_i,by=c("author_id"="user_id")) %>%
mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
gt() %>%
fmt_markdown(tweet_id|conversation_id|ur_conversation_id)| tweet_id | ur_conversation_id | conversation_id | author_id | created_at.x | retweet_count | reply_count | like_count | quote_count | lang | text | in_reply_to | in_reply_to_user_id | quotes | retweet_of | error.x | error_detail.x | original | hashtags | urls | mentions | children | ur_children | descendants | ur_descendants | leaf_descendants | ur_leaf_descendants | max_depth | ur_max_depth | t_authors | ur_t_authors | t_reply_count | ur_t_reply_count | t_quote_count | ur_t_quote_count | t_like_count | ur_t_like_count | t_retweet_count | ur_t_retweet_count | branching_factor | ur_branching_factor | mean_depth | ur_mean_depth | depth_mad | ur_depth_mad | mean_reply_count | ur_mean_reply_count | reply_count_mad | ur_reply_count_mad | mean_quote_count | ur_mean_quote_count | quote_count_mad | ur_quote_count_mad | mean_like_count | ur_mean_like_count | like_count_mad | ur_like_count_mad | mean_retweet_count | ur_mean_retweet_count | retweet_count_mad | ur_retweet_count_mad | date_created_at | year_created_at | month_created_at | day_created_at | week_created_at | hour_created_at | username | name | description | created_at.y | verified | protected | url | location | followers_count | following_count | tweet_count | listed_count | error.y | error_detail.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1443217850836008960 | 2022-01-25 07:46:04 | 0 | 0 | 0 | 0 | en | PM Modi interacts with Page Samiti members from Gujarat via NaMo App https://www.narendramodi.in/prime-minister-narendra-modi-s-interaction-with-page-samiti-members-from-gujarat-559639 https://twitter.com/kamlesh60280465/status/1485881813692149764/photo/1 | NA | NA | NA | NA | NA | NA | 1 | NA | 2 | NA | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2022-01-25 | 2022 | 1 | 25 | 4 | 7 | kamlesh60280465 | kamlesh solanki | PRESIDENT YOUTH BJP VERAVAL-SOMNATH BAXIPANCH MORCHA | 2021-09-29 14:15:05 | 0 | 0 | NA | Gujarat, India | 282 | 433 | 11667 | 0 | NA | NA |
Temporal extent
tweets_c %>%
filter(ur_conversation_id==sql(ur_conversation_id_key)) %>%
count(original,date_created_at) %>%
collect() %>%
mutate(original=if_else(original==1,"contains keywords","expanded conversation")) %>%
ggplot(aes(x=date_created_at,y=n,fill=original)) +
geom_col(width=1,position = 'stack') +
theme_hsci_discrete()
Conversation 1485881842322612226: random ur-conversation 3
ur_conversation_id_key <- "1485881842322612226"
tweets_c_i %>%
filter(ur_conversation_id==sql(ur_conversation_id_key)) %>%
summarize(
tweets=n(),
tweets_with_keywords=sum(original),
authors=n_distinct(author_id),
min_date=min(created_at),
max_date=max(created_at)
) %>% collect() %>%
bind_cols(
tweets_c_i %>%
filter(ur_conversation_id==sql(ur_conversation_id_key)) %>%
count(author_id,name="tweets_per_author") %>%
mutate(m_t_p_a=mean(tweets_per_author)) %>%
summarize(mean_tweets_per_author=mean(tweets_per_author),tweets_per_author_mean_absolute_deviation=mean(abs(m_t_p_a-tweets_per_author))) %>% collect()
) %>%
gt()| tweets | tweets_with_keywords | authors | min_date | max_date | mean_tweets_per_author | tweets_per_author_mean_absolute_deviation |
|---|---|---|---|---|---|---|
| 8 | 5 | 6 | 2022-01-25 07:46:05 | 2022-01-26 04:46:05 | 1.3333 | 0.4444333 |
First 20 tweets
tweets_c_i %>%
filter(ur_conversation_id==sql(ur_conversation_id_key)) %>%
left_join(users_c_i,by=c("author_id"="user_id")) %>%
arrange(created_at.x) %>%
head(20) %>%
mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
gt() %>%
fmt_markdown(tweet_id|conversation_id|ur_conversation_id)| tweet_id | ur_conversation_id | conversation_id | author_id | created_at.x | retweet_count | reply_count | like_count | quote_count | lang | text | in_reply_to | in_reply_to_user_id | quotes | retweet_of | error.x | error_detail.x | original | hashtags | urls | mentions | children | ur_children | descendants | ur_descendants | leaf_descendants | ur_leaf_descendants | max_depth | ur_max_depth | t_authors | ur_t_authors | t_reply_count | ur_t_reply_count | t_quote_count | ur_t_quote_count | t_like_count | ur_t_like_count | t_retweet_count | ur_t_retweet_count | branching_factor | ur_branching_factor | mean_depth | ur_mean_depth | depth_mad | ur_depth_mad | mean_reply_count | ur_mean_reply_count | reply_count_mad | ur_reply_count_mad | mean_quote_count | ur_mean_quote_count | quote_count_mad | ur_quote_count_mad | mean_like_count | ur_mean_like_count | like_count_mad | ur_like_count_mad | mean_retweet_count | ur_mean_retweet_count | retweet_count_mad | ur_retweet_count_mad | date_created_at | year_created_at | month_created_at | day_created_at | week_created_at | hour_created_at | username | name | description | created_at.y | verified | protected | url | location | followers_count | following_count | tweet_count | listed_count | error.y | error_detail.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1091288805494145024 | 2022-01-25 07:46:05 | 4 | 2 | 5 | 2 | en | Personalities think: Grace Tame controversy prime minister Scott Morrison on Australian of the Year https://www.emucoupon.com/australia/grace-tame-scott-morrison-controversy-australian-of-the-year #ScottyFromPhotoOps #AOTY https://twitter.com/emucoupon/status/1485881842322612226/photo/1 | NA | NA | NA | NA | NA | NA | 1 | 2 | 2 | NA | 2 | 6 | 3 | 7 | 2 | 6 | 2 | 2 | 4 | 6 | 3 | 3 | 2 | 2 | 8 | 8 | 4 | 20 | 1.5 | 3.5 | 0.5 | 0.1666667 | 0.5 | 0.2777778 | 0.75 | 0.375 | 0.5625 | 0.515625 | 0.5 | 0.25 | 0.625 | 0.40625 | 2 | 1 | 1 | 1.125 | 1 | 2.5 | 1.25 | 1.5625 | 2022-01-25 | 2022 | 1 | 25 | 4 | 7 | emucoupon | EMUCoupon | Australia’s Shopping Guru. Follow us to get discount coupons on your favorite online shopping items. Learn to save from the country’s top shopping experts. | 2019-02-01 10:55:00 | 0 | 0 | http://www.emucoupon.com/ | Australia | 97 | 217 | 569 | 0 | NA | NA | |||
| 1056851700013764608 | 2022-01-25 07:47:04 | 4 | 0 | 0 | 0 | en | RT @emucoupon: Personalities think: Grace Tame controversy prime minister Scott Morrison on Australian of the Year https://www.emucoupon.com/australia/grace-tame-scott-morrison-controversy-australian-of-the-year… | NA | NA | NA | 1485881842322612226 | NA | NA | 1 | NA | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 4 | 0.0 | 0.0 | 0.0 | 0.0000000 | 0.0 | 0.0000000 | 0.00 | 0.000 | 0.0000 | 0.000000 | 0.0 | 0.00 | 0.000 | 0.00000 | 0 | 0 | 0 | 0.000 | 4 | 4.0 | 0.00 | 0.0000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 7 | WillSmi91862562 | Will Smith | Bike enthusiast who lives his life one mile at a time. I am interested in tech, money saving and a whole lot of other issues. Big believer in humanity, kindness | 2018-10-29 10:14:01 | 0 | 0 | NA | Florida | 199 | 694 | 1491 | 0 | NA | NA | |||
| 1453300371145777164 | 2022-01-25 07:51:04 | 4 | 0 | 0 | 0 | en | RT @emucoupon: Personalities think: Grace Tame controversy prime minister Scott Morrison on Australian of the Year https://www.emucoupon.com/australia/grace-tame-scott-morrison-controversy-australian-of-the-year… | NA | NA | NA | 1485881842322612226 | NA | NA | 1 | NA | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 4 | 0.0 | 0.0 | 0.0 | 0.0000000 | 0.0 | 0.0000000 | 0.00 | 0.000 | 0.0000 | 0.000000 | 0.0 | 0.00 | 0.000 | 0.00000 | 0 | 0 | 0 | 0.000 | 4 | 4.0 | 0.00 | 0.0000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 7 | MaxElice | Elice Max | NA | 2021-10-27 10:00:05 | 0 | 0 | NA | NA | 0 | 7 | 7 | 0 | NA | NA | |||
| 1027528134772572160 | 2022-01-25 07:52:01 | 4 | 0 | 0 | 0 | en | RT @emucoupon: Personalities think: Grace Tame controversy prime minister Scott Morrison on Australian of the Year https://www.emucoupon.com/australia/grace-tame-scott-morrison-controversy-australian-of-the-year… | NA | NA | NA | 1485881842322612226 | NA | NA | 1 | NA | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 4 | 0.0 | 0.0 | 0.0 | 0.0000000 | 0.0 | 0.0000000 | 0.00 | 0.000 | 0.0000 | 0.000000 | 0.0 | 0.00 | 0.000 | 0.00000 | 0 | 0 | 0 | 0.000 | 4 | 4.0 | 0.00 | 0.0000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 7 | EliceMax | Elice Max | Entrepreneur | Mom | Co-Owner of @EmuCoupon | Shopping Analyst. Words in @MarketWatch @NextAvenue @GoBankingRates @ThriveGlobal | 2018-08-09 12:12:05 | 0 | 0 | https://www.emucoupon.com/ | Brisbane, QLD | 126 | 85 | 27 | 0 | NA | NA | |||
| 1453300371145777164 | 2022-01-25 07:53:01 | 0 | 0 | 1 | 0 | en | @emucoupon @CalTwomey @RileyBev @vmp9 Or more accurately which poltical party they vote fo | 1485881842322612226 | 1091288805494145024 | NA | NA | NA | NA | 0 | NA | NA | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0.0 | 0.0 | 0.0 | 0.0000000 | 0.0 | 0.0000000 | 0.00 | 0.000 | 0.0000 | 0.000000 | 0.0 | 0.00 | 0.000 | 0.00000 | 1 | 1 | 0 | 0.000 | 0 | 0.0 | 0.00 | 0.0000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 7 | MaxElice | Elice Max | NA | 2021-10-27 10:00:05 | 0 | 0 | NA | NA | 0 | 7 | 7 | 0 | NA | NA | |||
| 1445267851791720449 | 2022-01-25 07:57:01 | 4 | 0 | 0 | 0 | en | RT @emucoupon: Personalities think: Grace Tame controversy prime minister Scott Morrison on Australian of the Year https://www.emucoupon.com/australia/grace-tame-scott-morrison-controversy-australian-of-the-year… | NA | NA | NA | 1485881842322612226 | NA | NA | 1 | NA | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 4 | 0.0 | 0.0 | 0.0 | 0.0000000 | 0.0 | 0.0000000 | 0.00 | 0.000 | 0.0000 | 0.000000 | 0.0 | 0.00 | 0.000 | 0.00000 | 0 | 0 | 0 | 0.000 | 4 | 4.0 | 0.00 | 0.0000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 7 | KennWilliams10 | Kenn Williams | I am a family man, Father of 2 littles. Loving travel, try to reach new things to give society something good | 2021-10-05 06:01:03 | 0 | 0 | NA | NA | 2 | 30 | 5 | 0 | NA | NA | |||
| 1437678627156541448 | 2022-01-25 07:58:05 | 0 | 1 | 2 | 0 | en | @emucoupon @CalTwomey @RileyBev @vmp9 Brave act by Grace | 1485881842322612226 | 1091288805494145024 | NA | NA | NA | NA | 0 | NA | NA | 4 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 0 | 0 | 2 | 2 | 0 | 0 | 1.0 | 1.0 | 0.0 | 0.0000000 | 0.0 | 0.0000000 | 0.50 | 0.500 | 0.5000 | 0.500000 | 0.0 | 0.00 | 0.000 | 0.00000 | 1 | 1 | 1 | 1.000 | 0 | 0.0 | 0.00 | 0.0000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 7 | Elizabe69898841 | Elizabeth Gianna | A girl who loves, writing, traveling, and something creative creations :) If I didn't write I read books. | 2021-09-14 07:25:02 | 0 | 0 | NA | New York, USA | 14 | 80 | 19 | 0 | NA | NA | |||
| 1056851700013764608 | 2022-01-26 04:46:05 | 0 | 0 | 0 | 0 | en | @Elizabe69898841 @emucoupon @CalTwomey @RileyBev @vmp9 Grace Tame be like "🤬" https://twitter.com/WillSmi91862562/status/1486198923379228673/photo/1 | 1485884893884256260 | 1437678627156541448 | NA | NA | NA | NA | 0 | NA | 1 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 0.0000000 | 0.0 | 0.0000000 | 0.00 | 0.000 | 0.0000 | 0.000000 | 0.0 | 0.00 | 0.000 | 0.00000 | 0 | 0 | 0 | 0.000 | 0 | 0.0 | 0.00 | 0.0000 | 2022-01-26 | 2022 | 1 | 26 | 4 | 4 | WillSmi91862562 | Will Smith | Bike enthusiast who lives his life one mile at a time. I am interested in tech, money saving and a whole lot of other issues. Big believer in humanity, kindness | 2018-10-29 10:14:01 | 0 | 0 | NA | Florida | 199 | 694 | 1491 | 0 | NA | NA |
Random 20 tweets
tweets_c_i %>%
filter(ur_conversation_id==sql(ur_conversation_id_key)) %>%
arrange(sql("RAND()")) %>%
head(20) %>%
arrange(created_at) %>%
left_join(users_c_i,by=c("author_id"="user_id")) %>%
mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
gt() %>%
fmt_markdown(tweet_id|conversation_id|ur_conversation_id)| tweet_id | ur_conversation_id | conversation_id | author_id | created_at.x | retweet_count | reply_count | like_count | quote_count | lang | text | in_reply_to | in_reply_to_user_id | quotes | retweet_of | error.x | error_detail.x | original | hashtags | urls | mentions | children | ur_children | descendants | ur_descendants | leaf_descendants | ur_leaf_descendants | max_depth | ur_max_depth | t_authors | ur_t_authors | t_reply_count | ur_t_reply_count | t_quote_count | ur_t_quote_count | t_like_count | ur_t_like_count | t_retweet_count | ur_t_retweet_count | branching_factor | ur_branching_factor | mean_depth | ur_mean_depth | depth_mad | ur_depth_mad | mean_reply_count | ur_mean_reply_count | reply_count_mad | ur_reply_count_mad | mean_quote_count | ur_mean_quote_count | quote_count_mad | ur_quote_count_mad | mean_like_count | ur_mean_like_count | like_count_mad | ur_like_count_mad | mean_retweet_count | ur_mean_retweet_count | retweet_count_mad | ur_retweet_count_mad | date_created_at | year_created_at | month_created_at | day_created_at | week_created_at | hour_created_at | username | name | description | created_at.y | verified | protected | url | location | followers_count | following_count | tweet_count | listed_count | error.y | error_detail.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1437678627156541448 | 2022-01-25 07:58:05 | 0 | 1 | 2 | 0 | en | @emucoupon @CalTwomey @RileyBev @vmp9 Brave act by Grace | 1485881842322612226 | 1091288805494145024 | NA | NA | NA | NA | 0 | NA | NA | 4 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 0 | 0 | 2 | 2 | 0 | 0 | 1.0 | 1.0 | 0.0 | 0.0000000 | 0.0 | 0.0000000 | 0.50 | 0.500 | 0.5000 | 0.500000 | 0.0 | 0.00 | 0.000 | 0.00000 | 1 | 1 | 1 | 1.000 | 0 | 0.0 | 0.00 | 0.0000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 7 | Elizabe69898841 | Elizabeth Gianna | A girl who loves, writing, traveling, and something creative creations :) If I didn't write I read books. | 2021-09-14 07:25:02 | 0 | 0 | NA | New York, USA | 14 | 80 | 19 | 0 | NA | NA | |||
| 1445267851791720449 | 2022-01-25 07:57:01 | 4 | 0 | 0 | 0 | en | RT @emucoupon: Personalities think: Grace Tame controversy prime minister Scott Morrison on Australian of the Year https://www.emucoupon.com/australia/grace-tame-scott-morrison-controversy-australian-of-the-year… | NA | NA | NA | 1485881842322612226 | NA | NA | 1 | NA | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 4 | 0.0 | 0.0 | 0.0 | 0.0000000 | 0.0 | 0.0000000 | 0.00 | 0.000 | 0.0000 | 0.000000 | 0.0 | 0.00 | 0.000 | 0.00000 | 0 | 0 | 0 | 0.000 | 4 | 4.0 | 0.00 | 0.0000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 7 | KennWilliams10 | Kenn Williams | I am a family man, Father of 2 littles. Loving travel, try to reach new things to give society something good | 2021-10-05 06:01:03 | 0 | 0 | NA | NA | 2 | 30 | 5 | 0 | NA | NA | |||
| 1091288805494145024 | 2022-01-25 07:46:05 | 4 | 2 | 5 | 2 | en | Personalities think: Grace Tame controversy prime minister Scott Morrison on Australian of the Year https://www.emucoupon.com/australia/grace-tame-scott-morrison-controversy-australian-of-the-year #ScottyFromPhotoOps #AOTY https://twitter.com/emucoupon/status/1485881842322612226/photo/1 | NA | NA | NA | NA | NA | NA | 1 | 2 | 2 | NA | 2 | 6 | 3 | 7 | 2 | 6 | 2 | 2 | 4 | 6 | 3 | 3 | 2 | 2 | 8 | 8 | 4 | 20 | 1.5 | 3.5 | 0.5 | 0.1666667 | 0.5 | 0.2777778 | 0.75 | 0.375 | 0.5625 | 0.515625 | 0.5 | 0.25 | 0.625 | 0.40625 | 2 | 1 | 1 | 1.125 | 1 | 2.5 | 1.25 | 1.5625 | 2022-01-25 | 2022 | 1 | 25 | 4 | 7 | emucoupon | EMUCoupon | Australia’s Shopping Guru. Follow us to get discount coupons on your favorite online shopping items. Learn to save from the country’s top shopping experts. | 2019-02-01 10:55:00 | 0 | 0 | http://www.emucoupon.com/ | Australia | 97 | 217 | 569 | 0 | NA | NA | |||
| 1027528134772572160 | 2022-01-25 07:52:01 | 4 | 0 | 0 | 0 | en | RT @emucoupon: Personalities think: Grace Tame controversy prime minister Scott Morrison on Australian of the Year https://www.emucoupon.com/australia/grace-tame-scott-morrison-controversy-australian-of-the-year… | NA | NA | NA | 1485881842322612226 | NA | NA | 1 | NA | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 4 | 0.0 | 0.0 | 0.0 | 0.0000000 | 0.0 | 0.0000000 | 0.00 | 0.000 | 0.0000 | 0.000000 | 0.0 | 0.00 | 0.000 | 0.00000 | 0 | 0 | 0 | 0.000 | 4 | 4.0 | 0.00 | 0.0000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 7 | EliceMax | Elice Max | Entrepreneur | Mom | Co-Owner of @EmuCoupon | Shopping Analyst. Words in @MarketWatch @NextAvenue @GoBankingRates @ThriveGlobal | 2018-08-09 12:12:05 | 0 | 0 | https://www.emucoupon.com/ | Brisbane, QLD | 126 | 85 | 27 | 0 | NA | NA | |||
| 1453300371145777164 | 2022-01-25 07:51:04 | 4 | 0 | 0 | 0 | en | RT @emucoupon: Personalities think: Grace Tame controversy prime minister Scott Morrison on Australian of the Year https://www.emucoupon.com/australia/grace-tame-scott-morrison-controversy-australian-of-the-year… | NA | NA | NA | 1485881842322612226 | NA | NA | 1 | NA | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 4 | 0.0 | 0.0 | 0.0 | 0.0000000 | 0.0 | 0.0000000 | 0.00 | 0.000 | 0.0000 | 0.000000 | 0.0 | 0.00 | 0.000 | 0.00000 | 0 | 0 | 0 | 0.000 | 4 | 4.0 | 0.00 | 0.0000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 7 | MaxElice | Elice Max | NA | 2021-10-27 10:00:05 | 0 | 0 | NA | NA | 0 | 7 | 7 | 0 | NA | NA | |||
| 1453300371145777164 | 2022-01-25 07:53:01 | 0 | 0 | 1 | 0 | en | @emucoupon @CalTwomey @RileyBev @vmp9 Or more accurately which poltical party they vote fo | 1485881842322612226 | 1091288805494145024 | NA | NA | NA | NA | 0 | NA | NA | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0.0 | 0.0 | 0.0 | 0.0000000 | 0.0 | 0.0000000 | 0.00 | 0.000 | 0.0000 | 0.000000 | 0.0 | 0.00 | 0.000 | 0.00000 | 1 | 1 | 0 | 0.000 | 0 | 0.0 | 0.00 | 0.0000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 7 | MaxElice | Elice Max | NA | 2021-10-27 10:00:05 | 0 | 0 | NA | NA | 0 | 7 | 7 | 0 | NA | NA | |||
| 1056851700013764608 | 2022-01-25 07:47:04 | 4 | 0 | 0 | 0 | en | RT @emucoupon: Personalities think: Grace Tame controversy prime minister Scott Morrison on Australian of the Year https://www.emucoupon.com/australia/grace-tame-scott-morrison-controversy-australian-of-the-year… | NA | NA | NA | 1485881842322612226 | NA | NA | 1 | NA | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 4 | 0.0 | 0.0 | 0.0 | 0.0000000 | 0.0 | 0.0000000 | 0.00 | 0.000 | 0.0000 | 0.000000 | 0.0 | 0.00 | 0.000 | 0.00000 | 0 | 0 | 0 | 0.000 | 4 | 4.0 | 0.00 | 0.0000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 7 | WillSmi91862562 | Will Smith | Bike enthusiast who lives his life one mile at a time. I am interested in tech, money saving and a whole lot of other issues. Big believer in humanity, kindness | 2018-10-29 10:14:01 | 0 | 0 | NA | Florida | 199 | 694 | 1491 | 0 | NA | NA | |||
| 1056851700013764608 | 2022-01-26 04:46:05 | 0 | 0 | 0 | 0 | en | @Elizabe69898841 @emucoupon @CalTwomey @RileyBev @vmp9 Grace Tame be like "🤬" https://twitter.com/WillSmi91862562/status/1486198923379228673/photo/1 | 1485884893884256260 | 1437678627156541448 | NA | NA | NA | NA | 0 | NA | 1 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0 | 0.0 | 0.0000000 | 0.0 | 0.0000000 | 0.00 | 0.000 | 0.0000 | 0.000000 | 0.0 | 0.00 | 0.000 | 0.00000 | 0 | 0 | 0 | 0.000 | 0 | 0.0 | 0.00 | 0.0000 | 2022-01-26 | 2022 | 1 | 26 | 4 | 4 | WillSmi91862562 | Will Smith | Bike enthusiast who lives his life one mile at a time. I am interested in tech, money saving and a whole lot of other issues. Big believer in humanity, kindness | 2018-10-29 10:14:01 | 0 | 0 | NA | Florida | 199 | 694 | 1491 | 0 | NA | NA |
Temporal extent
tweets_c %>%
filter(ur_conversation_id==sql(ur_conversation_id_key)) %>%
count(original,date_created_at) %>%
collect() %>%
mutate(original=if_else(original==1,"contains keywords","expanded conversation")) %>%
ggplot(aes(x=date_created_at,y=n,fill=original)) +
geom_col(width=1,position = 'stack') +
theme_hsci_discrete()
Conversation 1486352737935798274: random “real” (10-100 message) conversation 1
conversation_id_key <- "1486352737935798274"
tweets_c_i %>%
filter(conversation_id==sql(conversation_id_key)) %>%
summarize(
tweets=n(),
tweets_with_keywords=sum(original, na.rm=T),
authors=n_distinct(author_id),
min_date=min(created_at, na.rm=T),
max_date=max(created_at, na.rm=T)
) %>% collect() %>%
bind_cols(
tweets_c_i %>%
filter(conversation_id==sql(conversation_id_key)) %>%
count(author_id,name="tweets_per_author") %>%
mutate(m_t_p_a=mean(tweets_per_author, na.rm=T)) %>%
summarize(mean_tweets_per_author=mean(tweets_per_author),tweets_per_author_mean_absolute_deviation=mean(abs(m_t_p_a-tweets_per_author))) %>% collect()
) %>%
gt()Warning: Missing values are always removed in SQL.
Use `mean(x, na.rm = TRUE)` to silence this warning
This warning is displayed only once per session.| tweets | tweets_with_keywords | authors | min_date | max_date | mean_tweets_per_author | tweets_per_author_mean_absolute_deviation |
|---|---|---|---|---|---|---|
| 10 | 2 | 10 | 2022-01-26 14:58:00 | 2022-01-27 03:30:02 | 1 | 0 |
First 20 tweets
tweets_c_i %>%
filter(conversation_id==sql(conversation_id_key)) %>%
left_join(users_c_i,by=c("author_id"="user_id")) %>%
arrange(created_at.x) %>%
head(20) %>%
mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
gt() %>%
fmt_markdown(tweet_id|conversation_id|ur_conversation_id)| tweet_id | ur_conversation_id | conversation_id | author_id | created_at.x | retweet_count | reply_count | like_count | quote_count | lang | text | in_reply_to | in_reply_to_user_id | quotes | retweet_of | error.x | error_detail.x | original | hashtags | urls | mentions | children | ur_children | descendants | ur_descendants | leaf_descendants | ur_leaf_descendants | max_depth | ur_max_depth | t_authors | ur_t_authors | t_reply_count | ur_t_reply_count | t_quote_count | ur_t_quote_count | t_like_count | ur_t_like_count | t_retweet_count | ur_t_retweet_count | branching_factor | ur_branching_factor | mean_depth | ur_mean_depth | depth_mad | ur_depth_mad | mean_reply_count | ur_mean_reply_count | reply_count_mad | ur_reply_count_mad | mean_quote_count | ur_mean_quote_count | quote_count_mad | ur_quote_count_mad | mean_like_count | ur_mean_like_count | like_count_mad | ur_like_count_mad | mean_retweet_count | ur_mean_retweet_count | retweet_count_mad | ur_retweet_count_mad | date_created_at | year_created_at | month_created_at | day_created_at | week_created_at | hour_created_at | username | name | description | created_at.y | verified | protected | url | location | followers_count | following_count | tweet_count | listed_count | error.y | error_detail.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2990342093 | 2022-01-26 14:58:00 | 209 | 9 | 360 | 6 | en | God bless the truckers. They keep our country running and we couldn’t survive without them❤️. Time for the government to pay attention and back off the tyrannical mandates! #TruckersForFreedom #TruckersConvoy2022 https://twitter.com/QuigginReport/status/1485422780015329281 | NA | NA | 1485422780015329281 | NA | NA | NA | 1 | 2 | 1 | NA | 9 | 212 | 9 | 212 | 9 | 212 | 1 | 1 | 10 | 209 | 9 | 9 | 6 | 6 | 369 | 369 | 211 | 41985 | 9 | 212 | 0 | 0 | 0 | 0 | 0.9 | 0.0422535 | 1.62 | 0.0841103 | 0.6 | 0.028169 | 1.08 | 0.0560735 | 36.9 | 1.732394 | 64.62 | 3.371553 | 21.1 | 197.1127 | 37.58 | 16.63863 | 2022-01-26 | 2022 | 1 | 26 | 4 | 14 | stopsilencing2 | 🇺🇸BlueEyedGirl🇺🇸 | Sarcastic Psychotherapist, Military & Thin Blue Line family, happily married. 🚫dms/porn. RT ≠ endorsement. Truth Social: @TheBlueEyedGirl Pronouns: ffs | 2015-01-21 18:24:00 | 0 | 0 | NA | Nowhere | 22470 | 17942 | 40625 | 1 | NA | NA | |||
| 1298750145702629377 | 2022-01-26 15:02:01 | 0 | 0 | 0 | 0 | en | @stopsilencing2 @1Pammsy Hey Justin! Strong message to follow. | 1486352737935798274 | 2990342093 | NA | NA | NA | NA | 0 | NA | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0000000 | 0.00 | 0.0000000 | 0.0 | 0.000000 | 0.00 | 0.0000000 | 0.0 | 0.000000 | 0.00 | 0.000000 | 0.0 | 0.0000 | 0.00 | 0.00000 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | pugster92475174 | pugster | Retired military pilot. Then spent 20 yrs in DC in technology, logistics, and mutiple high security programs. Escaped and live in the sunny and civilized South. | 2020-08-26 22:32:03 | 0 | 0 | NA | NA | 1142 | 2213 | 4488 | 0 | NA | NA | |||
| 1397322041284517892 | 2022-01-26 15:17:05 | 0 | 0 | 2 | 0 | en | @stopsilencing2 💯 thank you Truckers ❤️ | 1486352737935798274 | 2990342093 | NA | NA | NA | NA | 0 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0000000 | 0.00 | 0.0000000 | 0.0 | 0.000000 | 0.00 | 0.0000000 | 2.0 | 2.000000 | 0.00 | 0.000000 | 0.0 | 0.0000 | 0.00 | 0.00000 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | VuDeja4 | 🕊 D̴é̴j̴à̴ ̴🕊same @ on GETTR ✌️ | 🕊 ̷I̷ ̷H̷A̷V̷E̷ ̷R̷I̷S̷E̷N̷ ̷ 🕊⚔️ ̷W̷a̷r̷r̷i̷o̷r̷ ̷⚔️ ⚔️ ̷D̷O̷ ̷N̷O̷T̷ ̷T̷R̷E̷A̷D̷ ̷O̷N̷ ̷M̷E̷ ̷⚔️ 4️⃣5️⃣⬅️🔙💯 @vudeja4 on GETTR | 2021-05-25 22:42:00 | 0 | 0 | NA | NA | 14704 | 10185 | 26843 | 0 | NA | NA | |||
| 1036054118526115840 | 2022-01-26 15:56:02 | 0 | 0 | 2 | 0 | en | @stopsilencing2 @RN549 They create the crisis and then they turn around and make it worse to make every American pay a price to give in to them | 1486352737935798274 | 2990342093 | NA | NA | NA | NA | 0 | NA | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0000000 | 0.00 | 0.0000000 | 0.0 | 0.000000 | 0.00 | 0.0000000 | 2.0 | 2.000000 | 0.00 | 0.000000 | 0.0 | 0.0000 | 0.00 | 0.00000 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | tigersharktom | tigersharktom | Marine Corps veteran Vietnam War 69 71 retired trying to make sense of what's going on in the world using common sense and logic | 2018-09-02 00:52:00 | 0 | 0 | NA | Buckeye, AZ | 3089 | 5004 | 93623 | 4 | NA | NA | |||
| 1485692387020136456 | 2022-01-26 16:04:00 | 0 | 0 | 0 | 0 | en | @stopsilencing2 @ARservativeMom They should stiletto | 1486352737935798274 | 2990342093 | NA | NA | NA | NA | 0 | NA | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0000000 | 0.00 | 0.0000000 | 0.0 | 0.000000 | 0.00 | 0.0000000 | 0.0 | 0.000000 | 0.00 | 0.000000 | 0.0 | 0.0000 | 0.00 | 0.00000 | 2022-01-26 | 2022 | 1 | 26 | 4 | 16 | BrandonBiden3 | Buck Fiden1776 | Dumbass prez | 2022-01-24 19:14:02 | 0 | 0 | NA | NA | 67 | 121 | 1358 | 0 | NA | NA | |||
| 817821761995702272 | 2022-01-26 16:21:01 | 0 | 0 | 2 | 0 | en | @stopsilencing2 @RickyLe80284150 https://www.nih.gov/news-events/news-releases/bacterial-pneumonia-caused-most-deaths-1918-influenza-pandemic MSM Blackout Of Medical Doctors Pandemic Response Roundtable Is A Crime Against Humanity https://futurenews.news/watch?id=61ef5090bd040115d71661bc | 1486352737935798274 | 2990342093 | NA | NA | NA | NA | 0 | NA | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0000000 | 0.00 | 0.0000000 | 0.0 | 0.000000 | 0.00 | 0.0000000 | 2.0 | 2.000000 | 0.00 | 0.000000 | 0.0 | 0.0000 | 0.00 | 0.00000 | 2022-01-26 | 2022 | 1 | 26 | 4 | 16 | ZeursCary | Zeurs | CourageIsTheMost ImportantOfAllTheVirtues,BecauseWithoutCourageYouCan'tPracticeAnyOtherVirtueConsistently🇺🇸🏴🏴🇩🇪🇨🇭🇮🇪🇳🇴🇫🇮 | 2017-01-07 19:54:03 | 0 | 0 | https://battleplan.news | Western NC | 341 | 934 | 21878 | 2 | NA | NA | |||
| 1397272132896403459 | 2022-01-26 18:31:01 | 2 | 0 | 1 | 0 | en | @stopsilencing2 @BookerSparticus WHY AREN'T TRUCKERS IN AMERICA DOING THIS? | 1486352737935798274 | 2990342093 | NA | NA | NA | NA | 0 | NA | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0000000 | 0.00 | 0.0000000 | 0.0 | 0.000000 | 0.00 | 0.0000000 | 1.0 | 1.000000 | 0.00 | 0.000000 | 2.0 | 2.0000 | 0.00 | 0.00000 | 2022-01-26 | 2022 | 1 | 26 | 4 | 18 | Rich43706311 | Rich | God. Conservative. Constitution. Bill of Rights. I will follow back if you follow me TRUMP FOREVER Follow me at @RP1016 on GETTR,and @Rfp11776 on Parler | 2021-05-25 19:23:05 | 0 | 0 | NA | NA | 1204 | 1278 | 23495 | 2 | NA | NA | |||
| 940062246465441793 | 2022-01-27 00:54:02 | 0 | 0 | 0 | 0 | en | @stopsilencing2 @TexasOU812 I appreciate truckers as they do work really hard But damn if they aren’t all now driving in the first and second lanes mucking up traffic Trucks should stay in the 3rd and 4 lanes (to the right) and leave the the far left lanes to the faster moving vehicles | 1486352737935798274 | 2990342093 | NA | NA | NA | NA | 0 | NA | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0000000 | 0.00 | 0.0000000 | 0.0 | 0.000000 | 0.00 | 0.0000000 | 0.0 | 0.000000 | 0.00 | 0.000000 | 0.0 | 0.0000 | 0.00 | 0.00000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 0 | MattRod4good | Matt Rod | That’s my grandson Rollie in the pic with me - our rights do NOT come from gov - individual liberty is superior to big gov tyranny - #MAGA | 2017-12-11 03:34:03 | 0 | 0 | NA | Murrieta, CA | 4560 | 4935 | 40387 | 0 | NA | NA | |||
| 4861104565 | 2022-01-27 01:46:03 | 0 | 0 | 1 | 0 | en | @stopsilencing2 @FeministWeiner According to the Boy Prime Minister, that's just a fringe group. | 1486352737935798274 | 2990342093 | NA | NA | NA | NA | 1 | NA | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0000000 | 0.00 | 0.0000000 | 0.0 | 0.000000 | 0.00 | 0.0000000 | 1.0 | 1.000000 | 0.00 | 0.000000 | 0.0 | 0.0000 | 0.00 | 0.00000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 1 | Guy_Knob | Guy_Knob | TRUMP WON! FJB/LGB, Trump 2024, MAGA, KAG, America 1st, 2A, Build the Wall, pro-Israel 🇮🇱, IFBAP, no TDS victims, aspiring rapper | 2016-02-04 22:21:01 | 0 | 0 | NA | NA | 1920 | 3727 | 17949 | 1 | NA | NA | |||
| 1213172097616236544 | 2022-01-27 03:30:02 | 0 | 0 | 1 | 0 | en | @stopsilencing2 @CDEKeane And people make fun of us PEPPERS ... https://twitter.com/USMC2020/status/1486528027936755715/photo/1 | 1486352737935798274 | 2990342093 | NA | NA | NA | NA | 0 | NA | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0000000 | 0.00 | 0.0000000 | 0.0 | 0.000000 | 0.00 | 0.0000000 | 1.0 | 1.000000 | 0.00 | 0.000000 | 0.0 | 0.0000 | 0.00 | 0.00000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 3 | USMC2020 | Franklin USMC | Christian Marine ✝️ SEMPER FI #USMCVeteran #NRAMember #MAGA 🇺🇸 #TRUMP2020 WON 🇺🇸JOHN3:16 #TakeTheOath. My COMMANDER IN CHIEF is. Jesus Christ ✝️ | 2020-01-03 18:55:05 | 0 | 0 | NA | NO TRAINS/LOCKED ACCOUNT'S | 7668 | 7966 | 57086 | 2 | NA | NA |
Random 20 tweets
tweets_c_i %>%
filter(conversation_id==sql(conversation_id_key)) %>%
arrange(sql("RAND()")) %>%
head(20) %>%
arrange(created_at) %>%
left_join(users_c_i,by=c("author_id"="user_id")) %>%
mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
gt() %>%
fmt_markdown(tweet_id|conversation_id|ur_conversation_id)| tweet_id | ur_conversation_id | conversation_id | author_id | created_at.x | retweet_count | reply_count | like_count | quote_count | lang | text | in_reply_to | in_reply_to_user_id | quotes | retweet_of | error.x | error_detail.x | original | hashtags | urls | mentions | children | ur_children | descendants | ur_descendants | leaf_descendants | ur_leaf_descendants | max_depth | ur_max_depth | t_authors | ur_t_authors | t_reply_count | ur_t_reply_count | t_quote_count | ur_t_quote_count | t_like_count | ur_t_like_count | t_retweet_count | ur_t_retweet_count | branching_factor | ur_branching_factor | mean_depth | ur_mean_depth | depth_mad | ur_depth_mad | mean_reply_count | ur_mean_reply_count | reply_count_mad | ur_reply_count_mad | mean_quote_count | ur_mean_quote_count | quote_count_mad | ur_quote_count_mad | mean_like_count | ur_mean_like_count | like_count_mad | ur_like_count_mad | mean_retweet_count | ur_mean_retweet_count | retweet_count_mad | ur_retweet_count_mad | date_created_at | year_created_at | month_created_at | day_created_at | week_created_at | hour_created_at | username | name | description | created_at.y | verified | protected | url | location | followers_count | following_count | tweet_count | listed_count | error.y | error_detail.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1397322041284517892 | 2022-01-26 15:17:05 | 0 | 0 | 2 | 0 | en | @stopsilencing2 💯 thank you Truckers ❤️ | 1486352737935798274 | 2990342093 | NA | NA | NA | NA | 0 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0000000 | 0.00 | 0.0000000 | 0.0 | 0.000000 | 0.00 | 0.0000000 | 2.0 | 2.000000 | 0.00 | 0.000000 | 0.0 | 0.0000 | 0.00 | 0.00000 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | VuDeja4 | 🕊 D̴é̴j̴à̴ ̴🕊same @ on GETTR ✌️ | 🕊 ̷I̷ ̷H̷A̷V̷E̷ ̷R̷I̷S̷E̷N̷ ̷ 🕊⚔️ ̷W̷a̷r̷r̷i̷o̷r̷ ̷⚔️ ⚔️ ̷D̷O̷ ̷N̷O̷T̷ ̷T̷R̷E̷A̷D̷ ̷O̷N̷ ̷M̷E̷ ̷⚔️ 4️⃣5️⃣⬅️🔙💯 @vudeja4 on GETTR | 2021-05-25 22:42:00 | 0 | 0 | NA | NA | 14704 | 10185 | 26843 | 0 | NA | NA | |||
| 1036054118526115840 | 2022-01-26 15:56:02 | 0 | 0 | 2 | 0 | en | @stopsilencing2 @RN549 They create the crisis and then they turn around and make it worse to make every American pay a price to give in to them | 1486352737935798274 | 2990342093 | NA | NA | NA | NA | 0 | NA | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0000000 | 0.00 | 0.0000000 | 0.0 | 0.000000 | 0.00 | 0.0000000 | 2.0 | 2.000000 | 0.00 | 0.000000 | 0.0 | 0.0000 | 0.00 | 0.00000 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | tigersharktom | tigersharktom | Marine Corps veteran Vietnam War 69 71 retired trying to make sense of what's going on in the world using common sense and logic | 2018-09-02 00:52:00 | 0 | 0 | NA | Buckeye, AZ | 3089 | 5004 | 93623 | 4 | NA | NA | |||
| 940062246465441793 | 2022-01-27 00:54:02 | 0 | 0 | 0 | 0 | en | @stopsilencing2 @TexasOU812 I appreciate truckers as they do work really hard But damn if they aren’t all now driving in the first and second lanes mucking up traffic Trucks should stay in the 3rd and 4 lanes (to the right) and leave the the far left lanes to the faster moving vehicles | 1486352737935798274 | 2990342093 | NA | NA | NA | NA | 0 | NA | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0000000 | 0.00 | 0.0000000 | 0.0 | 0.000000 | 0.00 | 0.0000000 | 0.0 | 0.000000 | 0.00 | 0.000000 | 0.0 | 0.0000 | 0.00 | 0.00000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 0 | MattRod4good | Matt Rod | That’s my grandson Rollie in the pic with me - our rights do NOT come from gov - individual liberty is superior to big gov tyranny - #MAGA | 2017-12-11 03:34:03 | 0 | 0 | NA | Murrieta, CA | 4560 | 4935 | 40387 | 0 | NA | NA | |||
| 1397272132896403459 | 2022-01-26 18:31:01 | 2 | 0 | 1 | 0 | en | @stopsilencing2 @BookerSparticus WHY AREN'T TRUCKERS IN AMERICA DOING THIS? | 1486352737935798274 | 2990342093 | NA | NA | NA | NA | 0 | NA | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0000000 | 0.00 | 0.0000000 | 0.0 | 0.000000 | 0.00 | 0.0000000 | 1.0 | 1.000000 | 0.00 | 0.000000 | 2.0 | 2.0000 | 0.00 | 0.00000 | 2022-01-26 | 2022 | 1 | 26 | 4 | 18 | Rich43706311 | Rich | God. Conservative. Constitution. Bill of Rights. I will follow back if you follow me TRUMP FOREVER Follow me at @RP1016 on GETTR,and @Rfp11776 on Parler | 2021-05-25 19:23:05 | 0 | 0 | NA | NA | 1204 | 1278 | 23495 | 2 | NA | NA | |||
| 1213172097616236544 | 2022-01-27 03:30:02 | 0 | 0 | 1 | 0 | en | @stopsilencing2 @CDEKeane And people make fun of us PEPPERS ... https://twitter.com/USMC2020/status/1486528027936755715/photo/1 | 1486352737935798274 | 2990342093 | NA | NA | NA | NA | 0 | NA | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0000000 | 0.00 | 0.0000000 | 0.0 | 0.000000 | 0.00 | 0.0000000 | 1.0 | 1.000000 | 0.00 | 0.000000 | 0.0 | 0.0000 | 0.00 | 0.00000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 3 | USMC2020 | Franklin USMC | Christian Marine ✝️ SEMPER FI #USMCVeteran #NRAMember #MAGA 🇺🇸 #TRUMP2020 WON 🇺🇸JOHN3:16 #TakeTheOath. My COMMANDER IN CHIEF is. Jesus Christ ✝️ | 2020-01-03 18:55:05 | 0 | 0 | NA | NO TRAINS/LOCKED ACCOUNT'S | 7668 | 7966 | 57086 | 2 | NA | NA | |||
| 4861104565 | 2022-01-27 01:46:03 | 0 | 0 | 1 | 0 | en | @stopsilencing2 @FeministWeiner According to the Boy Prime Minister, that's just a fringe group. | 1486352737935798274 | 2990342093 | NA | NA | NA | NA | 1 | NA | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0000000 | 0.00 | 0.0000000 | 0.0 | 0.000000 | 0.00 | 0.0000000 | 1.0 | 1.000000 | 0.00 | 0.000000 | 0.0 | 0.0000 | 0.00 | 0.00000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 1 | Guy_Knob | Guy_Knob | TRUMP WON! FJB/LGB, Trump 2024, MAGA, KAG, America 1st, 2A, Build the Wall, pro-Israel 🇮🇱, IFBAP, no TDS victims, aspiring rapper | 2016-02-04 22:21:01 | 0 | 0 | NA | NA | 1920 | 3727 | 17949 | 1 | NA | NA | |||
| 2990342093 | 2022-01-26 14:58:00 | 209 | 9 | 360 | 6 | en | God bless the truckers. They keep our country running and we couldn’t survive without them❤️. Time for the government to pay attention and back off the tyrannical mandates! #TruckersForFreedom #TruckersConvoy2022 https://twitter.com/QuigginReport/status/1485422780015329281 | NA | NA | 1485422780015329281 | NA | NA | NA | 1 | 2 | 1 | NA | 9 | 212 | 9 | 212 | 9 | 212 | 1 | 1 | 10 | 209 | 9 | 9 | 6 | 6 | 369 | 369 | 211 | 41985 | 9 | 212 | 0 | 0 | 0 | 0 | 0.9 | 0.0422535 | 1.62 | 0.0841103 | 0.6 | 0.028169 | 1.08 | 0.0560735 | 36.9 | 1.732394 | 64.62 | 3.371553 | 21.1 | 197.1127 | 37.58 | 16.63863 | 2022-01-26 | 2022 | 1 | 26 | 4 | 14 | stopsilencing2 | 🇺🇸BlueEyedGirl🇺🇸 | Sarcastic Psychotherapist, Military & Thin Blue Line family, happily married. 🚫dms/porn. RT ≠ endorsement. Truth Social: @TheBlueEyedGirl Pronouns: ffs | 2015-01-21 18:24:00 | 0 | 0 | NA | Nowhere | 22470 | 17942 | 40625 | 1 | NA | NA | |||
| 1485692387020136456 | 2022-01-26 16:04:00 | 0 | 0 | 0 | 0 | en | @stopsilencing2 @ARservativeMom They should stiletto | 1486352737935798274 | 2990342093 | NA | NA | NA | NA | 0 | NA | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0000000 | 0.00 | 0.0000000 | 0.0 | 0.000000 | 0.00 | 0.0000000 | 0.0 | 0.000000 | 0.00 | 0.000000 | 0.0 | 0.0000 | 0.00 | 0.00000 | 2022-01-26 | 2022 | 1 | 26 | 4 | 16 | BrandonBiden3 | Buck Fiden1776 | Dumbass prez | 2022-01-24 19:14:02 | 0 | 0 | NA | NA | 67 | 121 | 1358 | 0 | NA | NA | |||
| 1298750145702629377 | 2022-01-26 15:02:01 | 0 | 0 | 0 | 0 | en | @stopsilencing2 @1Pammsy Hey Justin! Strong message to follow. | 1486352737935798274 | 2990342093 | NA | NA | NA | NA | 0 | NA | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0000000 | 0.00 | 0.0000000 | 0.0 | 0.000000 | 0.00 | 0.0000000 | 0.0 | 0.000000 | 0.00 | 0.000000 | 0.0 | 0.0000 | 0.00 | 0.00000 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | pugster92475174 | pugster | Retired military pilot. Then spent 20 yrs in DC in technology, logistics, and mutiple high security programs. Escaped and live in the sunny and civilized South. | 2020-08-26 22:32:03 | 0 | 0 | NA | NA | 1142 | 2213 | 4488 | 0 | NA | NA | |||
| 817821761995702272 | 2022-01-26 16:21:01 | 0 | 0 | 2 | 0 | en | @stopsilencing2 @RickyLe80284150 https://www.nih.gov/news-events/news-releases/bacterial-pneumonia-caused-most-deaths-1918-influenza-pandemic MSM Blackout Of Medical Doctors Pandemic Response Roundtable Is A Crime Against Humanity https://futurenews.news/watch?id=61ef5090bd040115d71661bc | 1486352737935798274 | 2990342093 | NA | NA | NA | NA | 0 | NA | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 0.0000000 | 0.00 | 0.0000000 | 0.0 | 0.000000 | 0.00 | 0.0000000 | 2.0 | 2.000000 | 0.00 | 0.000000 | 0.0 | 0.0000 | 0.00 | 0.00000 | 2022-01-26 | 2022 | 1 | 26 | 4 | 16 | ZeursCary | Zeurs | CourageIsTheMost ImportantOfAllTheVirtues,BecauseWithoutCourageYouCan'tPracticeAnyOtherVirtueConsistently🇺🇸🏴🏴🇩🇪🇨🇭🇮🇪🇳🇴🇫🇮 | 2017-01-07 19:54:03 | 0 | 0 | https://battleplan.news | Western NC | 341 | 934 | 21878 | 2 | NA | NA |
Temporal extent
tweets_c %>%
filter(conversation_id==sql(conversation_id_key)) %>%
count(original,date_created_at) %>%
collect() %>%
mutate(original=if_else(original==1,"contains keywords","expanded conversation")) %>%
ggplot(aes(x=date_created_at,y=n,fill=original)) +
geom_col(width=1,position = 'stack') +
theme_hsci_discrete()
Conversation 1486352747347812353: random “real” (10-100 message) conversation 2
conversation_id_key <- "1486352747347812353"
tweets_c_i %>%
filter(conversation_id==sql(conversation_id_key)) %>%
summarize(
tweets=n(),
tweets_with_keywords=sum(original, na.rm=T),
authors=n_distinct(author_id),
min_date=min(created_at, na.rm=T),
max_date=max(created_at, na.rm=T)
) %>% collect() %>%
bind_cols(
tweets_c_i %>%
filter(conversation_id==sql(conversation_id_key)) %>%
count(author_id,name="tweets_per_author") %>%
mutate(m_t_p_a=mean(tweets_per_author, na.rm=T)) %>%
summarize(mean_tweets_per_author=mean(tweets_per_author),tweets_per_author_mean_absolute_deviation=mean(abs(m_t_p_a-tweets_per_author))) %>% collect()
) %>%
gt()| tweets | tweets_with_keywords | authors | min_date | max_date | mean_tweets_per_author | tweets_per_author_mean_absolute_deviation |
|---|---|---|---|---|---|---|
| 31 | 1 | 19 | 2022-01-26 14:58:00 | 2022-01-28 03:08:02 | 1.6316 | 0.9307105 |
First 20 tweets
tweets_c_i %>%
filter(conversation_id==sql(conversation_id_key)) %>%
left_join(users_c_i,by=c("author_id"="user_id")) %>%
arrange(created_at.x) %>%
head(20) %>%
mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
gt() %>%
fmt_markdown(tweet_id|conversation_id|ur_conversation_id)| tweet_id | ur_conversation_id | conversation_id | author_id | created_at.x | retweet_count | reply_count | like_count | quote_count | lang | text | in_reply_to | in_reply_to_user_id | quotes | retweet_of | error.x | error_detail.x | original | hashtags | urls | mentions | children | ur_children | descendants | ur_descendants | leaf_descendants | ur_leaf_descendants | max_depth | ur_max_depth | t_authors | ur_t_authors | t_reply_count | ur_t_reply_count | t_quote_count | ur_t_quote_count | t_like_count | ur_t_like_count | t_retweet_count | ur_t_retweet_count | branching_factor | ur_branching_factor | mean_depth | ur_mean_depth | depth_mad | ur_depth_mad | mean_reply_count | ur_mean_reply_count | reply_count_mad | ur_reply_count_mad | mean_quote_count | ur_mean_quote_count | quote_count_mad | ur_quote_count_mad | mean_like_count | ur_mean_like_count | like_count_mad | ur_like_count_mad | mean_retweet_count | ur_mean_retweet_count | retweet_count_mad | ur_retweet_count_mad | date_created_at | year_created_at | month_created_at | day_created_at | week_created_at | hour_created_at | username | name | description | created_at.y | verified | protected | url | location | followers_count | following_count | tweet_count | listed_count | error.y | error_detail.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1350955188530667521 | 2022-01-26 14:58:00 | 52 | 17 | 185 | 1 | en | #FluTruxKlan #KarenKonvoy #TruckersForFreedom Mandates aren't about spread, every one of them has been about hospitalizations. 80% of the Covid ICU cases are unvaxxed. 98% of current Covid deaths are unvaxxed. What's holding our freedom hostage aren't mandates-it's covidiots! | NA | NA | NA | NA | NA | NA | 1 | 3 | NA | NA | 14 | 62 | 29 | 77 | 17 | 65 | 7 | 7 | 18 | 65 | 33 | 33 | 1 | 1 | 220 | 220 | 52 | 2548 | 2.230769 | 5.923077 | 1.0 | 0.2615385 | 1.285714 | 0.42134 | 1.1000000 | 0.4230769 | 0.9966667 | 0.5951676 | 0.0333333 | 0.0128205 | 0.0477778 | 0.0228468 | 7.3333335 | 2.8205128 | 8.4777775 | 4.5190663 | 1.733333 | 32.66667 | 2.484444 | 18.00855 | 2022-01-26 | 2022 | 1 | 26 | 4 | 14 | Duza_Bear | Duza Bear (The COLD BEAR REPORT) | The most politically astute (and funny) BEAR puppet on the Inter-webs! ALSO I'm a candidate for Prime Minister of Canada because you can just say that stuff now | 2021-01-17 23:57:02 | 0 | 0 | http://www.duzabear.com | Center of the Universe, Canada | 79 | 105 | 3150 | 0 | NA | NA | |||
| 102803262 | 2022-01-26 15:01:00 | 0 | 3 | 7 | 0 | en | @Duza_Bear Not to mention, these fools have the freedom to convoy across the country without physical opposition... definitely sounds like oppression to me haha.. these people wouldn't last a minute if they were actually oppressed | 1486352747347812353 | 1350955188530667521 | NA | NA | NA | NA | 0 | NA | NA | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 1 | 3 | 3 | 3 | 3 | 0 | 0 | 7 | 7 | 0 | 0 | 2.000000 | 2.000000 | 0.0 | 0.0000000 | 0.000000 | 0.00000 | 1.0000000 | 1.0000000 | 1.3333334 | 1.3333334 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2.3333333 | 2.3333333 | 3.1111112 | 3.1111112 | 0.000000 | 0.00000 | 0.000000 | 0.00000 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | T3rry12 | Terry S | NA | 2010-01-07 22:01:00 | 0 | 0 | NA | NA | 45 | 70 | 1553 | 1 | NA | NA | |||
| 1475913988022042626 | 2022-01-26 15:37:01 | 0 | 0 | 7 | 0 | en | @Duza_Bear @CountFloyd2020 The only thing about this convoy that I can stomach is how few Canadians think like these morons. I am just glad they didn’t realize the power of their vote because we would have O’Toole as PM. Guess a convoy was easier than voting??? | 1486352747347812353 | 1350955188530667521 | NA | NA | NA | NA | 0 | NA | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 7 | 7 | 0 | 0 | 0.000000 | 0.000000 | 0.0 | 0.0000000 | 0.000000 | 0.00000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 7.0000000 | 7.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.00000 | 0.000000 | 0.00000 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | Cat74458367 | Cat | Triple jabbed, science believer, she/her | 2021-12-28 19:38:02 | 0 | 0 | NA | NA | 141 | 276 | 3720 | 1 | NA | NA | |||
| 437568845 | 2022-01-26 16:05:03 | 0 | 0 | 0 | 0 | en | @T3rry12 @Duza_Bear Fluff for brains. | 1486353517598101513 | 102803262 | NA | NA | NA | NA | 0 | NA | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0 | 0.0000000 | 0.000000 | 0.00000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.00000 | 0.000000 | 0.00000 | 2022-01-26 | 2022 | 1 | 26 | 4 | 16 | R_WORD_DEBASES | Hypnopompic State 🌸 | NA | 2011-12-15 15:30:01 | 0 | 0 | NA | Australia | 1457 | 2278 | 30950 | 1 | NA | NA | |||
| 1476695150671892480 | 2022-01-26 16:50:02 | 0 | 0 | 0 | 0 | ro | @Duza_Bear Actual CIHI & StatsCan data analysis https://denisrancourt.ca/uploads_entries/1628290219153_Canada%20ACM%20into%202021%20-%20article----6dr_3.pdf | 1486352747347812353 | 1350955188530667521 | NA | NA | NA | NA | 0 | NA | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0 | 0.0000000 | 0.000000 | 0.00000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.00000 | 0.000000 | 0.00000 | 2022-01-26 | 2022 | 1 | 26 | 4 | 16 | dedysphemised | MaxisSwell | Science is never settled. Debate is fundamental to effective & humane society. It's time to move on. | 2021-12-30 23:22:03 | 0 | 0 | NA | NA | 48 | 65 | 3275 | 0 | NA | NA | |||
| 1476695150671892480 | 2022-01-26 16:51:02 | 0 | 0 | 0 | 0 | en | @Duza_Bear Another CIHI & StatsCan analysis. Do you do any of your thinking for yourself or search out any of the data or do you just allow yourself to be spoon-fed fear porn? https://www.juliusruechel.com/2021/06/the-lies-exposed-by-numbers-key.html | 1486352747347812353 | 1350955188530667521 | NA | NA | NA | NA | 0 | NA | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0 | 0.0000000 | 0.000000 | 0.00000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.00000 | 0.000000 | 0.00000 | 2022-01-26 | 2022 | 1 | 26 | 4 | 16 | dedysphemised | MaxisSwell | Science is never settled. Debate is fundamental to effective & humane society. It's time to move on. | 2021-12-30 23:22:03 | 0 | 0 | NA | NA | 48 | 65 | 3275 | 0 | NA | NA | |||
| 235080079 | 2022-01-26 16:52:05 | 0 | 0 | 1 | 0 | en | @Duza_Bear Are you purposely lying or just really really misinformed? | 1486352747347812353 | 1350955188530667521 | NA | NA | NA | NA | 0 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0.000000 | 0.000000 | 0.0 | 0.0000000 | 0.000000 | 0.00000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 1.0000000 | 1.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.00000 | 0.000000 | 0.00000 | 2022-01-26 | 2022 | 1 | 26 | 4 | 16 | jacobslavin | Jacob Slavin | Canadian🍁, Dad, Mma Fan, Gamer. allergic to leftist bullsh#t, #LetsGoBrandon! | 2011-01-07 08:55:01 | 0 | 0 | NA | Ontario, Canada | 1628 | 4285 | 17184 | 4 | NA | NA | |||
| 253559937 | 2022-01-26 22:54:01 | 0 | 2 | 5 | 0 | en | @Duza_Bear Funny, I read the opposite was happening at the hospitals. Where are you getting your news from? | 1486352747347812353 | 1350955188530667521 | NA | NA | NA | NA | 0 | NA | NA | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 1 | 3 | 3 | 2 | 2 | 0 | 0 | 9 | 9 | 0 | 0 | 2.000000 | 2.000000 | 0.0 | 0.0000000 | 0.000000 | 0.00000 | 0.6666667 | 0.6666667 | 0.8888889 | 0.8888889 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 3.0000000 | 3.0000000 | 1.3333334 | 1.3333334 | 0.000000 | 0.00000 | 0.000000 | 0.00000 | 2022-01-26 | 2022 | 1 | 26 | 4 | 22 | Jimdoberman | Ntwadumela Ayin | Ninafuraha kukutana na wewe. | 2011-02-17 14:00:05 | 0 | 0 | NA | Centro America via Tanzania | 62 | 181 | 3026 | 2 | NA | NA | |||
| 1221542424956166144 | 2022-01-27 01:10:01 | 0 | 0 | 1 | 0 | en | @Duza_Bear source? | 1486352747347812353 | 1350955188530667521 | NA | NA | NA | NA | 0 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0.000000 | 0.000000 | 0.0 | 0.0000000 | 0.000000 | 0.00000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 1.0000000 | 1.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.00000 | 0.000000 | 0.00000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 1 | RickSangria | Rick Sangria | thy moan kids across thy age. Physically on contact top of whatever clearance zooms thy mnemonic ham. Thy decline zooms beneath A national brother | 2020-01-26 21:16:03 | 0 | 0 | NA | NA | 0 | 12 | 21 | 0 | NA | NA | |||
| 1232857484961861632 | 2022-01-27 04:50:04 | 0 | 1 | 3 | 0 | en | @Duza_Bear You do know, that the majority of those hospitalizations are people that are there for other reasons other then covid but happen to have covid. So what does mandates and passports do Scientifically? | 1486352747347812353 | 1350955188530667521 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 5 | 5 | 2 | 2 | 4 | 4 | 3 | 3 | 5 | 5 | 0 | 0 | 4 | 4 | 0 | 0 | 1.250000 | 1.250000 | 2.5 | 2.5000000 | 0.500000 | 0.50000 | 0.8333333 | 0.8333333 | 0.0555556 | 0.0555556 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.6666667 | 0.6666667 | 0.4444444 | 0.4444444 | 0.000000 | 0.00000 | 0.000000 | 0.00000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 4 | aimlesslyaims | aimee | have a little grit, seeker of good conversation, laugh a little | 2020-02-27 02:38:03 | 0 | 0 | NA | NA | 110 | 387 | 2120 | 2 | NA | NA | |||
| 198706046 | 2022-01-27 05:29:00 | 0 | 0 | 2 | 0 | en | @Jimdoberman @Duza_Bear Trudeau news. Ctv & CBC | 1486472590478692360 | 253559937 | NA | NA | NA | NA | 0 | NA | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0.000000 | 0.000000 | 0.0 | 0.0000000 | 0.000000 | 0.00000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2.0000000 | 2.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.00000 | 0.000000 | 0.00000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 5 | kidrauhlsghost | Pam. | Justin Bieber devotee♡ music, tv series, movies, books. #JusticeForJohnnyDepp | 2010-10-05 01:09:00 | 0 | 0 | NA | 28. Happily taken. 🇨🇦 | 1159 | 535 | 72292 | 19 | NA | NA | |||
| 1652825922 | 2022-01-27 06:07:04 | 0 | 1 | 2 | 0 | en | @Duza_Bear Its not even about the mandates - its a radical right wing racist group from Alberta butt hurt over losing the election - trying their hand at some Magat style domestic terrorism. 90% Canadians vaxxed and these morons think they have support! | 1486352747347812353 | 1350955188530667521 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 6 | 6 | 1 | 1 | 6 | 6 | 3 | 3 | 6 | 6 | 0 | 0 | 6 | 6 | 0 | 0 | 1.000000 | 1.000000 | 5.0 | 5.0000000 | 0.000000 | 0.00000 | 0.8571429 | 0.8571429 | 0.0408163 | 0.0408163 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.8571429 | 0.8571429 | 0.1836735 | 0.1836735 | 0.000000 | 0.00000 | 0.000000 | 0.00000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 6 | jmccarthy100 | John McCarthy | NA | 2013-08-07 12:41:05 | 0 | 0 | NA | NA | 86 | 173 | 10007 | 0 | NA | NA | |||
| 1652825922 | 2022-01-27 06:09:05 | 0 | 1 | 1 | 0 | en | @aimlesslyaims @Duza_Bear Help to keep ICU's and HCW from being overwhelmed by covidiots who refuse to get vaxxed. So ICU's can be used for deserving sick people. | 1486562289746518016 | 1232857484961861632 | NA | NA | NA | NA | 0 | NA | NA | 2 | 1 | 1 | 4 | 4 | 2 | 2 | 3 | 3 | 2 | 2 | 4 | 4 | 0 | 0 | 1 | 1 | 0 | 0 | 1.333333 | 1.333333 | 1.5 | 1.5000000 | 0.500000 | 0.50000 | 0.8000000 | 0.8000000 | 0.2800000 | 0.2800000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.2000000 | 0.2000000 | 0.2000000 | 0.2000000 | 0.000000 | 0.00000 | 0.000000 | 0.00000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 6 | jmccarthy100 | John McCarthy | NA | 2013-08-07 12:41:05 | 0 | 0 | NA | NA | 86 | 173 | 10007 | 0 | NA | NA | |||
| 956625245540110342 | 2022-01-27 06:17:00 | 0 | 0 | 0 | 0 | sv | @T3rry12 @Duza_Bear Idiot | 1486353517598101513 | 102803262 | NA | NA | NA | NA | 0 | NA | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0 | 0.0000000 | 0.000000 | 0.00000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.00000 | 0.000000 | 0.00000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 6 | alex75071776 | Alex | NA | 2018-01-25 20:30:00 | 0 | 0 | NA | NA | 374 | 409 | 5281 | 0 | NA | NA | |||
| 956625245540110342 | 2022-01-27 06:17:04 | 0 | 1 | 1 | 0 | en | @jmccarthy100 @Duza_Bear 60% of canadians are not boosted ! Hahahah cope | 1486581677291937794 | 1652825922 | NA | NA | NA | NA | 0 | NA | NA | 2 | 1 | 1 | 5 | 5 | 1 | 1 | 5 | 5 | 2 | 2 | 5 | 5 | 0 | 0 | 4 | 4 | 0 | 0 | 1.000000 | 1.000000 | 4.0 | 4.0000000 | 0.000000 | 0.00000 | 0.8333333 | 0.8333333 | 0.0555556 | 0.0555556 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.6666667 | 0.6666667 | 0.1111111 | 0.1111111 | 0.000000 | 0.00000 | 0.000000 | 0.00000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 6 | alex75071776 | Alex | NA | 2018-01-25 20:30:00 | 0 | 0 | NA | NA | 374 | 409 | 5281 | 0 | NA | NA | |||
| 17946738 | 2022-01-27 06:22:01 | 0 | 0 | 0 | 0 | en | @Duza_Bear nah AHS has a lower case count for unvaccinated than their proportion of society and current hospitalizations from Covid are almost entirely legacy Delta cases with ++comorbities Omicron is a live attenuated vaccine | 1486352747347812353 | 1350955188530667521 | NA | NA | NA | NA | 0 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0 | 0.0000000 | 0.000000 | 0.00000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.00000 | 0.000000 | 0.00000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 6 | cacafool | cacafool | NA | 2008-12-07 20:01:04 | 0 | 0 | NA | NA | 109 | 111 | 3124 | 0 | NA | NA | |||
| 17946738 | 2022-01-27 06:24:05 | 0 | 2 | 0 | 0 | en | @jmccarthy100 @aimlesslyaims @Duza_Bear ghoul I thought the dehumanizing was almost done I am a HCW and masking is more overwhelming than covid pts double dosed have a higher case rate per 100k ICU covid now is either delta or with not from covid | 1486582200887824384 | 1652825922 | NA | NA | NA | NA | 0 | NA | NA | 3 | 2 | 2 | 3 | 3 | 2 | 2 | 2 | 2 | 2 | 2 | 3 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 1.500000 | 1.500000 | 0.5 | 0.5000000 | 0.500000 | 0.50000 | 0.7500000 | 0.7500000 | 0.5625000 | 0.5625000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.00000 | 0.000000 | 0.00000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 6 | cacafool | cacafool | NA | 2008-12-07 20:01:04 | 0 | 0 | NA | NA | 109 | 111 | 3124 | 0 | NA | NA | |||
| 17946738 | 2022-01-27 06:25:01 | 0 | 0 | 0 | 0 | en | @jmccarthy100 @aimlesslyaims @Duza_Bear and that is a good thing, we should be happy about that | 1486585976772202497 | 17946738 | NA | NA | NA | NA | 0 | NA | NA | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0 | 0.0000000 | 0.000000 | 0.00000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.00000 | 0.000000 | 0.00000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 6 | cacafool | cacafool | NA | 2008-12-07 20:01:04 | 0 | 0 | NA | NA | 109 | 111 | 3124 | 0 | NA | NA | |||
| 1652825922 | 2022-01-27 06:38:02 | 0 | 1 | 0 | 0 | en | @cacafool @aimlesslyaims @Duza_Bear Not sure what you are saying but double dosed in ICU vs unvaxxed? Covid when double vaxxed = minor symptoms. https://www.ctvnews.ca/health/coronavirus/inside-an-icu-where-70-per-cent-of-covid-19-patients-are-unvaccinated-1.5738198 | 1486585976772202497 | 17946738 | NA | NA | NA | NA | 0 | NA | 1 | 3 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1.000000 | 1.000000 | 0.0 | 0.0000000 | 0.000000 | 0.00000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.00000 | 0.000000 | 0.00000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 6 | jmccarthy100 | John McCarthy | NA | 2013-08-07 12:41:05 | 0 | 0 | NA | NA | 86 | 173 | 10007 | 0 | NA | NA | |||
| 17946738 | 2022-01-27 06:49:01 | 0 | 0 | 0 | 0 | en | @jmccarthy100 @aimlesslyaims @Duza_Bear Those cases are 2 weeks ago so even more likely to be legacy delta Omicron is a with not from situation in the hospitals around here | 1486589370962427904 | 1652825922 | NA | NA | NA | NA | 0 | NA | NA | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0 | 0.0000000 | 0.000000 | 0.00000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.000000 | 0.00000 | 0.000000 | 0.00000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 6 | cacafool | cacafool | NA | 2008-12-07 20:01:04 | 0 | 0 | NA | NA | 109 | 111 | 3124 | 0 | NA | NA |
Random 20 tweets
tweets_c_i %>%
filter(conversation_id==sql(conversation_id_key)) %>%
arrange(sql("RAND()")) %>%
head(20) %>%
arrange(created_at) %>%
left_join(users_c_i,by=c("author_id"="user_id")) %>%
mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
gt() %>%
fmt_markdown(tweet_id|conversation_id|ur_conversation_id)| tweet_id | ur_conversation_id | conversation_id | author_id | created_at.x | retweet_count | reply_count | like_count | quote_count | lang | text | in_reply_to | in_reply_to_user_id | quotes | retweet_of | error.x | error_detail.x | original | hashtags | urls | mentions | children | ur_children | descendants | ur_descendants | leaf_descendants | ur_leaf_descendants | max_depth | ur_max_depth | t_authors | ur_t_authors | t_reply_count | ur_t_reply_count | t_quote_count | ur_t_quote_count | t_like_count | ur_t_like_count | t_retweet_count | ur_t_retweet_count | branching_factor | ur_branching_factor | mean_depth | ur_mean_depth | depth_mad | ur_depth_mad | mean_reply_count | ur_mean_reply_count | reply_count_mad | ur_reply_count_mad | mean_quote_count | ur_mean_quote_count | quote_count_mad | ur_quote_count_mad | mean_like_count | ur_mean_like_count | like_count_mad | ur_like_count_mad | mean_retweet_count | ur_mean_retweet_count | retweet_count_mad | ur_retweet_count_mad | date_created_at | year_created_at | month_created_at | day_created_at | week_created_at | hour_created_at | username | name | description | created_at.y | verified | protected | url | location | followers_count | following_count | tweet_count | listed_count | error.y | error_detail.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 450982449 | 2022-01-27 17:49:05 | 0 | 0 | 0 | 0 | en | @Duza_Bear Not close 🙄 | 1486352747347812353 | 1350955188530667521 | NA | NA | NA | NA | 0 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 17 | turvey21 | drew turvey | I love my wife my son and my daughter. I like TV, sports and potato chips! Twitter Politics=Toxic Garbage! Stop cheering for politicians like sports teams | 2011-12-30 22:15:04 | 0 | 0 | NA | canada | 37 | 357 | 763 | 0 | NA | NA | |||
| 1011900156269223937 | 2022-01-27 17:45:02 | 0 | 0 | 2 | 0 | en | @Jimdoberman @Duza_Bear Cite your sources if you have information different than what the hospitals post. | 1486472590478692360 | 253559937 | NA | NA | NA | NA | 0 | NA | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 2.0000000 | 2.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 17 | CO1969 | C.O. | Be kind...mother to many, really loves winter camping. exhausted by conspiracy theories. | 2018-06-27 09:12:05 | 0 | 0 | NA | Who knows... | 110 | 277 | 13426 | 0 | NA | NA | |||
| 1271324846 | 2022-01-27 22:42:05 | 0 | 2 | 0 | 0 | en | @muskokagrnthum @Duza_Bear Why do we keep having to explain this? There are 10 times more vaccinated people in Canada than unvaccinated. If the vaccine wasn't working there would be 2400 people in ICU instead of 435. If the 204 unvaccinated had been vaccinated, there would only be about 20 of them in ICU. | 1486820487363706886 | 1435089251553751041 | NA | NA | NA | NA | 0 | NA | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0000000 | 2.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 22 | Meagen0248 | Meagen | NA | 2013-03-16 03:34:04 | 0 | 0 | NA | NA | 3 | 39 | 556 | 0 | NA | NA | |||
| 1350955188530667521 | 2022-01-27 17:02:00 | 0 | 0 | 1 | 0 | en | @alex75071776 @jmccarthy100 60% not boosted. You really are a fountain of misinfo, aren't you? | 1486738251708874754 | 956625245540110342 | NA | NA | NA | NA | 0 | NA | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 1.0000000 | 1.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 17 | Duza_Bear | Duza Bear (The COLD BEAR REPORT) | The most politically astute (and funny) BEAR puppet on the Inter-webs! ALSO I'm a candidate for Prime Minister of Canada because you can just say that stuff now | 2021-01-17 23:57:02 | 0 | 0 | http://www.duzabear.com | Center of the Universe, Canada | 79 | 105 | 3150 | 0 | NA | NA | |||
| 1350955188530667521 | 2022-01-27 11:47:02 | 0 | 1 | 1 | 0 | en | @alex75071776 @jmccarthy100 Since boosting only just began a few weeks ago that means we've reached 40% boosted faster than we got to 2nd dose! And almost twice as fast as first doses. Awesome! | 1486584187121459200 | 956625245540110342 | NA | NA | NA | NA | 0 | NA | NA | 2 | 1 | 1 | 4 | 4 | 1 | 1 | 4 | 4 | 2 | 2 | 4 | 4 | 0 | 0 | 3 | 3 | 0 | 0 | 1.000000 | 1.000000 | 3.0 | 3.0 | 0.0 | 0.0 | 0.8000000 | 0.8000000 | 0.0800000 | 0.0800000 | 0 | 0 | 0 | 0 | 0.6000000 | 0.6000000 | 0.2000000 | 0.2000000 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 11 | Duza_Bear | Duza Bear (The COLD BEAR REPORT) | The most politically astute (and funny) BEAR puppet on the Inter-webs! ALSO I'm a candidate for Prime Minister of Canada because you can just say that stuff now | 2021-01-17 23:57:02 | 0 | 0 | http://www.duzabear.com | Center of the Universe, Canada | 79 | 105 | 3150 | 0 | NA | NA | |||
| 1350955188530667521 | 2022-01-27 15:05:03 | 0 | 1 | 1 | 0 | en | @alex75071776 @jmccarthy100 The very old were permitted 7 weeks ago but the general public only during the holidays and those appointments filled up quickly. Twist facts if you want. The truth prevails | 1486670943414108161 | 956625245540110342 | NA | NA | NA | NA | 0 | NA | NA | 2 | 1 | 1 | 2 | 2 | 1 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 0 | 0 | 2 | 2 | 0 | 0 | 1.000000 | 1.000000 | 1.0 | 1.0 | 0.0 | 0.0 | 0.6666667 | 0.6666667 | 0.2222222 | 0.2222222 | 0 | 0 | 0 | 0 | 0.6666667 | 0.6666667 | 0.3333333 | 0.3333333 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 15 | Duza_Bear | Duza Bear (The COLD BEAR REPORT) | The most politically astute (and funny) BEAR puppet on the Inter-webs! ALSO I'm a candidate for Prime Minister of Canada because you can just say that stuff now | 2021-01-17 23:57:02 | 0 | 0 | http://www.duzabear.com | Center of the Universe, Canada | 79 | 105 | 3150 | 0 | NA | NA | |||
| 954603272 | 2022-01-28 03:08:02 | 0 | 0 | 0 | 0 | en | @Duza_Bear Why not tell the entire story- but then your statement would be wrong. You need all the info- not just pick what you need. https://twitter.com/Mcred9/status/1486898936702898179/photo/1 | 1486352747347812353 | 1350955188530667521 | NA | NA | NA | NA | 0 | NA | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 2022-01-28 | 2022 | 1 | 28 | 4 | 3 | Mcred9 | Michelle | NA | 2012-11-18 01:03:00 | 0 | 0 | NA | NA | 106 | 245 | 10264 | 0 | NA | NA | |||
| 956625245540110342 | 2022-01-27 16:29:05 | 0 | 1 | 0 | 0 | is | @Duza_Bear @jmccarthy100 60% non vax | 1486717035392339983 | 1350955188530667521 | NA | NA | NA | NA | 0 | NA | NA | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 1.000000 | 1.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0 | 0 | 0 | 0 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 16 | alex75071776 | Alex | NA | 2018-01-25 20:30:00 | 0 | 0 | NA | NA | 374 | 409 | 5281 | 0 | NA | NA | |||
| 956625245540110342 | 2022-01-27 06:17:00 | 0 | 0 | 0 | 0 | sv | @T3rry12 @Duza_Bear Idiot | 1486353517598101513 | 102803262 | NA | NA | NA | NA | 0 | NA | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 6 | alex75071776 | Alex | NA | 2018-01-25 20:30:00 | 0 | 0 | NA | NA | 374 | 409 | 5281 | 0 | NA | NA | |||
| 956625245540110342 | 2022-01-27 06:17:04 | 0 | 1 | 1 | 0 | en | @jmccarthy100 @Duza_Bear 60% of canadians are not boosted ! Hahahah cope | 1486581677291937794 | 1652825922 | NA | NA | NA | NA | 0 | NA | NA | 2 | 1 | 1 | 5 | 5 | 1 | 1 | 5 | 5 | 2 | 2 | 5 | 5 | 0 | 0 | 4 | 4 | 0 | 0 | 1.000000 | 1.000000 | 4.0 | 4.0 | 0.0 | 0.0 | 0.8333333 | 0.8333333 | 0.0555556 | 0.0555556 | 0 | 0 | 0 | 0 | 0.6666667 | 0.6666667 | 0.1111111 | 0.1111111 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 6 | alex75071776 | Alex | NA | 2018-01-25 20:30:00 | 0 | 0 | NA | NA | 374 | 409 | 5281 | 0 | NA | NA | |||
| 956625245540110342 | 2022-01-27 12:02:02 | 0 | 1 | 0 | 0 | en | @Duza_Bear @jmccarthy100 Boosters have been available for a while. Weeks even. If someone wants it, they would have taken it by now. The covid narrative is falling apart.. people won't comply anymore with this bs. | 1486667166887956488 | 1350955188530667521 | NA | NA | NA | NA | 0 | NA | NA | 2 | 1 | 1 | 3 | 3 | 1 | 1 | 3 | 3 | 2 | 2 | 3 | 3 | 0 | 0 | 2 | 2 | 0 | 0 | 1.000000 | 1.000000 | 2.0 | 2.0 | 0.0 | 0.0 | 0.7500000 | 0.7500000 | 0.1250000 | 0.1250000 | 0 | 0 | 0 | 0 | 0.5000000 | 0.5000000 | 0.2500000 | 0.2500000 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 12 | alex75071776 | Alex | NA | 2018-01-25 20:30:00 | 0 | 0 | NA | NA | 374 | 409 | 5281 | 0 | NA | NA | |||
| 1050079066441814016 | 2022-01-27 21:48:02 | 0 | 0 | 0 | 0 | en | @Duza_Bear Im all for vaccines but you do know the stats you are giving are totally off right? | 1486352747347812353 | 1350955188530667521 | NA | NA | NA | NA | 0 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 21 | Learnthecraft1 | Learnthecraft | NA | 2018-10-10 17:42:01 | 0 | 0 | NA | NA | 59 | 1141 | 1196 | 6 | NA | NA | |||
| 1343809409403609088 | 2022-01-27 07:08:01 | 0 | 0 | 0 | 0 | en | @Duza_Bear Well I know of two healthy young men that both dropped dead a few days after boosters, but you don’t have those % numbers. | 1486352747347812353 | 1350955188530667521 | NA | NA | NA | NA | 0 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 7 | BeerCountryRob | Incognito😎TruckHonker🇨🇦🇺🇸 | Told I have “Unacceptable Views.” Support freedom & your right to Peacefully Protest, even if I don’t agree. 🇨🇦🇺🇸 I’m both. 👼 | 2020-12-29 06:42:00 | 0 | 0 | NA | NA | 137 | 754 | 7766 | 1 | NA | NA | |||
| 1652825922 | 2022-01-27 06:38:02 | 0 | 1 | 0 | 0 | en | @cacafool @aimlesslyaims @Duza_Bear Not sure what you are saying but double dosed in ICU vs unvaxxed? Covid when double vaxxed = minor symptoms. https://www.ctvnews.ca/health/coronavirus/inside-an-icu-where-70-per-cent-of-covid-19-patients-are-unvaccinated-1.5738198 | 1486585976772202497 | 17946738 | NA | NA | NA | NA | 0 | NA | 1 | 3 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1.000000 | 1.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 6 | jmccarthy100 | John McCarthy | NA | 2013-08-07 12:41:05 | 0 | 0 | NA | NA | 86 | 173 | 10007 | 0 | NA | NA | |||
| 1652825922 | 2022-01-27 06:09:05 | 0 | 1 | 1 | 0 | en | @aimlesslyaims @Duza_Bear Help to keep ICU's and HCW from being overwhelmed by covidiots who refuse to get vaxxed. So ICU's can be used for deserving sick people. | 1486562289746518016 | 1232857484961861632 | NA | NA | NA | NA | 0 | NA | NA | 2 | 1 | 1 | 4 | 4 | 2 | 2 | 3 | 3 | 2 | 2 | 4 | 4 | 0 | 0 | 1 | 1 | 0 | 0 | 1.333333 | 1.333333 | 1.5 | 1.5 | 0.5 | 0.5 | 0.8000000 | 0.8000000 | 0.2800000 | 0.2800000 | 0 | 0 | 0 | 0 | 0.2000000 | 0.2000000 | 0.2000000 | 0.2000000 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 6 | jmccarthy100 | John McCarthy | NA | 2013-08-07 12:41:05 | 0 | 0 | NA | NA | 86 | 173 | 10007 | 0 | NA | NA | |||
| 253559937 | 2022-01-26 22:54:01 | 0 | 2 | 5 | 0 | en | @Duza_Bear Funny, I read the opposite was happening at the hospitals. Where are you getting your news from? | 1486352747347812353 | 1350955188530667521 | NA | NA | NA | NA | 0 | NA | NA | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 1 | 1 | 3 | 3 | 2 | 2 | 0 | 0 | 9 | 9 | 0 | 0 | 2.000000 | 2.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.6666667 | 0.6666667 | 0.8888889 | 0.8888889 | 0 | 0 | 0 | 0 | 3.0000000 | 3.0000000 | 1.3333334 | 1.3333334 | 0 | 0 | 0 | 0 | 2022-01-26 | 2022 | 1 | 26 | 4 | 22 | Jimdoberman | Ntwadumela Ayin | Ninafuraha kukutana na wewe. | 2011-02-17 14:00:05 | 0 | 0 | NA | Centro America via Tanzania | 62 | 181 | 3026 | 2 | NA | NA | |||
| 17946738 | 2022-01-27 06:49:01 | 0 | 0 | 0 | 0 | en | @jmccarthy100 @aimlesslyaims @Duza_Bear Those cases are 2 weeks ago so even more likely to be legacy delta Omicron is a with not from situation in the hospitals around here | 1486589370962427904 | 1652825922 | NA | NA | NA | NA | 0 | NA | NA | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 6 | cacafool | cacafool | NA | 2008-12-07 20:01:04 | 0 | 0 | NA | NA | 109 | 111 | 3124 | 0 | NA | NA | |||
| 17946738 | 2022-01-27 06:22:01 | 0 | 0 | 0 | 0 | en | @Duza_Bear nah AHS has a lower case count for unvaccinated than their proportion of society and current hospitalizations from Covid are almost entirely legacy Delta cases with ++comorbities Omicron is a live attenuated vaccine | 1486352747347812353 | 1350955188530667521 | NA | NA | NA | NA | 0 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 6 | cacafool | cacafool | NA | 2008-12-07 20:01:04 | 0 | 0 | NA | NA | 109 | 111 | 3124 | 0 | NA | NA | |||
| 17946738 | 2022-01-27 06:24:05 | 0 | 2 | 0 | 0 | en | @jmccarthy100 @aimlesslyaims @Duza_Bear ghoul I thought the dehumanizing was almost done I am a HCW and masking is more overwhelming than covid pts double dosed have a higher case rate per 100k ICU covid now is either delta or with not from covid | 1486582200887824384 | 1652825922 | NA | NA | NA | NA | 0 | NA | NA | 3 | 2 | 2 | 3 | 3 | 2 | 2 | 2 | 2 | 2 | 2 | 3 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 1.500000 | 1.500000 | 0.5 | 0.5 | 0.5 | 0.5 | 0.7500000 | 0.7500000 | 0.5625000 | 0.5625000 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 6 | cacafool | cacafool | NA | 2008-12-07 20:01:04 | 0 | 0 | NA | NA | 109 | 111 | 3124 | 0 | NA | NA | |||
| 17946738 | 2022-01-27 06:25:01 | 0 | 0 | 0 | 0 | en | @jmccarthy100 @aimlesslyaims @Duza_Bear and that is a good thing, we should be happy about that | 1486585976772202497 | 17946738 | NA | NA | NA | NA | 0 | NA | NA | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 6 | cacafool | cacafool | NA | 2008-12-07 20:01:04 | 0 | 0 | NA | NA | 109 | 111 | 3124 | 0 | NA | NA |
Temporal extent
tweets_c %>%
filter(conversation_id==sql(conversation_id_key)) %>%
count(original,date_created_at) %>%
collect() %>%
mutate(original=if_else(original==1,"contains keywords","expanded conversation")) %>%
ggplot(aes(x=date_created_at,y=n,fill=original)) +
geom_col(width=1,position = 'stack') +
theme_hsci_discrete()
Conversation 1486352996304830466: random “real” (10-100 message) conversation 3
conversation_id_key <- "1486352996304830466"
tweets_c_i %>%
filter(conversation_id==sql(conversation_id_key)) %>%
summarize(
tweets=n(),
tweets_with_keywords=sum(original, na.rm=T),
authors=n_distinct(author_id),
min_date=min(created_at, na.rm=T),
max_date=max(created_at, na.rm=T)
) %>% collect() %>%
bind_cols(
tweets_c_i %>%
filter(conversation_id==sql(conversation_id_key)) %>%
count(author_id,name="tweets_per_author") %>%
mutate(m_t_p_a=mean(tweets_per_author, na.rm=T)) %>%
summarize(mean_tweets_per_author=mean(tweets_per_author),tweets_per_author_mean_absolute_deviation=mean(abs(m_t_p_a-tweets_per_author))) %>% collect()
) %>%
gt()| tweets | tweets_with_keywords | authors | min_date | max_date | mean_tweets_per_author | tweets_per_author_mean_absolute_deviation |
|---|---|---|---|---|---|---|
| 13 | 3 | 2 | 2022-01-26 14:59:00 | 2022-01-26 15:42:02 | 6.5 | 0.5 |
First 20 tweets
tweets_c_i %>%
filter(conversation_id==sql(conversation_id_key)) %>%
left_join(users_c_i,by=c("author_id"="user_id")) %>%
arrange(created_at.x) %>%
head(20) %>%
mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
gt() %>%
fmt_markdown(tweet_id|conversation_id|ur_conversation_id)| tweet_id | ur_conversation_id | conversation_id | author_id | created_at.x | retweet_count | reply_count | like_count | quote_count | lang | text | in_reply_to | in_reply_to_user_id | quotes | retweet_of | error.x | error_detail.x | original | hashtags | urls | mentions | children | ur_children | descendants | ur_descendants | leaf_descendants | ur_leaf_descendants | max_depth | ur_max_depth | t_authors | ur_t_authors | t_reply_count | ur_t_reply_count | t_quote_count | ur_t_quote_count | t_like_count | ur_t_like_count | t_retweet_count | ur_t_retweet_count | branching_factor | ur_branching_factor | mean_depth | ur_mean_depth | depth_mad | ur_depth_mad | mean_reply_count | ur_mean_reply_count | reply_count_mad | ur_reply_count_mad | mean_quote_count | ur_mean_quote_count | quote_count_mad | ur_quote_count_mad | mean_like_count | ur_mean_like_count | like_count_mad | ur_like_count_mad | mean_retweet_count | ur_mean_retweet_count | retweet_count_mad | ur_retweet_count_mad | date_created_at | year_created_at | month_created_at | day_created_at | week_created_at | hour_created_at | username | name | description | created_at.y | verified | protected | url | location | followers_count | following_count | tweet_count | listed_count | error.y | error_detail.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1183418112374427648 | 2022-01-26 14:59:00 | 0 | 1 | 0 | 0 | en | when u have problems at school AGAIN | NA | NA | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 12 | 12 | 2 | 2 | 11 | 11 | 2 | 2 | 12 | 12 | 0 | 0 | 10 | 10 | 0 | 0 | 1.090909 | 1.090909 | 7 | 7 | 3 | 3 | 0.9230769 | 0.9230769 | 0.0118343 | 0.0118343 | 0 | 0 | 0 | 0 | 0.7692308 | 0.7692308 | 0.0769231 | 0.0769231 | 0 | 0 | 0 | 0 | 2022-01-26 | 2022 | 1 | 26 | 4 | 14 | PL4ST1CFL0W3R | ○ | NA | 2019-10-13 16:24:00 | 0 | 0 | http://pronouny.xyz/u/swimmingfool | he / it / bug ! 19yo ! ⚣ | 1085 | 967 | 53384 | 22 | NA | NA | |||
| 1404270244726669324 | 2022-01-26 15:08:04 | 0 | 1 | 1 | 0 | en | @fruityhyeop Everything ok? | 1486352996304830466 | 1183418112374427648 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 11 | 11 | 2 | 2 | 10 | 10 | 2 | 2 | 11 | 11 | 0 | 0 | 10 | 10 | 0 | 0 | 1.100000 | 1.100000 | 6 | 6 | 3 | 3 | 0.9166667 | 0.9166667 | 0.0138889 | 0.0138889 | 0 | 0 | 0 | 0 | 0.8333333 | 0.8333333 | 0.0277778 | 0.0277778 | 0 | 0 | 0 | 0 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | ming1ggles | *•̩̩͙✩•̩̩͙* Speronyx *•̩̩͙✩•̩̩͙* 🥊 | *•̩̩͙✩•̩̩͙*˚⋇⋆✦⋆⋇˚*•̩̩͙✩•̩̩͙*˚ Professional simper || INFJ ||Minor || rcbyf ☆✼★━━☆━━★✼☆ | 2021-06-14 02:51:04 | 0 | 0 | http://speronyx.carrd.co | They/Them || selective fb | 255 | 156 | 6414 | 7 | NA | NA | |||
| 1183418112374427648 | 2022-01-26 15:09:00 | 0 | 1 | 1 | 0 | it | @ming1ggles NOT REALLY SJSJDJDJ | 1486355422722539520 | 1404270244726669324 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 10 | 10 | 2 | 2 | 9 | 9 | 2 | 2 | 10 | 10 | 0 | 0 | 9 | 9 | 0 | 0 | 1.111111 | 1.111111 | 5 | 5 | 3 | 3 | 0.9090909 | 0.9090909 | 0.0165289 | 0.0165289 | 0 | 0 | 0 | 0 | 0.8181818 | 0.8181818 | 0.0330578 | 0.0330578 | 0 | 0 | 0 | 0 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | PL4ST1CFL0W3R | ○ | NA | 2019-10-13 16:24:00 | 0 | 0 | http://pronouny.xyz/u/swimmingfool | he / it / bug ! 19yo ! ⚣ | 1085 | 967 | 53384 | 22 | NA | NA | |||
| 1404270244726669324 | 2022-01-26 15:15:01 | 0 | 1 | 1 | 0 | en | @fruityhyeop Thank god, what's the trouble about? | 1486355502359629828 | 1183418112374427648 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 9 | 9 | 2 | 2 | 8 | 8 | 2 | 2 | 9 | 9 | 0 | 0 | 8 | 8 | 0 | 0 | 1.125000 | 1.125000 | 4 | 4 | 3 | 3 | 0.9000000 | 0.9000000 | 0.1200000 | 0.1200000 | 0 | 0 | 0 | 0 | 0.8000000 | 0.8000000 | 0.0400000 | 0.0400000 | 0 | 0 | 0 | 0 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | ming1ggles | *•̩̩͙✩•̩̩͙* Speronyx *•̩̩͙✩•̩̩͙* 🥊 | *•̩̩͙✩•̩̩͙*˚⋇⋆✦⋆⋇˚*•̩̩͙✩•̩̩͙*˚ Professional simper || INFJ ||Minor || rcbyf ☆✼★━━☆━━★✼☆ | 2021-06-14 02:51:04 | 0 | 0 | http://speronyx.carrd.co | They/Them || selective fb | 255 | 156 | 6414 | 7 | NA | NA | |||
| 1183418112374427648 | 2022-01-26 15:21:05 | 0 | 2 | 1 | 0 | en | @ming1ggles me dyeing my hair at school😭 | 1486357062468927488 | 1404270244726669324 | NA | NA | NA | NA | 0 | NA | NA | 1 | 2 | 2 | 8 | 8 | 2 | 2 | 7 | 7 | 2 | 2 | 8 | 8 | 0 | 0 | 7 | 7 | 0 | 0 | 1.142857 | 1.142857 | 3 | 3 | 3 | 3 | 0.8888889 | 0.8888889 | 0.2345679 | 0.2345679 | 0 | 0 | 0 | 0 | 0.7777778 | 0.7777778 | 0.0740741 | 0.0740741 | 0 | 0 | 0 | 0 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | PL4ST1CFL0W3R | ○ | NA | 2019-10-13 16:24:00 | 0 | 0 | http://pronouny.xyz/u/swimmingfool | he / it / bug ! 19yo ! ⚣ | 1085 | 967 | 53384 | 22 | NA | NA | |||
| 1404270244726669324 | 2022-01-26 15:26:05 | 0 | 0 | 1 | 0 | en | @fruityhyeop OOPS. | 1486358730132406282 | 1183418112374427648 | NA | NA | NA | NA | 0 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0.000000 | 0.000000 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 1.0000000 | 1.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | ming1ggles | *•̩̩͙✩•̩̩͙* Speronyx *•̩̩͙✩•̩̩͙* 🥊 | *•̩̩͙✩•̩̩͙*˚⋇⋆✦⋆⋇˚*•̩̩͙✩•̩̩͙*˚ Professional simper || INFJ ||Minor || rcbyf ☆✼★━━☆━━★✼☆ | 2021-06-14 02:51:04 | 0 | 0 | http://speronyx.carrd.co | They/Them || selective fb | 255 | 156 | 6414 | 7 | NA | NA | |||
| 1404270244726669324 | 2022-01-26 15:27:01 | 0 | 1 | 1 | 0 | en | @fruityhyeop Wait you dyed it AT school? Like in the school washroom? | 1486358730132406282 | 1183418112374427648 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 6 | 6 | 1 | 1 | 6 | 6 | 2 | 2 | 6 | 6 | 0 | 0 | 5 | 5 | 0 | 0 | 1.000000 | 1.000000 | 5 | 5 | 0 | 0 | 0.8571429 | 0.8571429 | 0.0408163 | 0.0408163 | 0 | 0 | 0 | 0 | 0.7142857 | 0.7142857 | 0.0816327 | 0.0816327 | 0 | 0 | 0 | 0 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | ming1ggles | *•̩̩͙✩•̩̩͙* Speronyx *•̩̩͙✩•̩̩͙* 🥊 | *•̩̩͙✩•̩̩͙*˚⋇⋆✦⋆⋇˚*•̩̩͙✩•̩̩͙*˚ Professional simper || INFJ ||Minor || rcbyf ☆✼★━━☆━━★✼☆ | 2021-06-14 02:51:04 | 0 | 0 | http://speronyx.carrd.co | They/Them || selective fb | 255 | 156 | 6414 | 7 | NA | NA | |||
| 1183418112374427648 | 2022-01-26 15:27:03 | 0 | 1 | 1 | 0 | en | @ming1ggles YEAH- | 1486360107558473730 | 1404270244726669324 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 5 | 5 | 1 | 1 | 5 | 5 | 2 | 2 | 5 | 5 | 0 | 0 | 4 | 4 | 0 | 0 | 1.000000 | 1.000000 | 4 | 4 | 0 | 0 | 0.8333333 | 0.8333333 | 0.0555556 | 0.0555556 | 0 | 0 | 0 | 0 | 0.6666667 | 0.6666667 | 0.1111111 | 0.1111111 | 0 | 0 | 0 | 0 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | PL4ST1CFL0W3R | ○ | NA | 2019-10-13 16:24:00 | 0 | 0 | http://pronouny.xyz/u/swimmingfool | he / it / bug ! 19yo ! ⚣ | 1085 | 967 | 53384 | 22 | NA | NA | |||
| 1404270244726669324 | 2022-01-26 15:30:02 | 0 | 1 | 1 | 0 | en | @fruityhyeop My school would've expelled me- | 1486360174789021700 | 1183418112374427648 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 4 | 4 | 1 | 1 | 4 | 4 | 2 | 2 | 4 | 4 | 0 | 0 | 3 | 3 | 0 | 0 | 1.000000 | 1.000000 | 3 | 3 | 0 | 0 | 0.8000000 | 0.8000000 | 0.0800000 | 0.0800000 | 0 | 0 | 0 | 0 | 0.6000000 | 0.6000000 | 0.1600000 | 0.1600000 | 0 | 0 | 0 | 0 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | ming1ggles | *•̩̩͙✩•̩̩͙* Speronyx *•̩̩͙✩•̩̩͙* 🥊 | *•̩̩͙✩•̩̩͙*˚⋇⋆✦⋆⋇˚*•̩̩͙✩•̩̩͙*˚ Professional simper || INFJ ||Minor || rcbyf ☆✼★━━☆━━★✼☆ | 2021-06-14 02:51:04 | 0 | 0 | http://speronyx.carrd.co | They/Them || selective fb | 255 | 156 | 6414 | 7 | NA | NA | |||
| 1183418112374427648 | 2022-01-26 15:31:05 | 0 | 1 | 1 | 0 | en | @ming1ggles WELL I DID IT BEFORE AND TEACHERS EVEN THOUGHT IT WAS FUNNY SO I THOUGHT I COULD DO IT AGAIN BUT THE TRANSPHOBIC CONCIERGE SAW IT AND SHE WENT TO THE RECTOR AND THEN HE GOT MAD | 1486360866375172099 | 1404270244726669324 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 3 | 3 | 1 | 1 | 3 | 3 | 2 | 2 | 3 | 3 | 0 | 0 | 2 | 2 | 0 | 0 | 1.000000 | 1.000000 | 2 | 2 | 0 | 0 | 0.7500000 | 0.7500000 | 0.1250000 | 0.1250000 | 0 | 0 | 0 | 0 | 0.5000000 | 0.5000000 | 0.2500000 | 0.2500000 | 0 | 0 | 0 | 0 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | PL4ST1CFL0W3R | ○ | NA | 2019-10-13 16:24:00 | 0 | 0 | http://pronouny.xyz/u/swimmingfool | he / it / bug ! 19yo ! ⚣ | 1085 | 967 | 53384 | 22 | NA | NA | |||
| 1404270244726669324 | 2022-01-26 15:40:02 | 0 | 1 | 1 | 0 | en | @fruityhyeop OH MY GOD FUCK HER. Are you in a lot of trouble? | 1486361264209104898 | 1183418112374427648 | NA | NA | NA | NA | 1 | NA | NA | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 0 | 0 | 1 | 1 | 0 | 0 | 1.000000 | 1.000000 | 1 | 1 | 0 | 0 | 0.6666667 | 0.6666667 | 0.2222222 | 0.2222222 | 0 | 0 | 0 | 0 | 0.3333333 | 0.3333333 | 0.3333333 | 0.3333333 | 0 | 0 | 0 | 0 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | ming1ggles | *•̩̩͙✩•̩̩͙* Speronyx *•̩̩͙✩•̩̩͙* 🥊 | *•̩̩͙✩•̩̩͙*˚⋇⋆✦⋆⋇˚*•̩̩͙✩•̩̩͙*˚ Professional simper || INFJ ||Minor || rcbyf ☆✼★━━☆━━★✼☆ | 2021-06-14 02:51:04 | 0 | 0 | http://speronyx.carrd.co | They/Them || selective fb | 255 | 156 | 6414 | 7 | NA | NA | |||
| 1183418112374427648 | 2022-01-26 15:41:04 | 0 | 1 | 0 | 0 | en | @ming1ggles well she told me to go home lmao😭 i hate her she literally asked “will u parents get mad if u get home w hairdye in your hair” me “yes probably” and then she just “well.... i think u should go home” DID U EVEN LISTEN TO MY ANSWER?? | 1486363410652545025 | 1404270244726669324 | NA | NA | NA | NA | 1 | NA | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1.000000 | 1.000000 | 0 | 0 | 0 | 0 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | PL4ST1CFL0W3R | ○ | NA | 2019-10-13 16:24:00 | 0 | 0 | http://pronouny.xyz/u/swimmingfool | he / it / bug ! 19yo ! ⚣ | 1085 | 967 | 53384 | 22 | NA | NA | |||
| 1183418112374427648 | 2022-01-26 15:42:02 | 0 | 0 | 0 | 0 | en | @ming1ggles i didnt go home tho, i washed it out in the restroom and now im omw home😎 | 1486363755944587277 | 1183418112374427648 | NA | NA | NA | NA | 1 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | PL4ST1CFL0W3R | ○ | NA | 2019-10-13 16:24:00 | 0 | 0 | http://pronouny.xyz/u/swimmingfool | he / it / bug ! 19yo ! ⚣ | 1085 | 967 | 53384 | 22 | NA | NA |
Random 20 tweets
tweets_c_i %>%
filter(conversation_id==sql(conversation_id_key)) %>%
arrange(sql("RAND()")) %>%
head(20) %>%
arrange(created_at) %>%
left_join(users_c_i,by=c("author_id"="user_id")) %>%
mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
gt() %>%
fmt_markdown(tweet_id|conversation_id|ur_conversation_id)| tweet_id | ur_conversation_id | conversation_id | author_id | created_at.x | retweet_count | reply_count | like_count | quote_count | lang | text | in_reply_to | in_reply_to_user_id | quotes | retweet_of | error.x | error_detail.x | original | hashtags | urls | mentions | children | ur_children | descendants | ur_descendants | leaf_descendants | ur_leaf_descendants | max_depth | ur_max_depth | t_authors | ur_t_authors | t_reply_count | ur_t_reply_count | t_quote_count | ur_t_quote_count | t_like_count | ur_t_like_count | t_retweet_count | ur_t_retweet_count | branching_factor | ur_branching_factor | mean_depth | ur_mean_depth | depth_mad | ur_depth_mad | mean_reply_count | ur_mean_reply_count | reply_count_mad | ur_reply_count_mad | mean_quote_count | ur_mean_quote_count | quote_count_mad | ur_quote_count_mad | mean_like_count | ur_mean_like_count | like_count_mad | ur_like_count_mad | mean_retweet_count | ur_mean_retweet_count | retweet_count_mad | ur_retweet_count_mad | date_created_at | year_created_at | month_created_at | day_created_at | week_created_at | hour_created_at | username | name | description | created_at.y | verified | protected | url | location | followers_count | following_count | tweet_count | listed_count | error.y | error_detail.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1183418112374427648 | 2022-01-26 15:31:05 | 0 | 1 | 1 | 0 | en | @ming1ggles WELL I DID IT BEFORE AND TEACHERS EVEN THOUGHT IT WAS FUNNY SO I THOUGHT I COULD DO IT AGAIN BUT THE TRANSPHOBIC CONCIERGE SAW IT AND SHE WENT TO THE RECTOR AND THEN HE GOT MAD | 1486360866375172099 | 1404270244726669324 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 3 | 3 | 1 | 1 | 3 | 3 | 2 | 2 | 3 | 3 | 0 | 0 | 2 | 2 | 0 | 0 | 1.000000 | 1.000000 | 2 | 2 | 0 | 0 | 0.7500000 | 0.7500000 | 0.1250000 | 0.1250000 | 0 | 0 | 0 | 0 | 0.5000000 | 0.5000000 | 0.2500000 | 0.2500000 | 0 | 0 | 0 | 0 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | PL4ST1CFL0W3R | ○ | NA | 2019-10-13 16:24:00 | 0 | 0 | http://pronouny.xyz/u/swimmingfool | he / it / bug ! 19yo ! ⚣ | 1085 | 967 | 53384 | 22 | NA | NA | |||
| 1183418112374427648 | 2022-01-26 15:41:04 | 0 | 1 | 0 | 0 | en | @ming1ggles well she told me to go home lmao😭 i hate her she literally asked “will u parents get mad if u get home w hairdye in your hair” me “yes probably” and then she just “well.... i think u should go home” DID U EVEN LISTEN TO MY ANSWER?? | 1486363410652545025 | 1404270244726669324 | NA | NA | NA | NA | 1 | NA | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1.000000 | 1.000000 | 0 | 0 | 0 | 0 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | PL4ST1CFL0W3R | ○ | NA | 2019-10-13 16:24:00 | 0 | 0 | http://pronouny.xyz/u/swimmingfool | he / it / bug ! 19yo ! ⚣ | 1085 | 967 | 53384 | 22 | NA | NA | |||
| 1183418112374427648 | 2022-01-26 15:42:02 | 0 | 0 | 0 | 0 | en | @ming1ggles i didnt go home tho, i washed it out in the restroom and now im omw home😎 | 1486363755944587277 | 1183418112374427648 | NA | NA | NA | NA | 1 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | PL4ST1CFL0W3R | ○ | NA | 2019-10-13 16:24:00 | 0 | 0 | http://pronouny.xyz/u/swimmingfool | he / it / bug ! 19yo ! ⚣ | 1085 | 967 | 53384 | 22 | NA | NA | |||
| 1183418112374427648 | 2022-01-26 14:59:00 | 0 | 1 | 0 | 0 | en | when u have problems at school AGAIN | NA | NA | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 12 | 12 | 2 | 2 | 11 | 11 | 2 | 2 | 12 | 12 | 0 | 0 | 10 | 10 | 0 | 0 | 1.090909 | 1.090909 | 7 | 7 | 3 | 3 | 0.9230769 | 0.9230769 | 0.0118343 | 0.0118343 | 0 | 0 | 0 | 0 | 0.7692308 | 0.7692308 | 0.0769231 | 0.0769231 | 0 | 0 | 0 | 0 | 2022-01-26 | 2022 | 1 | 26 | 4 | 14 | PL4ST1CFL0W3R | ○ | NA | 2019-10-13 16:24:00 | 0 | 0 | http://pronouny.xyz/u/swimmingfool | he / it / bug ! 19yo ! ⚣ | 1085 | 967 | 53384 | 22 | NA | NA | |||
| 1183418112374427648 | 2022-01-26 15:09:00 | 0 | 1 | 1 | 0 | it | @ming1ggles NOT REALLY SJSJDJDJ | 1486355422722539520 | 1404270244726669324 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 10 | 10 | 2 | 2 | 9 | 9 | 2 | 2 | 10 | 10 | 0 | 0 | 9 | 9 | 0 | 0 | 1.111111 | 1.111111 | 5 | 5 | 3 | 3 | 0.9090909 | 0.9090909 | 0.0165289 | 0.0165289 | 0 | 0 | 0 | 0 | 0.8181818 | 0.8181818 | 0.0330578 | 0.0330578 | 0 | 0 | 0 | 0 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | PL4ST1CFL0W3R | ○ | NA | 2019-10-13 16:24:00 | 0 | 0 | http://pronouny.xyz/u/swimmingfool | he / it / bug ! 19yo ! ⚣ | 1085 | 967 | 53384 | 22 | NA | NA | |||
| 1183418112374427648 | 2022-01-26 15:21:05 | 0 | 2 | 1 | 0 | en | @ming1ggles me dyeing my hair at school😭 | 1486357062468927488 | 1404270244726669324 | NA | NA | NA | NA | 0 | NA | NA | 1 | 2 | 2 | 8 | 8 | 2 | 2 | 7 | 7 | 2 | 2 | 8 | 8 | 0 | 0 | 7 | 7 | 0 | 0 | 1.142857 | 1.142857 | 3 | 3 | 3 | 3 | 0.8888889 | 0.8888889 | 0.2345679 | 0.2345679 | 0 | 0 | 0 | 0 | 0.7777778 | 0.7777778 | 0.0740741 | 0.0740741 | 0 | 0 | 0 | 0 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | PL4ST1CFL0W3R | ○ | NA | 2019-10-13 16:24:00 | 0 | 0 | http://pronouny.xyz/u/swimmingfool | he / it / bug ! 19yo ! ⚣ | 1085 | 967 | 53384 | 22 | NA | NA | |||
| 1183418112374427648 | 2022-01-26 15:27:03 | 0 | 1 | 1 | 0 | en | @ming1ggles YEAH- | 1486360107558473730 | 1404270244726669324 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 5 | 5 | 1 | 1 | 5 | 5 | 2 | 2 | 5 | 5 | 0 | 0 | 4 | 4 | 0 | 0 | 1.000000 | 1.000000 | 4 | 4 | 0 | 0 | 0.8333333 | 0.8333333 | 0.0555556 | 0.0555556 | 0 | 0 | 0 | 0 | 0.6666667 | 0.6666667 | 0.1111111 | 0.1111111 | 0 | 0 | 0 | 0 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | PL4ST1CFL0W3R | ○ | NA | 2019-10-13 16:24:00 | 0 | 0 | http://pronouny.xyz/u/swimmingfool | he / it / bug ! 19yo ! ⚣ | 1085 | 967 | 53384 | 22 | NA | NA | |||
| 1404270244726669324 | 2022-01-26 15:30:02 | 0 | 1 | 1 | 0 | en | @fruityhyeop My school would've expelled me- | 1486360174789021700 | 1183418112374427648 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 4 | 4 | 1 | 1 | 4 | 4 | 2 | 2 | 4 | 4 | 0 | 0 | 3 | 3 | 0 | 0 | 1.000000 | 1.000000 | 3 | 3 | 0 | 0 | 0.8000000 | 0.8000000 | 0.0800000 | 0.0800000 | 0 | 0 | 0 | 0 | 0.6000000 | 0.6000000 | 0.1600000 | 0.1600000 | 0 | 0 | 0 | 0 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | ming1ggles | *•̩̩͙✩•̩̩͙* Speronyx *•̩̩͙✩•̩̩͙* 🥊 | *•̩̩͙✩•̩̩͙*˚⋇⋆✦⋆⋇˚*•̩̩͙✩•̩̩͙*˚ Professional simper || INFJ ||Minor || rcbyf ☆✼★━━☆━━★✼☆ | 2021-06-14 02:51:04 | 0 | 0 | http://speronyx.carrd.co | They/Them || selective fb | 255 | 156 | 6414 | 7 | NA | NA | |||
| 1404270244726669324 | 2022-01-26 15:40:02 | 0 | 1 | 1 | 0 | en | @fruityhyeop OH MY GOD FUCK HER. Are you in a lot of trouble? | 1486361264209104898 | 1183418112374427648 | NA | NA | NA | NA | 1 | NA | NA | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 0 | 0 | 1 | 1 | 0 | 0 | 1.000000 | 1.000000 | 1 | 1 | 0 | 0 | 0.6666667 | 0.6666667 | 0.2222222 | 0.2222222 | 0 | 0 | 0 | 0 | 0.3333333 | 0.3333333 | 0.3333333 | 0.3333333 | 0 | 0 | 0 | 0 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | ming1ggles | *•̩̩͙✩•̩̩͙* Speronyx *•̩̩͙✩•̩̩͙* 🥊 | *•̩̩͙✩•̩̩͙*˚⋇⋆✦⋆⋇˚*•̩̩͙✩•̩̩͙*˚ Professional simper || INFJ ||Minor || rcbyf ☆✼★━━☆━━★✼☆ | 2021-06-14 02:51:04 | 0 | 0 | http://speronyx.carrd.co | They/Them || selective fb | 255 | 156 | 6414 | 7 | NA | NA | |||
| 1404270244726669324 | 2022-01-26 15:08:04 | 0 | 1 | 1 | 0 | en | @fruityhyeop Everything ok? | 1486352996304830466 | 1183418112374427648 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 11 | 11 | 2 | 2 | 10 | 10 | 2 | 2 | 11 | 11 | 0 | 0 | 10 | 10 | 0 | 0 | 1.100000 | 1.100000 | 6 | 6 | 3 | 3 | 0.9166667 | 0.9166667 | 0.0138889 | 0.0138889 | 0 | 0 | 0 | 0 | 0.8333333 | 0.8333333 | 0.0277778 | 0.0277778 | 0 | 0 | 0 | 0 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | ming1ggles | *•̩̩͙✩•̩̩͙* Speronyx *•̩̩͙✩•̩̩͙* 🥊 | *•̩̩͙✩•̩̩͙*˚⋇⋆✦⋆⋇˚*•̩̩͙✩•̩̩͙*˚ Professional simper || INFJ ||Minor || rcbyf ☆✼★━━☆━━★✼☆ | 2021-06-14 02:51:04 | 0 | 0 | http://speronyx.carrd.co | They/Them || selective fb | 255 | 156 | 6414 | 7 | NA | NA | |||
| 1404270244726669324 | 2022-01-26 15:15:01 | 0 | 1 | 1 | 0 | en | @fruityhyeop Thank god, what's the trouble about? | 1486355502359629828 | 1183418112374427648 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 9 | 9 | 2 | 2 | 8 | 8 | 2 | 2 | 9 | 9 | 0 | 0 | 8 | 8 | 0 | 0 | 1.125000 | 1.125000 | 4 | 4 | 3 | 3 | 0.9000000 | 0.9000000 | 0.1200000 | 0.1200000 | 0 | 0 | 0 | 0 | 0.8000000 | 0.8000000 | 0.0400000 | 0.0400000 | 0 | 0 | 0 | 0 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | ming1ggles | *•̩̩͙✩•̩̩͙* Speronyx *•̩̩͙✩•̩̩͙* 🥊 | *•̩̩͙✩•̩̩͙*˚⋇⋆✦⋆⋇˚*•̩̩͙✩•̩̩͙*˚ Professional simper || INFJ ||Minor || rcbyf ☆✼★━━☆━━★✼☆ | 2021-06-14 02:51:04 | 0 | 0 | http://speronyx.carrd.co | They/Them || selective fb | 255 | 156 | 6414 | 7 | NA | NA | |||
| 1404270244726669324 | 2022-01-26 15:26:05 | 0 | 0 | 1 | 0 | en | @fruityhyeop OOPS. | 1486358730132406282 | 1183418112374427648 | NA | NA | NA | NA | 0 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0.000000 | 0.000000 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 1.0000000 | 1.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | ming1ggles | *•̩̩͙✩•̩̩͙* Speronyx *•̩̩͙✩•̩̩͙* 🥊 | *•̩̩͙✩•̩̩͙*˚⋇⋆✦⋆⋇˚*•̩̩͙✩•̩̩͙*˚ Professional simper || INFJ ||Minor || rcbyf ☆✼★━━☆━━★✼☆ | 2021-06-14 02:51:04 | 0 | 0 | http://speronyx.carrd.co | They/Them || selective fb | 255 | 156 | 6414 | 7 | NA | NA | |||
| 1404270244726669324 | 2022-01-26 15:27:01 | 0 | 1 | 1 | 0 | en | @fruityhyeop Wait you dyed it AT school? Like in the school washroom? | 1486358730132406282 | 1183418112374427648 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 6 | 6 | 1 | 1 | 6 | 6 | 2 | 2 | 6 | 6 | 0 | 0 | 5 | 5 | 0 | 0 | 1.000000 | 1.000000 | 5 | 5 | 0 | 0 | 0.8571429 | 0.8571429 | 0.0408163 | 0.0408163 | 0 | 0 | 0 | 0 | 0.7142857 | 0.7142857 | 0.0816327 | 0.0816327 | 0 | 0 | 0 | 0 | 2022-01-26 | 2022 | 1 | 26 | 4 | 15 | ming1ggles | *•̩̩͙✩•̩̩͙* Speronyx *•̩̩͙✩•̩̩͙* 🥊 | *•̩̩͙✩•̩̩͙*˚⋇⋆✦⋆⋇˚*•̩̩͙✩•̩̩͙*˚ Professional simper || INFJ ||Minor || rcbyf ☆✼★━━☆━━★✼☆ | 2021-06-14 02:51:04 | 0 | 0 | http://speronyx.carrd.co | They/Them || selective fb | 255 | 156 | 6414 | 7 | NA | NA |
Temporal extent
tweets_c %>%
filter(conversation_id==sql(conversation_id_key)) %>%
count(original,date_created_at) %>%
collect() %>%
mutate(original=if_else(original==1,"contains keywords","expanded conversation")) %>%
ggplot(aes(x=date_created_at,y=n,fill=original)) +
geom_col(width=1,position = 'stack') +
theme_hsci_discrete()
Conversation 1485662249624780807: random “real” “long” (50-150 message, max_depth>=20, authors<messages/3, keywords in at least messages/10, starting >=2022-01-22) conversation 1
Code for pulling random “real” conversation ids:
conversations_c_i %>%
filter(created_at>=as.Date("2022-01-22"),c_descendants>=50,c_descendants<=200,max_depth>=20,!is.na(tweet_id),authors<c_descendants/3) %>%
left_join(tweets_c_i %>%
filter(original) %>%
count(conversation_id,name="originals") ,by=c("conversation_id")
) %>%
filter(originals>=c_descendants/10) %>%
arrange(sql("RAND()")) %>%
head(3) %>%
pull(conversation_id)
``` output: `1486700611928309763 1486730979968495616 1486100674152906752`
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin 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 -->
```r
conversation_id_key <- "1486700611928309763"
tweets_c_i %>%
filter(conversation_id==sql(conversation_id_key)) %>%
summarize(
tweets=n(),
tweets_with_keywords=sum(original, na.rm=T),
authors=n_distinct(author_id),
min_date=min(created_at, na.rm=T),
max_date=max(created_at, na.rm=T)
) %>% collect() %>%
bind_cols(
tweets_c_i %>%
filter(conversation_id==sql(conversation_id_key)) %>%
count(author_id,name="tweets_per_author") %>%
mutate(m_t_p_a=mean(tweets_per_author, na.rm=T)) %>%
summarize(mean_tweets_per_author=mean(tweets_per_author),tweets_per_author_mean_absolute_deviation=mean(abs(m_t_p_a-tweets_per_author))) %>% collect()
) %>%
gt()| tweets | tweets_with_keywords | authors | min_date | max_date | mean_tweets_per_author | tweets_per_author_mean_absolute_deviation |
|---|---|---|---|---|---|---|
| 53 | 6 | 1 | 2022-01-27 14:00:02 | 2022-01-27 14:08:02 | 53 | 0 |
First 20 tweets
tweets_c_i %>%
filter(conversation_id==sql(conversation_id_key)) %>%
left_join(users_c_i,by=c("author_id"="user_id")) %>%
arrange(created_at.x) %>%
head(20) %>%
mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
gt() %>%
fmt_markdown(tweet_id|conversation_id|ur_conversation_id)| tweet_id | ur_conversation_id | conversation_id | author_id | created_at.x | retweet_count | reply_count | like_count | quote_count | lang | text | in_reply_to | in_reply_to_user_id | quotes | retweet_of | error.x | error_detail.x | original | hashtags | urls | mentions | children | ur_children | descendants | ur_descendants | leaf_descendants | ur_leaf_descendants | max_depth | ur_max_depth | t_authors | ur_t_authors | t_reply_count | ur_t_reply_count | t_quote_count | ur_t_quote_count | t_like_count | ur_t_like_count | t_retweet_count | ur_t_retweet_count | branching_factor | ur_branching_factor | mean_depth | ur_mean_depth | depth_mad | ur_depth_mad | mean_reply_count | ur_mean_reply_count | reply_count_mad | ur_reply_count_mad | mean_quote_count | ur_mean_quote_count | quote_count_mad | ur_quote_count_mad | mean_like_count | ur_mean_like_count | like_count_mad | ur_like_count_mad | mean_retweet_count | ur_mean_retweet_count | retweet_count_mad | ur_retweet_count_mad | date_created_at | year_created_at | month_created_at | day_created_at | week_created_at | hour_created_at | username | name | description | created_at.y | verified | protected | url | location | followers_count | following_count | tweet_count | listed_count | error.y | error_detail.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 349142963 | 2022-01-27 14:00:02 | 0 | 1 | 0 | 0 | en | Indeed, this is what happened in the first years of his term : https://www.youtube.com/watch?v=uioPgUgPphY&ab_channel=Bluecheer90 However, then something changed. When and why, it is still unclear. | 1486700640298577921 | 349142963 | NA | NA | NA | NA | 0 | NA | 1 | NA | 1 | 1 | 38 | 38 | 1 | 1 | 38 | 38 | 1 | 1 | 38 | 38 | 0 | 0 | 3 | 3 | 0 | 0 | 1 | 1 | 37 | 37 | 0 | 0 | 0.9743590 | 0.9743590 | 0.0013149 | 0.0013149 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0769231 | 0.0769231 | 0.0039448 | 0.0039448 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:00:02 | 0 | 1 | 1 | 0 | en | Articles 83-91 (Title II) regulate the prerogatives of the PdR. These articles have remained largely unchanged (Art. 88 was changed in 1991, introducing the so-called White Semester) | 1486700620283359238 | 349142963 | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 47 | 47 | 1 | 1 | 47 | 47 | 1 | 1 | 47 | 47 | 0 | 0 | 9 | 9 | 0 | 0 | 1 | 1 | 46 | 46 | 0 | 0 | 0.9791667 | 0.9791667 | 0.0008681 | 0.0008681 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.1875000 | 0.1875000 | 0.0338542 | 0.0338542 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:00:02 | 0 | 1 | 1 | 0 | en | The #PdR is #Italy’s head of state, representing the national unity. He is the guardian of the #Constitution, making sure that politics complies with the chart. https://www.senato.it/documenti/repository/istituzione/costituzione_inglese.pdf | 1486700611928309763 | 349142963 | NA | NA | NA | NA | 0 | 3 | 1 | NA | 1 | 1 | 51 | 51 | 1 | 1 | 51 | 51 | 1 | 1 | 51 | 51 | 0 | 0 | 13 | 13 | 0 | 0 | 1 | 1 | 50 | 50 | 0 | 0 | 0.9807692 | 0.9807692 | 0.0007396 | 0.0007396 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.2500000 | 0.2500000 | 0.0288462 | 0.0288462 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:00:02 | 0 | 1 | 0 | 0 | en | Some said it was the result of his depression and bipolar disorder, a condition that worsened over the years after as he was the minister of the interior at the time of the Aldo Moro’s kidnapping and murder, an event that affected him greatly | 1486700642303414273 | 349142963 | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 37 | 37 | 1 | 1 | 37 | 37 | 1 | 1 | 37 | 37 | 0 | 0 | 3 | 3 | 0 | 0 | 1 | 1 | 36 | 36 | 0 | 0 | 0.9736842 | 0.9736842 | 0.0013850 | 0.0013850 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0789474 | 0.0789474 | 0.0263158 | 0.0263158 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:00:02 | 0 | 1 | 1 | 0 | en | Before that, the PdR was mostly silent: Giovanni Gronchi, the third PdR, particularly suffered from this condition, so did Saragat for instance. The latter was criticised by the senate after the congratulated the boxer Nino Benvenuti after becoming world champion in New York | 1486700624800628738 | 349142963 | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 45 | 45 | 1 | 1 | 45 | 45 | 1 | 1 | 45 | 45 | 0 | 0 | 7 | 7 | 0 | 0 | 1 | 1 | 44 | 44 | 0 | 0 | 0.9782609 | 0.9782609 | 0.0009452 | 0.0009452 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.1521739 | 0.1521739 | 0.0368620 | 0.0368620 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:00:02 | 0 | 1 | 1 | 0 | en | With Pertini, the situation started to change. Pertini always looked for a “direct” connection with the people, going beyond the letter of the Constitution. From this point of view, he could be considered a sort of “proto-populist” President | 1486700627116040201 | 349142963 | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 44 | 44 | 1 | 1 | 44 | 44 | 1 | 1 | 44 | 44 | 0 | 0 | 6 | 6 | 0 | 0 | 1 | 1 | 43 | 43 | 0 | 0 | 0.9777778 | 0.9777778 | 0.0009877 | 0.0009877 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.1333333 | 0.1333333 | 0.0222222 | 0.0222222 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:00:02 | 0 | 1 | 1 | 0 | en | He is also the head of the #ItalianArmedForces, presides over the #SupremeCouncilOfDefence and of the #HighCouncil of the Judiciary. | 1486700614117691406 | 349142963 | NA | NA | NA | NA | 0 | 3 | NA | NA | 1 | 1 | 50 | 50 | 1 | 1 | 50 | 50 | 1 | 1 | 50 | 50 | 0 | 0 | 12 | 12 | 0 | 0 | 1 | 1 | 49 | 49 | 0 | 0 | 0.9803922 | 0.9803922 | 0.0007689 | 0.0007689 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.2352941 | 0.2352941 | 0.0299885 | 0.0299885 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:00:02 | 0 | 1 | 0 | 0 | en | Professor of Constitutional Law, a Christian-Democrat with connections among the Communists (he was family-related to Enrico Berlinguer). He was considered the perfect choice to bring back the PdR to a more ceremonial role. | 1486700637932957697 | 349142963 | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 39 | 39 | 1 | 1 | 39 | 39 | 1 | 1 | 39 | 39 | 0 | 0 | 3 | 3 | 0 | 0 | 1 | 1 | 38 | 38 | 0 | 0 | 0.9750000 | 0.9750000 | 0.0012500 | 0.0012500 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0750000 | 0.0750000 | 0.0037500 | 0.0037500 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:00:02 | 0 | 1 | 1 | 0 | en | For instance, at the time of the so-called “incarico a tre” that Pertini gave to the former PdR Saragat as prime minister, and Zaccagnini and La Malfa as deputies, to form a new government, a choice that was “institutionally unusual” to say the least. | 1486700631435927557 | 349142963 | NA | NA | NA | NA | 1 | NA | NA | NA | 1 | 1 | 42 | 42 | 1 | 1 | 42 | 42 | 1 | 1 | 42 | 42 | 0 | 0 | 5 | 5 | 0 | 0 | 1 | 1 | 41 | 41 | 0 | 0 | 0.9767442 | 0.9767442 | 0.0010817 | 0.0010817 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.1162791 | 0.1162791 | 0.0411033 | 0.0411033 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:00:02 | 0 | 1 | 1 | 0 | en | Theoretically, the #PdR office is (still) mostly ceremonial, according to the #ConstitutionalChart. Yet, this role has evolved significantly over the past decades. Particularly starting from the end of the term of President #Cossiga. | 1486700616168710151 | 349142963 | NA | NA | NA | NA | 0 | 3 | NA | NA | 1 | 1 | 49 | 49 | 1 | 1 | 49 | 49 | 1 | 1 | 49 | 49 | 0 | 0 | 11 | 11 | 0 | 0 | 1 | 1 | 48 | 48 | 0 | 0 | 0.9800000 | 0.9800000 | 0.0008000 | 0.0008000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.2200000 | 0.2200000 | 0.0312000 | 0.0312000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:00:02 | 4 | 1 | 4 | 2 | en | On 24 January 2022, the #ItalianParliament in joint session started voting to elect the new #PresidentOfTheRepublic #Quirinale2022 So, why, how, and when the PdR went from having a largely ceremonial figure to being politically so central? A Thread | NA | NA | NA | NA | NA | NA | 0 | 3 | NA | NA | 1 | 1 | 52 | 52 | 1 | 1 | 52 | 52 | 1 | 1 | 52 | 52 | 2 | 2 | 17 | 17 | 4 | 4 | 1 | 1 | 51 | 51 | 0 | 0 | 0.9811321 | 0.9811321 | 0.0007120 | 0.0007120 | 0.0377358 | 0.0377358 | 0.0377358 | 0.0377358 | 0.3207547 | 0.3207547 | 0.0822357 | 0.0822357 | 0.0754717 | 0.0754717 | 0.0754717 | 0.0754717 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:00:02 | 0 | 1 | 1 | 0 | en | Which means: this role has changed substantially, although the letter of the constitution has remained the same, and is now way more political than the #ConstituentFathers envisaged. | 1486700618374946823 | 349142963 | NA | NA | NA | NA | 0 | 1 | NA | NA | 1 | 1 | 48 | 48 | 1 | 1 | 48 | 48 | 1 | 1 | 48 | 48 | 0 | 0 | 10 | 10 | 0 | 0 | 1 | 1 | 47 | 47 | 0 | 0 | 0.9795918 | 0.9795918 | 0.0008330 | 0.0008330 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.2040816 | 0.2040816 | 0.0324865 | 0.0324865 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:00:02 | 0 | 1 | 0 | 0 | en | With Pertini, the situation started to change. Pertini always looked for a “direct” connection with the people, going beyond the letter of the Constitution. From this point of view, he could be considered a sort of “proto-populist” President | 1486700629477236741 | 349142963 | NA | NA | NA | NA | 1 | NA | NA | NA | 1 | 1 | 43 | 43 | 1 | 1 | 43 | 43 | 1 | 1 | 43 | 43 | 0 | 0 | 5 | 5 | 0 | 0 | 1 | 1 | 42 | 42 | 0 | 0 | 0.9772727 | 0.9772727 | 0.0010331 | 0.0010331 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.1136364 | 0.1136364 | 0.0227273 | 0.0227273 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:00:02 | 0 | 1 | 1 | 0 | en | However, it was with with successor, President Francesco Cossiga (1985-1992) that the role of the PdR started changing substantially. This was somehow a paradox… | 1486700633973473280 | 349142963 | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 41 | 41 | 1 | 1 | 41 | 41 | 1 | 1 | 41 | 41 | 0 | 0 | 4 | 4 | 0 | 0 | 1 | 1 | 40 | 40 | 0 | 0 | 0.9761904 | 0.9761904 | 0.0011338 | 0.0011338 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0952381 | 0.0952381 | 0.0238095 | 0.0238095 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:00:02 | 0 | 1 | 0 | 0 | en | In June 1985, Cossiga became PdR, the youngest in the history of the Republic after the first round of vote, the first after De Nicola in 1946 with a significant majority (752 out of 977 votes) exactly because he had to “re-normalize” the Presidency after the years of Pertini. | 1486700636016193542 | 349142963 | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 40 | 40 | 1 | 1 | 40 | 40 | 1 | 1 | 40 | 40 | 0 | 0 | 3 | 3 | 0 | 0 | 1 | 1 | 39 | 39 | 0 | 0 | 0.9756098 | 0.9756098 | 0.0011898 | 0.0011898 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0731707 | 0.0731707 | 0.0035693 | 0.0035693 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:00:02 | 0 | 1 | 1 | 0 | en | Yet, while the letter has remained the same, the substance of this role has changed significantly, particularly in the so-called Second Republic. | 1486700622728605701 | 349142963 | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 46 | 46 | 1 | 1 | 46 | 46 | 1 | 1 | 46 | 46 | 0 | 0 | 8 | 8 | 0 | 0 | 1 | 1 | 45 | 45 | 0 | 0 | 0.9787234 | 0.9787234 | 0.0009054 | 0.0009054 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.1702128 | 0.1702128 | 0.0353101 | 0.0353101 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:00:03 | 0 | 1 | 0 | 0 | en | Cossiga was somehow the symbol that this role is not about how the letter of the constitution defines it, but it is more about how the PdR decides to interpret it. | 1486700656887009283 | 349142963 | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 31 | 31 | 1 | 1 | 31 | 31 | 1 | 1 | 31 | 31 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 30 | 30 | 0 | 0 | 0.9687500 | 0.9687500 | 0.0019531 | 0.0019531 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:00:03 | 0 | 1 | 1 | 0 | en | Cossiga, thus, completely changes his approach: he started intervening more openly almost on everything, even insulting people. Later, talking to Marzio Breda, Cossiga even recalled that “I was acting crazy to say the truth, like the fool of the Elizabethan theatre”. | 1486700654198468617 | 349142963 | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 32 | 32 | 1 | 1 | 32 | 32 | 1 | 1 | 32 | 32 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 31 | 31 | 0 | 0 | 0.9696970 | 0.9696970 | 0.0018365 | 0.0018365 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0303030 | 0.0303030 | 0.0303030 | 0.0303030 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:00:03 | 0 | 1 | 0 | 0 | en | Then, to this personal element, there was another factor that pushed the PdR to play a more intense and interventionist role in the political arena: the erosion of the centrality of the Parliament in the system. | 1486700659202220044 | 349142963 | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 30 | 30 | 1 | 1 | 30 | 30 | 1 | 1 | 30 | 30 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 29 | 29 | 0 | 0 | 0.9677419 | 0.9677419 | 0.0020812 | 0.0020812 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:00:03 | 0 | 1 | 0 | 0 | en | This erosion would start being particularly obvious after the election of President Oscar Luigi Scalfaro, https://www.youtube.com/watch?v=5TvrddmIyDk&ab_channel=pippoquiquoqua | 1486700662616301573 | 349142963 | NA | NA | NA | NA | 0 | NA | 1 | NA | 1 | 1 | 29 | 29 | 1 | 1 | 29 | 29 | 1 | 1 | 29 | 29 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 28 | 28 | 0 | 0 | 0.9666666 | 0.9666666 | 0.0022222 | 0.0022222 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA |
Random 20 tweets
tweets_c_i %>%
filter(conversation_id==sql(conversation_id_key)) %>%
arrange(sql("RAND()")) %>%
head(20) %>%
arrange(created_at) %>%
left_join(users_c_i,by=c("author_id"="user_id")) %>%
mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
gt() %>%
fmt_markdown(tweet_id|conversation_id|ur_conversation_id)| tweet_id | ur_conversation_id | conversation_id | author_id | created_at.x | retweet_count | reply_count | like_count | quote_count | lang | text | in_reply_to | in_reply_to_user_id | quotes | retweet_of | error.x | error_detail.x | original | hashtags | urls | mentions | children | ur_children | descendants | ur_descendants | leaf_descendants | ur_leaf_descendants | max_depth | ur_max_depth | t_authors | ur_t_authors | t_reply_count | ur_t_reply_count | t_quote_count | ur_t_quote_count | t_like_count | ur_t_like_count | t_retweet_count | ur_t_retweet_count | branching_factor | ur_branching_factor | mean_depth | ur_mean_depth | depth_mad | ur_depth_mad | mean_reply_count | ur_mean_reply_count | reply_count_mad | ur_reply_count_mad | mean_quote_count | ur_mean_quote_count | quote_count_mad | ur_quote_count_mad | mean_like_count | ur_mean_like_count | like_count_mad | ur_like_count_mad | mean_retweet_count | ur_mean_retweet_count | retweet_count_mad | ur_retweet_count_mad | date_created_at | year_created_at | month_created_at | day_created_at | week_created_at | hour_created_at | username | name | description | created_at.y | verified | protected | url | location | followers_count | following_count | tweet_count | listed_count | error.y | error_detail.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 349142963 | 2022-01-27 14:08:02 | 0 | 1 | 0 | 0 | en | However, it is worth reminder that the new President will be in charge overseeing at least parliamentary terms (as the next one will be from 2023 to 2028, and the next PdR will be in 2029). | 1486702637085073411 | 349142963 | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:03:05 | 0 | 1 | 0 | 0 | en | 3)The new typo of political party based on leaders rather than structure… (For those reading Italian, the books of Prof. Mauro Calise can provide an excellent overview of all these developments) | 1486701507710009345 | 349142963 | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 23 | 23 | 1 | 1 | 23 | 23 | 1 | 1 | 23 | 23 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 22 | 22 | 0 | 0 | 0.9583333 | 0.9583333 | 0.0034722 | 0.0034722 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:03:05 | 0 | 1 | 0 | 0 | en | However, with Scalfaro, it became clear that PdR would have used his powers in an extensive way and he would not have been a silent and ceremonial PdR. | 1486701514097930247 | 349142963 | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 20 | 20 | 1 | 1 | 20 | 20 | 1 | 1 | 20 | 20 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 19 | 19 | 0 | 0 | 0.9523810 | 0.9523810 | 0.0045351 | 0.0045351 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:03:05 | 0 | 1 | 0 | 0 | en | This started becoming evident after a campaign to smear him for the use of secret funds when he was minister of the Interior, to which he reacted furiously. https://www.youtube.com/watch?v=08JrzX_duMQ&t=3s&ab_channel=GiovanniLandi | 1486701516018929664 | 349142963 | NA | NA | NA | NA | 0 | NA | 1 | NA | 1 | 1 | 19 | 19 | 1 | 1 | 19 | 19 | 1 | 1 | 19 | 19 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 18 | 18 | 0 | 0 | 0.9500000 | 0.9500000 | 0.0050000 | 0.0050000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:03:05 | 0 | 1 | 0 | 0 | en | and the clash with Berlusconi became clear once Scalfaro used his power to avoid snap elections and find a new government in the Parliament, appointing Lamberto Dini between 1994 and 1995. This was a proper “government of the President” | 1486701517927297035 | 349142963 | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 18 | 18 | 1 | 1 | 18 | 18 | 1 | 1 | 18 | 18 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 17 | 17 | 0 | 0 | 0.9473684 | 0.9473684 | 0.0055402 | 0.0055402 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:03:05 | 0 | 1 | 0 | 0 | en | With Scalfaro, it became clear that there was a sort of permanent clash between the party system and the figure of the PdR, and the former did not realise that the PdR role was changing, and it was not anymore just about the personal features of the person elected | 1486701520129306634 | 349142963 | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 17 | 17 | 1 | 1 | 17 | 17 | 1 | 1 | 17 | 17 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 16 | 16 | 0 | 0 | 0.9444444 | 0.9444444 | 0.0061728 | 0.0061728 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:08:01 | 0 | 1 | 0 | 0 | en | Indeed, in 1999, the Parliament voted, on the first round exactly like De Nicola and Cossiga, Carlo Azeglio Ciampi, former governor of the Central Bank and the first President without a clear political affiliation. https://www.youtube.com/watch?v=KWglrTJMowM&ab_channel=cameradeideputati | 1486701522251653121 | 349142963 | NA | NA | NA | NA | 0 | NA | 1 | NA | 1 | 1 | 16 | 16 | 1 | 1 | 16 | 16 | 1 | 1 | 16 | 16 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 15 | 15 | 0 | 0 | 0.9411765 | 0.9411765 | 0.0069204 | 0.0069204 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:08:01 | 0 | 1 | 0 | 0 | en | A real “man above parties”, as Gianni Letta called him when meeting him to communicate Berlusconi’s appreciation. | 1486702598182866946 | 349142963 | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 15 | 15 | 1 | 1 | 15 | 15 | 1 | 1 | 15 | 15 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 14 | 14 | 0 | 0 | 0.9375000 | 0.9375000 | 0.0078125 | 0.0078125 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:08:01 | 0 | 1 | 0 | 0 | en | Moreover, there was also the hope that Ciampi would be this role as the crowing of his career, thus interpreting the PdR role more in a more “ceremonial version”. However, this did not happen. | 1486702601320153093 | 349142963 | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 14 | 14 | 1 | 1 | 14 | 14 | 1 | 1 | 14 | 14 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 13 | 13 | 0 | 0 | 0.9333333 | 0.9333333 | 0.0088889 | 0.0088889 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:08:01 | 0 | 1 | 0 | 0 | en | The change was thus substantial and somehow irreversible. With Ciampi, this intervention was particularly significant on foreign policy issues, particularly after 9/11 and the launch of the war on Terrorism. https://www.youtube.com/watch?v=IM6MDABnK-g&ab_channel=SETTEMBRE-ILMese%26LaStoria-CIVismo%26ATO | 1486702604528893953 | 349142963 | NA | NA | NA | NA | 0 | NA | 1 | NA | 1 | 1 | 13 | 13 | 1 | 1 | 13 | 13 | 1 | 1 | 13 | 13 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 12 | 12 | 0 | 0 | 0.9285714 | 0.9285714 | 0.0102041 | 0.0102041 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:08:02 | 0 | 1 | 0 | 0 | en | As analysts, in this situation and with such a chaotic and fragmented Parliament, we can only wait and see. | 1486702634467745795 | 349142963 | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 2 | 2 | 1 | 1 | 2 | 2 | 1 | 1 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0.6666667 | 0.6666667 | 0.2222222 | 0.2222222 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:08:02 | 0 | 1 | 0 | 0 | en | As the fourth round unfolds, the names that have not been (entirely) burned yet remain: Mario Draghi, Pierferdinando Casini, Elisabetta Casellati, Marta Cartabia, Elisabetta Belloni, Giuliano Amato, plus a number known only to political leaders... | 1486702631510810624 | 349142963 | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 3 | 3 | 1 | 1 | 3 | 3 | 1 | 1 | 3 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 2 | 2 | 0 | 0 | 0.7500000 | 0.7500000 | 0.1250000 | 0.1250000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:08:02 | 0 | 1 | 0 | 0 | en | So, who is going to be the next President? If I knew it, I would not be on Twitter writing superlong thread on the PdR. | 1486702628889407494 | 349142963 | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 4 | 4 | 1 | 1 | 4 | 4 | 1 | 1 | 4 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 3 | 3 | 0 | 0 | 0.8000000 | 0.8000000 | 0.0800000 | 0.0800000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:08:02 | 0 | 1 | 0 | 0 | en | despite this well-known ambition not to be re-elected, some members of the Parliament still hope he could be elected for a second term, exactly as it happened with Napolitano. | 1486702626372825095 | 349142963 | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 5 | 5 | 1 | 1 | 5 | 5 | 1 | 1 | 5 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 4 | 4 | 0 | 0 | 0.8333333 | 0.8333333 | 0.0555556 | 0.0555556 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:08:02 | 0 | 1 | 0 | 0 | en | He never made mystery that he is not available for re-election, thus frustrating the hopes of those who wanted him to stay at least until the next general elections, scheduled in 2023. However... | 1486702623776550915 | 349142963 | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 6 | 6 | 1 | 1 | 6 | 6 | 1 | 1 | 6 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 5 | 5 | 0 | 0 | 0.8571429 | 0.8571429 | 0.0408163 | 0.0408163 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:08:02 | 0 | 1 | 0 | 0 | en | In the traditional end-of-year Presidential message, the outgoing PdR made crystal clear that this was his last message as a President. https://www.youtube.com/watch?v=tsKLPmhQ8Mw&ab_channel=PresidenzadellaRepubblicaItalianaQuirinale | 1486702621092155396 | 349142963 | NA | NA | NA | NA | 0 | NA | 1 | NA | 1 | 1 | 7 | 7 | 1 | 1 | 7 | 7 | 1 | 1 | 7 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 6 | 6 | 0 | 0 | 0.8750000 | 0.8750000 | 0.0312500 | 0.0312500 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:08:02 | 0 | 1 | 0 | 0 | en | Yet, particularly after the 2018 elections, he had to play an extremely active role, which later culminated in the appointment of Mario Draghi in January 2021. | 1486702618558795786 | 349142963 | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 8 | 8 | 1 | 1 | 8 | 8 | 1 | 1 | 8 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 7 | 7 | 0 | 0 | 0.8888889 | 0.8888889 | 0.0246914 | 0.0246914 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:08:02 | 0 | 1 | 0 | 0 | en | President Sergio Mattarella also ended up playing an active role, to a certain extent against his will, as he wanted to put the system under stress... | 1486702616042250242 | 349142963 | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 9 | 9 | 1 | 1 | 9 | 9 | 1 | 1 | 9 | 9 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 8 | 8 | 0 | 0 | 0.9000000 | 0.9000000 | 0.0200000 | 0.0200000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:08:01 | 0 | 1 | 0 | 0 | en | Indeed, under Ciampi, Napolitano and Matterella, the PdR has defined an autonomous space for manoeuvre in European and international relations, reinforcing the role the guardian of Italy’s alliances and of the consistency of its foreign policy. https://www.affarinternazionali.it/elezioni-presidente-repubblica/?fbclid=IwAR1JU2zbmV9Xja9CCokOxlSK__Nq4eo7uXQaAwGmX5biRM5biM0IiDYex8c | 1486702608219787270 | 349142963 | NA | NA | NA | NA | 0 | NA | 1 | NA | 1 | 1 | 12 | 12 | 1 | 1 | 12 | 12 | 1 | 1 | 12 | 12 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 11 | 11 | 0 | 0 | 0.9230769 | 0.9230769 | 0.0118343 | 0.0118343 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA | |||
| 349142963 | 2022-01-27 14:08:02 | 0 | 0 | 0 | 0 | en | As such, there is no need to say how this election is relevant on how it will shape Italian politics for the entire decade. | 1486702639614238721 | 349142963 | NA | NA | NA | NA | 0 | NA | NA | NA | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 14 | med_eye | Dario Cristiani | SnrFellow #Italy @gmfus, SnrFellow #Mediterranean @IAIonline, PhD @KingsDMES. From #Secondigliano to #DC via #Istanbul #London #Brussels #Tunis. @SSCNapoli Fan | 2011-08-05 16:35:05 | 0 | 0 | http://PoliticaEstera.Net | Washington D.C. | 1128 | 1104 | 2060 | 30 | NA | NA |
Temporal extent
tweets_c %>%
filter(conversation_id==sql(conversation_id_key)) %>%
count(original,date_created_at) %>%
collect() %>%
mutate(original=if_else(original==1,"contains keywords","expanded conversation")) %>%
ggplot(aes(x=date_created_at,y=n,fill=original)) +
geom_col(width=1,position = 'stack') +
theme_hsci_discrete()
Conversation 1486730979968495616: random “real” “long” (50-150 message, max_depth>=20, authors<messages/3, keywords in at least messages/10, starting >=2022-01-22) conversation 2
conversation_id_key <- "1486730979968495616"
tweets_c_i %>%
filter(conversation_id==sql(conversation_id_key)) %>%
summarize(
tweets=n(),
tweets_with_keywords=sum(original, na.rm=T),
authors=n_distinct(author_id),
min_date=min(created_at, na.rm=T),
max_date=max(created_at, na.rm=T)
) %>% collect() %>%
bind_cols(
tweets_c_i %>%
filter(conversation_id==sql(conversation_id_key)) %>%
count(author_id,name="tweets_per_author") %>%
mutate(m_t_p_a=mean(tweets_per_author, na.rm=T)) %>%
summarize(mean_tweets_per_author=mean(tweets_per_author),tweets_per_author_mean_absolute_deviation=mean(abs(m_t_p_a-tweets_per_author))) %>% collect()
) %>%
gt()| tweets | tweets_with_keywords | authors | min_date | max_date | mean_tweets_per_author | tweets_per_author_mean_absolute_deviation |
|---|---|---|---|---|---|---|
| 73 | 10 | 2 | 2022-01-27 16:01:00 | 2022-01-29 16:41:01 | 36.5 | 2.5 |
First 20 tweets
tweets_c_i %>%
filter(conversation_id==sql(conversation_id_key)) %>%
left_join(users_c_i,by=c("author_id"="user_id")) %>%
arrange(created_at.x) %>%
head(20) %>%
mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
gt() %>%
fmt_markdown(tweet_id|conversation_id|ur_conversation_id)| tweet_id | ur_conversation_id | conversation_id | author_id | created_at.x | retweet_count | reply_count | like_count | quote_count | lang | text | in_reply_to | in_reply_to_user_id | quotes | retweet_of | error.x | error_detail.x | original | hashtags | urls | mentions | children | ur_children | descendants | ur_descendants | leaf_descendants | ur_leaf_descendants | max_depth | ur_max_depth | t_authors | ur_t_authors | t_reply_count | ur_t_reply_count | t_quote_count | ur_t_quote_count | t_like_count | ur_t_like_count | t_retweet_count | ur_t_retweet_count | branching_factor | ur_branching_factor | mean_depth | ur_mean_depth | depth_mad | ur_depth_mad | mean_reply_count | ur_mean_reply_count | reply_count_mad | ur_reply_count_mad | mean_quote_count | ur_mean_quote_count | quote_count_mad | ur_quote_count_mad | mean_like_count | ur_mean_like_count | like_count_mad | ur_like_count_mad | mean_retweet_count | ur_mean_retweet_count | retweet_count_mad | ur_retweet_count_mad | date_created_at | year_created_at | month_created_at | day_created_at | week_created_at | hour_created_at | username | name | description | created_at.y | verified | protected | url | location | followers_count | following_count | tweet_count | listed_count | error.y | error_detail.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1276657926351052801 | 2022-01-27 16:01:00 | 0 | 1 | 1 | 0 | en | Uhhhh open starter 3? This was getting all too weird. As Tenta finally decided to try to make her way back to the building she woke up in, she found herself in inkopolis plaza. It was quiet in this area, so the octoling decided to sit next to an old mailbox near the tower, | NA | NA | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 72 | 72 | 1 | 1 | 72 | 72 | 2 | 2 | 72 | 72 | 0 | 0 | 3 | 3 | 0 | 0 | 1 | 1 | 71 | 71 | 0 | 0 | 0.9863014 | 0.9863014 | 0.0003753 | 0.0003753 | 0 | 0 | 0 | 0 | 0.0410959 | 0.0410959 | 0.0262713 | 0.0262713 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 16 | OfTheMetro | Pistachio | MINDLESS, RUTHLESS, CONDEMNED VARMINTS— BUT INSIDE WE’RE HONESTLY HARMLESS | 2020-06-26 23:26:00 | 0 | 0 | NA | NA | 217 | 135 | 6999 | 5 | NA | NA | |||
| 1276657926351052801 | 2022-01-27 16:01:00 | 0 | 1 | 1 | 0 | en | hopeful that maybe she’d be able to figure out what was happening. | 1486730979968495616 | 1276657926351052801 | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 71 | 71 | 1 | 1 | 71 | 71 | 2 | 2 | 71 | 71 | 0 | 0 | 2 | 2 | 0 | 0 | 1 | 1 | 70 | 70 | 0 | 0 | 0.9861111 | 0.9861111 | 0.0003858 | 0.0003858 | 0 | 0 | 0 | 0 | 0.0277778 | 0.0277778 | 0.0138889 | 0.0138889 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 16 | OfTheMetro | Pistachio | MINDLESS, RUTHLESS, CONDEMNED VARMINTS— BUT INSIDE WE’RE HONESTLY HARMLESS | 2020-06-26 23:26:00 | 0 | 0 | NA | NA | 217 | 135 | 6999 | 5 | NA | NA | |||
| 1165814737348780032 | 2022-01-27 23:14:04 | 0 | 1 | 0 | 0 | en | @OfTheMetro Hachi was just sitting around the Square, eating his lunch as usual. He had decided to just get out for some fresh air...but then noticed an Octoling that seemed to be wandering, raising an eyebrow. He seemed a tiny bit concerned...just watching them slightly to see what was up. | 1486730981352656897 | 1276657926351052801 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 70 | 70 | 1 | 1 | 70 | 70 | 2 | 2 | 70 | 70 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 69 | 69 | 0 | 0 | 0.9859155 | 0.9859155 | 0.0003967 | 0.0003967 | 0 | 0 | 0 | 0 | 0.0140845 | 0.0140845 | 0.0003967 | 0.0003967 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 23 | Octo_Hachi | Hachi Politan | 'I’m going to battle with my friends in Inkopolis!!' #SplatoonRP He/Him ⚠️NO NSFW⚠️ | 2019-08-26 02:34:03 | 0 | 0 | NA | Inkopolis Square | 602 | 410 | 12804 | 32 | NA | NA | |||
| 1276657926351052801 | 2022-01-27 23:17:00 | 0 | 1 | 0 | 0 | en | @Octo_Hachi Tenta kept thinking. Trying to wrap her head around everything and understand her situation but she just… Couldn’t. She was in that metro, now she’s here. No one believed that. A single, frustrated growl escaped her lips as she hugged her knees to keep from screaming. | 1486840134586679297 | 1165814737348780032 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 69 | 69 | 1 | 1 | 69 | 69 | 2 | 2 | 69 | 69 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 68 | 68 | 0 | 0 | 0.9857143 | 0.9857143 | 0.0004082 | 0.0004082 | 0 | 0 | 0 | 0 | 0.0142857 | 0.0142857 | 0.0004082 | 0.0004082 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 23 | OfTheMetro | Pistachio | MINDLESS, RUTHLESS, CONDEMNED VARMINTS— BUT INSIDE WE’RE HONESTLY HARMLESS | 2020-06-26 23:26:00 | 0 | 0 | NA | NA | 217 | 135 | 6999 | 5 | NA | NA | |||
| 1165814737348780032 | 2022-01-27 23:19:04 | 0 | 1 | 0 | 0 | en | @OfTheMetro Yeah...that was the breaking point. Hachi put his sandwich in his bag and got up, walking over to this person and kneeling down to be at eye level. "Hello, miss! You seemed to be lost...do you need a hand?" | 1486840719792918533 | 1276657926351052801 | NA | NA | NA | NA | 1 | NA | NA | 1 | 1 | 1 | 68 | 68 | 1 | 1 | 68 | 68 | 2 | 2 | 68 | 68 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 67 | 67 | 0 | 0 | 0.9855072 | 0.9855072 | 0.0004201 | 0.0004201 | 0 | 0 | 0 | 0 | 0.0144928 | 0.0144928 | 0.0004201 | 0.0004201 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 23 | Octo_Hachi | Hachi Politan | 'I’m going to battle with my friends in Inkopolis!!' #SplatoonRP He/Him ⚠️NO NSFW⚠️ | 2019-08-26 02:34:03 | 0 | 0 | NA | Inkopolis Square | 602 | 410 | 12804 | 32 | NA | NA | |||
| 1276657926351052801 | 2022-01-27 23:21:04 | 0 | 1 | 0 | 0 | en | @Octo_Hachi Cod, why…? Tenta looks up, biting her lip for a second so she doesn’t yell at this poor octoling. “I’m trying to get home. I woke up here and I-“ “I’m trying to go home.” | 1486841367888371718 | 1165814737348780032 | NA | NA | NA | NA | 1 | NA | NA | 1 | 1 | 1 | 67 | 67 | 1 | 1 | 67 | 67 | 2 | 2 | 67 | 67 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 66 | 66 | 0 | 0 | 0.9852941 | 0.9852941 | 0.0004325 | 0.0004325 | 0 | 0 | 0 | 0 | 0.0147059 | 0.0147059 | 0.0004325 | 0.0004325 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 23 | OfTheMetro | Pistachio | MINDLESS, RUTHLESS, CONDEMNED VARMINTS— BUT INSIDE WE’RE HONESTLY HARMLESS | 2020-06-26 23:26:00 | 0 | 0 | NA | NA | 217 | 135 | 6999 | 5 | NA | NA | |||
| 1165814737348780032 | 2022-01-27 23:23:02 | 0 | 1 | 0 | 0 | en | @OfTheMetro "Hey hey...it's ok miss, I can help you get home, I promise." He stood up, holding his hand out to the octo with a comforting smile. "The name's Hachi, what's yours?" | 1486841876573478926 | 1276657926351052801 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 66 | 66 | 1 | 1 | 66 | 66 | 2 | 2 | 66 | 66 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 65 | 65 | 0 | 0 | 0.9850746 | 0.9850746 | 0.0004455 | 0.0004455 | 0 | 0 | 0 | 0 | 0.0149254 | 0.0149254 | 0.0004455 | 0.0004455 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 23 | Octo_Hachi | Hachi Politan | 'I’m going to battle with my friends in Inkopolis!!' #SplatoonRP He/Him ⚠️NO NSFW⚠️ | 2019-08-26 02:34:03 | 0 | 0 | NA | Inkopolis Square | 602 | 410 | 12804 | 32 | NA | NA | |||
| 1276657926351052801 | 2022-01-27 23:25:02 | 0 | 1 | 0 | 0 | tl | @Octo_Hachi “It’s Tenta.” Hey isn’t that the name Pistachio kept calling her unsoap self hahahahaahahhashahhahaahhahahahahhahahahahahahhaahahhahahahahahahahahahahahahahahhahahahahahahahahahah She takes Hachi’s hand, wiping off a few stray tears. She’s more confused and angry than anything | 1486842326500663296 | 1165814737348780032 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 65 | 65 | 1 | 1 | 65 | 65 | 2 | 2 | 65 | 65 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 64 | 64 | 0 | 0 | 0.9848485 | 0.9848485 | 0.0004591 | 0.0004591 | 0 | 0 | 0 | 0 | 0.0151515 | 0.0151515 | 0.0004591 | 0.0004591 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 23 | OfTheMetro | Pistachio | MINDLESS, RUTHLESS, CONDEMNED VARMINTS— BUT INSIDE WE’RE HONESTLY HARMLESS | 2020-06-26 23:26:00 | 0 | 0 | NA | NA | 217 | 135 | 6999 | 5 | NA | NA | |||
| 1165814737348780032 | 2022-01-27 23:29:04 | 0 | 1 | 0 | 0 | en | @OfTheMetro He pulled her up to her feet before smiled gently....wait didn't that name sound famil...probably nothing. "You have a pretty name, Tenta." He pulled half of his deli-style sandwich from his bag, handing it over to Tenta. "You hungry, kid? You can eat while we walk you home." | 1486842829192245250 | 1276657926351052801 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 64 | 64 | 1 | 1 | 64 | 64 | 2 | 2 | 64 | 64 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 63 | 63 | 0 | 0 | 0.9846154 | 0.9846154 | 0.0004734 | 0.0004734 | 0 | 0 | 0 | 0 | 0.0153846 | 0.0153846 | 0.0004734 | 0.0004734 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 23 | Octo_Hachi | Hachi Politan | 'I’m going to battle with my friends in Inkopolis!!' #SplatoonRP He/Him ⚠️NO NSFW⚠️ | 2019-08-26 02:34:03 | 0 | 0 | NA | Inkopolis Square | 602 | 410 | 12804 | 32 | NA | NA | |||
| 1276657926351052801 | 2022-01-27 23:31:03 | 0 | 1 | 0 | 0 | en | @Octo_Hachi “No… when I get back home I’ll bug my squad leader… She’s probably missed my nagging.” It’s only been a few days (at least to her), but she’d at least like to believe people miss her, even if she’s annoying. | 1486843909674348544 | 1165814737348780032 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 63 | 63 | 1 | 1 | 63 | 63 | 2 | 2 | 63 | 63 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 62 | 62 | 0 | 0 | 0.9843750 | 0.9843750 | 0.0004883 | 0.0004883 | 0 | 0 | 0 | 0 | 0.0156250 | 0.0156250 | 0.0004883 | 0.0004883 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 23 | OfTheMetro | Pistachio | MINDLESS, RUTHLESS, CONDEMNED VARMINTS— BUT INSIDE WE’RE HONESTLY HARMLESS | 2020-06-26 23:26:00 | 0 | 0 | NA | NA | 217 | 135 | 6999 | 5 | NA | NA | |||
| 1165814737348780032 | 2022-01-27 23:33:03 | 0 | 1 | 0 | 0 | en | @OfTheMetro "Well...suit yourself!" He threw it back in his bag, patting her back gently. "So, what's your address, Tenta?" | 1486844362260717581 | 1276657926351052801 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 62 | 62 | 1 | 1 | 62 | 62 | 2 | 2 | 62 | 62 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 61 | 61 | 0 | 0 | 0.9841270 | 0.9841270 | 0.0005039 | 0.0005039 | 0 | 0 | 0 | 0 | 0.0158730 | 0.0158730 | 0.0005039 | 0.0005039 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 23 | Octo_Hachi | Hachi Politan | 'I’m going to battle with my friends in Inkopolis!!' #SplatoonRP He/Him ⚠️NO NSFW⚠️ | 2019-08-26 02:34:03 | 0 | 0 | NA | Inkopolis Square | 602 | 410 | 12804 | 32 | NA | NA | |||
| 1276657926351052801 | 2022-01-27 23:36:01 | 0 | 1 | 0 | 0 | en | @Octo_Hachi “…Sector 4..? It’s near sector 4, octo valley, dormitory AB, room 186, on the 5th floor.” Very specific. She likes it that way- she can remember every single little detail of her home, her patrol route, the valley in general… It would make her a great soldier someday. | 1486844876566241283 | 1165814737348780032 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 61 | 61 | 1 | 1 | 61 | 61 | 2 | 2 | 61 | 61 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 60 | 60 | 0 | 0 | 0.9838710 | 0.9838710 | 0.0005203 | 0.0005203 | 0 | 0 | 0 | 0 | 0.0161290 | 0.0161290 | 0.0005203 | 0.0005203 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 23 | OfTheMetro | Pistachio | MINDLESS, RUTHLESS, CONDEMNED VARMINTS— BUT INSIDE WE’RE HONESTLY HARMLESS | 2020-06-26 23:26:00 | 0 | 0 | NA | NA | 217 | 135 | 6999 | 5 | NA | NA | |||
| 1165814737348780032 | 2022-01-27 23:39:00 | 0 | 1 | 0 | 0 | en | @OfTheMetro "Octo Valley, you say-?" He was surprised that any octoling would want to go BACK there to live...but since she asked... "Alright, we can take the subway, we'll be there in 20 minutes, ok?" | 1486845527354454025 | 1276657926351052801 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 60 | 60 | 1 | 1 | 60 | 60 | 2 | 2 | 60 | 60 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 59 | 59 | 0 | 0 | 0.9836066 | 0.9836066 | 0.0005375 | 0.0005375 | 0 | 0 | 0 | 0 | 0.0163934 | 0.0163934 | 0.0005375 | 0.0005375 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 23 | Octo_Hachi | Hachi Politan | 'I’m going to battle with my friends in Inkopolis!!' #SplatoonRP He/Him ⚠️NO NSFW⚠️ | 2019-08-26 02:34:03 | 0 | 0 | NA | Inkopolis Square | 602 | 410 | 12804 | 32 | NA | NA | |||
| 1276657926351052801 | 2022-01-27 23:41:03 | 0 | 1 | 0 | 0 | en | @Octo_Hachi “…Really..? Thank you, I’m so tired of being here.” “I’ve only been here maybe a day, but I feel like I’ve been trapped up here years…” She definitely has been up here years- | 1486846233096380420 | 1165814737348780032 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 59 | 59 | 1 | 1 | 59 | 59 | 2 | 2 | 59 | 59 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 58 | 58 | 0 | 0 | 0.9833333 | 0.9833333 | 0.0005556 | 0.0005556 | 0 | 0 | 0 | 0 | 0.0166667 | 0.0166667 | 0.0005556 | 0.0005556 | 0 | 0 | 0 | 0 | 2022-01-27 | 2022 | 1 | 27 | 4 | 23 | OfTheMetro | Pistachio | MINDLESS, RUTHLESS, CONDEMNED VARMINTS— BUT INSIDE WE’RE HONESTLY HARMLESS | 2020-06-26 23:26:00 | 0 | 0 | NA | NA | 217 | 135 | 6999 | 5 | NA | NA | |||
| 1165814737348780032 | 2022-01-28 02:40:02 | 0 | 1 | 0 | 0 | en | @OfTheMetro "Well, time usually goes slower when you wanna get out, believe me..." He put an arm around her protectively as he walked both of them down to the Metro. "You feel better, Tenta?" | 1486846860631363590 | 1276657926351052801 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 58 | 58 | 1 | 1 | 58 | 58 | 2 | 2 | 58 | 58 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 57 | 57 | 0 | 0 | 0.9830508 | 0.9830508 | 0.0005745 | 0.0005745 | 0 | 0 | 0 | 0 | 0.0169492 | 0.0169492 | 0.0005745 | 0.0005745 | 0 | 0 | 0 | 0 | 2022-01-28 | 2022 | 1 | 28 | 4 | 2 | Octo_Hachi | Hachi Politan | 'I’m going to battle with my friends in Inkopolis!!' #SplatoonRP He/Him ⚠️NO NSFW⚠️ | 2019-08-26 02:34:03 | 0 | 0 | NA | Inkopolis Square | 602 | 410 | 12804 | 32 | NA | NA | |||
| 1276657926351052801 | 2022-01-28 05:35:01 | 0 | 1 | 0 | 0 | en | @Octo_Hachi “…Yeah, I…” Tenta trails off once she sees the metro. “Oh- I was here before. That stupid phone lied to me…” | 1486891901949259779 | 1165814737348780032 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 57 | 57 | 1 | 1 | 57 | 57 | 2 | 2 | 57 | 57 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 56 | 56 | 0 | 0 | 0.9827586 | 0.9827586 | 0.0005945 | 0.0005945 | 0 | 0 | 0 | 0 | 0.0172414 | 0.0172414 | 0.0005945 | 0.0005945 | 0 | 0 | 0 | 0 | 2022-01-28 | 2022 | 1 | 28 | 4 | 5 | OfTheMetro | Pistachio | MINDLESS, RUTHLESS, CONDEMNED VARMINTS— BUT INSIDE WE’RE HONESTLY HARMLESS | 2020-06-26 23:26:00 | 0 | 0 | NA | NA | 217 | 135 | 6999 | 5 | NA | NA | |||
| 1165814737348780032 | 2022-01-28 08:39:05 | 0 | 1 | 0 | 0 | en | @OfTheMetro "Phone, you say?" Hachi's eyes widened at her saying that, curious as they traveled down the steps. | 1486935864555057156 | 1276657926351052801 | NA | NA | NA | NA | 1 | NA | NA | 1 | 1 | 1 | 56 | 56 | 1 | 1 | 56 | 56 | 2 | 2 | 56 | 56 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 55 | 55 | 0 | 0 | 0.9824561 | 0.9824561 | 0.0006156 | 0.0006156 | 0 | 0 | 0 | 0 | 0.0175439 | 0.0175439 | 0.0006156 | 0.0006156 | 0 | 0 | 0 | 0 | 2022-01-28 | 2022 | 1 | 28 | 4 | 8 | Octo_Hachi | Hachi Politan | 'I’m going to battle with my friends in Inkopolis!!' #SplatoonRP He/Him ⚠️NO NSFW⚠️ | 2019-08-26 02:34:03 | 0 | 0 | NA | Inkopolis Square | 602 | 410 | 12804 | 32 | NA | NA | |||
| 1276657926351052801 | 2022-01-28 13:34:00 | 0 | 1 | 0 | 0 | en | @Octo_Hachi “He said I could go home… but.” Tenta remembers something suddenly, but shakes her head as if to try and remove the thought. “…Yeah. I… don’t think he wanted me to go home after all.” | 1486982338554875908 | 1165814737348780032 | NA | NA | NA | NA | 1 | NA | NA | 1 | 1 | 1 | 55 | 55 | 1 | 1 | 55 | 55 | 2 | 2 | 55 | 55 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 54 | 54 | 0 | 0 | 0.9821429 | 0.9821429 | 0.0006378 | 0.0006378 | 0 | 0 | 0 | 0 | 0.0178571 | 0.0178571 | 0.0006378 | 0.0006378 | 0 | 0 | 0 | 0 | 2022-01-28 | 2022 | 1 | 28 | 4 | 13 | OfTheMetro | Pistachio | MINDLESS, RUTHLESS, CONDEMNED VARMINTS— BUT INSIDE WE’RE HONESTLY HARMLESS | 2020-06-26 23:26:00 | 0 | 0 | NA | NA | 217 | 135 | 6999 | 5 | NA | NA | |||
| 1165814737348780032 | 2022-01-28 20:31:05 | 0 | 1 | 0 | 0 | en | @OfTheMetro "That...explains a lot..." He sighed, understanding exactly what she went through. "Well don't worry, I'll be sure we get on the fastest route home, ok?" | 1487056366577541122 | 1276657926351052801 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 54 | 54 | 1 | 1 | 54 | 54 | 2 | 2 | 54 | 54 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 53 | 53 | 0 | 0 | 0.9818182 | 0.9818182 | 0.0006612 | 0.0006612 | 0 | 0 | 0 | 0 | 0.0181818 | 0.0181818 | 0.0006612 | 0.0006612 | 0 | 0 | 0 | 0 | 2022-01-28 | 2022 | 1 | 28 | 4 | 20 | Octo_Hachi | Hachi Politan | 'I’m going to battle with my friends in Inkopolis!!' #SplatoonRP He/Him ⚠️NO NSFW⚠️ | 2019-08-26 02:34:03 | 0 | 0 | NA | Inkopolis Square | 602 | 410 | 12804 | 32 | NA | NA | |||
| 1276657926351052801 | 2022-01-28 20:35:01 | 0 | 1 | 0 | 0 | en | @Octo_Hachi “Thanks… I don’t have my CQ-80- that doctor lady took it.” Tugging at her lanyard anxiously. What even *is* this | 1487161553409486848 | 1165814737348780032 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 53 | 53 | 1 | 1 | 53 | 53 | 2 | 2 | 53 | 53 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 52 | 52 | 0 | 0 | 0.9814815 | 0.9814815 | 0.0006859 | 0.0006859 | 0 | 0 | 0 | 0 | 0.0185185 | 0.0185185 | 0.0006859 | 0.0006859 | 0 | 0 | 0 | 0 | 2022-01-28 | 2022 | 1 | 28 | 4 | 20 | OfTheMetro | Pistachio | MINDLESS, RUTHLESS, CONDEMNED VARMINTS— BUT INSIDE WE’RE HONESTLY HARMLESS | 2020-06-26 23:26:00 | 0 | 0 | NA | NA | 217 | 135 | 6999 | 5 | NA | NA |
Random 20 tweets
tweets_c_i %>%
filter(conversation_id==sql(conversation_id_key)) %>%
arrange(sql("RAND()")) %>%
head(20) %>%
arrange(created_at) %>%
left_join(users_c_i,by=c("author_id"="user_id")) %>%
mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
gt() %>%
fmt_markdown(tweet_id|conversation_id|ur_conversation_id)| tweet_id | ur_conversation_id | conversation_id | author_id | created_at.x | retweet_count | reply_count | like_count | quote_count | lang | text | in_reply_to | in_reply_to_user_id | quotes | retweet_of | error.x | error_detail.x | original | hashtags | urls | mentions | children | ur_children | descendants | ur_descendants | leaf_descendants | ur_leaf_descendants | max_depth | ur_max_depth | t_authors | ur_t_authors | t_reply_count | ur_t_reply_count | t_quote_count | ur_t_quote_count | t_like_count | ur_t_like_count | t_retweet_count | ur_t_retweet_count | branching_factor | ur_branching_factor | mean_depth | ur_mean_depth | depth_mad | ur_depth_mad | mean_reply_count | ur_mean_reply_count | reply_count_mad | ur_reply_count_mad | mean_quote_count | ur_mean_quote_count | quote_count_mad | ur_quote_count_mad | mean_like_count | ur_mean_like_count | like_count_mad | ur_like_count_mad | mean_retweet_count | ur_mean_retweet_count | retweet_count_mad | ur_retweet_count_mad | date_created_at | year_created_at | month_created_at | day_created_at | week_created_at | hour_created_at | username | name | description | created_at.y | verified | protected | url | location | followers_count | following_count | tweet_count | listed_count | error.y | error_detail.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1276657926351052801 | 2022-01-29 16:41:01 | 0 | 0 | 0 | 0 | en | @Octo_Hachi “…I don’t have much of a choice.” She seriously doesn’t. She doesn’t know how to navigate the city, earn money, or do turf wars. That’s like. 3 things you need to survive in inkopolis. | 1487465218368233476 | 1165814737348780032 | NA | NA | NA | NA | 0 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0 | 0 | 0 | 0 | 2022-01-29 | 2022 | 1 | 29 | 4 | 16 | OfTheMetro | Pistachio | MINDLESS, RUTHLESS, CONDEMNED VARMINTS— BUT INSIDE WE’RE HONESTLY HARMLESS | 2020-06-26 23:26:00 | 0 | 0 | NA | NA | 217 | 135 | 6999 | 5 | NA | NA | |||
| 1276657926351052801 | 2022-01-29 06:53:01 | 0 | 1 | 0 | 0 | en | @Octo_Hachi “Yes! Thank you so much!” Now for the hard part… is he seriously gonna let her walk back to the octopus military? | 1487317385388376065 | 1165814737348780032 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 23 | 23 | 1 | 1 | 23 | 23 | 2 | 2 | 23 | 23 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 22 | 22 | 0 | 0 | 0.9583333 | 0.9583333 | 0.0034722 | 0.0034722 | 0 | 0 | 0 | 0 | 0.0416667 | 0.0416667 | 0.0034722 | 0.0034722 | 0 | 0 | 0 | 0 | 2022-01-29 | 2022 | 1 | 29 | 4 | 6 | OfTheMetro | Pistachio | MINDLESS, RUTHLESS, CONDEMNED VARMINTS— BUT INSIDE WE’RE HONESTLY HARMLESS | 2020-06-26 23:26:00 | 0 | 0 | NA | NA | 217 | 135 | 6999 | 5 | NA | NA | |||
| 1276657926351052801 | 2022-01-29 06:59:03 | 0 | 1 | 0 | 0 | en | @Octo_Hachi It’s like Jesus. But worse(?) Tenta nods in appreciation. Save for the almost crippling feeling of Deja Vu, she’s not noticing anything off. “Thank you! I should know the way.” | 1487318816644292609 | 1165814737348780032 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 21 | 21 | 1 | 1 | 21 | 21 | 2 | 2 | 21 | 21 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 20 | 20 | 0 | 0 | 0.9545454 | 0.9545454 | 0.0041322 | 0.0041322 | 0 | 0 | 0 | 0 | 0.0454545 | 0.0454545 | 0.0041322 | 0.0041322 | 0 | 0 | 0 | 0 | 2022-01-29 | 2022 | 1 | 29 | 4 | 6 | OfTheMetro | Pistachio | MINDLESS, RUTHLESS, CONDEMNED VARMINTS— BUT INSIDE WE’RE HONESTLY HARMLESS | 2020-06-26 23:26:00 | 0 | 0 | NA | NA | 217 | 135 | 6999 | 5 | NA | NA | |||
| 1276657926351052801 | 2022-01-29 07:04:04 | 0 | 1 | 0 | 0 | en | @Octo_Hachi There were perfectly reasonable reasons why Pistachio would take a cure to bring back an octoling with a single braincell… Unfortunately those reasons are lost to the sands of time. “I’m so excited! One of my superiors promised we’d do something fun outside of training soon!” | 1487320204006858757 | 1165814737348780032 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 19 | 19 | 1 | 1 | 19 | 19 | 2 | 2 | 19 | 19 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 18 | 18 | 0 | 0 | 0.9500000 | 0.9500000 | 0.0050000 | 0.0050000 | 0 | 0 | 0 | 0 | 0.0500000 | 0.0500000 | 0.0050000 | 0.0050000 | 0 | 0 | 0 | 0 | 2022-01-29 | 2022 | 1 | 29 | 4 | 7 | OfTheMetro | Pistachio | MINDLESS, RUTHLESS, CONDEMNED VARMINTS— BUT INSIDE WE’RE HONESTLY HARMLESS | 2020-06-26 23:26:00 | 0 | 0 | NA | NA | 217 | 135 | 6999 | 5 | NA | NA | |||
| 1276657926351052801 | 2022-01-29 07:06:03 | 0 | 1 | 0 | 0 | en | @Octo_Hachi “April 11th, [YEAR AFTER SPLATOON 1S EVENTS] | 1487321021401210880 | 1165814737348780032 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 17 | 17 | 1 | 1 | 17 | 17 | 2 | 2 | 17 | 17 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 16 | 16 | 0 | 0 | 0.9444444 | 0.9444444 | 0.0061728 | 0.0061728 | 0 | 0 | 0 | 0 | 0.0555556 | 0.0555556 | 0.0061728 | 0.0061728 | 0 | 0 | 0 | 0 | 2022-01-29 | 2022 | 1 | 29 | 4 | 7 | OfTheMetro | Pistachio | MINDLESS, RUTHLESS, CONDEMNED VARMINTS— BUT INSIDE WE’RE HONESTLY HARMLESS | 2020-06-26 23:26:00 | 0 | 0 | NA | NA | 217 | 135 | 6999 | 5 | NA | NA | |||
| 1276657926351052801 | 2022-01-29 07:09:01 | 0 | 1 | 0 | 0 | en | @Octo_Hachi Tenta just smiles, running off towards the exit. Hachi may want to tell her sooner rather than later, considering there’s not exactly room for deep realizations in enemy territory. | 1487321553612201985 | 1165814737348780032 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 15 | 15 | 1 | 1 | 15 | 15 | 2 | 2 | 15 | 15 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 14 | 14 | 0 | 0 | 0.9375000 | 0.9375000 | 0.0078125 | 0.0078125 | 0 | 0 | 0 | 0 | 0.0625000 | 0.0625000 | 0.0078125 | 0.0078125 | 0 | 0 | 0 | 0 | 2022-01-29 | 2022 | 1 | 29 | 4 | 7 | OfTheMetro | Pistachio | MINDLESS, RUTHLESS, CONDEMNED VARMINTS— BUT INSIDE WE’RE HONESTLY HARMLESS | 2020-06-26 23:26:00 | 0 | 0 | NA | NA | 217 | 135 | 6999 | 5 | NA | NA | |||
| 1276657926351052801 | 2022-01-29 15:04:05 | 0 | 1 | 0 | 0 | en | @Octo_Hachi Brow furrowed, Tenta growled slightly in frustration. She wasn’t understanding half of what hachi was saying, but- She lost YEARS of her life. And there was just- what? Another person living it? That begged the question, who stole who’s life? If everything was fine when she + | 1487324365813334019 | 1165814737348780032 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 11 | 11 | 1 | 1 | 11 | 11 | 2 | 2 | 11 | 11 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 10 | 10 | 0 | 0 | 0.9166667 | 0.9166667 | 0.0138889 | 0.0138889 | 0 | 0 | 0 | 0 | 0.0833333 | 0.0833333 | 0.0138889 | 0.0138889 | 0 | 0 | 0 | 0 | 2022-01-29 | 2022 | 1 | 29 | 4 | 15 | OfTheMetro | Pistachio | MINDLESS, RUTHLESS, CONDEMNED VARMINTS— BUT INSIDE WE’RE HONESTLY HARMLESS | 2020-06-26 23:26:00 | 0 | 0 | NA | NA | 217 | 135 | 6999 | 5 | NA | NA | |||
| 1276657926351052801 | 2022-01-29 15:05:05 | 0 | 1 | 0 | 0 | en | @Octo_Hachi was… Gone? If everything had been fine while she was sanitized, couldn’t she have just stayed that way? “…So I took away your friend?” | 1487441646920818688 | 1276657926351052801 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 10 | 10 | 1 | 1 | 10 | 10 | 2 | 2 | 10 | 10 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 9 | 9 | 0 | 0 | 0.9090909 | 0.9090909 | 0.0165289 | 0.0165289 | 0 | 0 | 0 | 0 | 0.0909091 | 0.0909091 | 0.0165289 | 0.0165289 | 0 | 0 | 0 | 0 | 2022-01-29 | 2022 | 1 | 29 | 4 | 15 | OfTheMetro | Pistachio | MINDLESS, RUTHLESS, CONDEMNED VARMINTS— BUT INSIDE WE’RE HONESTLY HARMLESS | 2020-06-26 23:26:00 | 0 | 0 | NA | NA | 217 | 135 | 6999 | 5 | NA | NA | |||
| 1276657926351052801 | 2022-01-29 16:22:02 | 0 | 1 | 0 | 0 | en | @Octo_Hachi “Oh.” She looks like she’s genuinely considering it for a second, but she shakes her head. “No- I… I still gotta go back. I know being an Octarian solider is hard, but… my family’s there. Trinity, and Coral- I can’t just leave them.” | 1487460440519102465 | 1165814737348780032 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 6 | 6 | 1 | 1 | 6 | 6 | 2 | 2 | 6 | 6 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 5 | 5 | 0 | 0 | 0.8571429 | 0.8571429 | 0.0408163 | 0.0408163 | 0 | 0 | 0 | 0 | 0.1428571 | 0.1428571 | 0.0408163 | 0.0408163 | 0 | 0 | 0 | 0 | 2022-01-29 | 2022 | 1 | 29 | 4 | 16 | OfTheMetro | Pistachio | MINDLESS, RUTHLESS, CONDEMNED VARMINTS— BUT INSIDE WE’RE HONESTLY HARMLESS | 2020-06-26 23:26:00 | 0 | 0 | NA | NA | 217 | 135 | 6999 | 5 | NA | NA | |||
| 1276657926351052801 | 2022-01-29 16:29:05 | 0 | 1 | 0 | 0 | en | @Octo_Hachi “Ok, sorry about your buddy…” Stepping back once, the octoling started walking away. She wasn’t going to stay with someone who was mad anyway. | 1487462506197135369 | 1165814737348780032 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 4 | 4 | 1 | 1 | 4 | 4 | 2 | 2 | 4 | 4 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 3 | 3 | 0 | 0 | 0.8000000 | 0.8000000 | 0.0800000 | 0.0800000 | 0 | 0 | 0 | 0 | 0.2000000 | 0.2000000 | 0.0800000 | 0.0800000 | 0 | 0 | 0 | 0 | 2022-01-29 | 2022 | 1 | 29 | 4 | 16 | OfTheMetro | Pistachio | MINDLESS, RUTHLESS, CONDEMNED VARMINTS— BUT INSIDE WE’RE HONESTLY HARMLESS | 2020-06-26 23:26:00 | 0 | 0 | NA | NA | 217 | 135 | 6999 | 5 | NA | NA | |||
| 1276657926351052801 | 2022-01-29 16:35:05 | 0 | 1 | 0 | 0 | en | @Octo_Hachi ….Ah. He’s crying. Tenta’s not an /asshole/. (well, she might be a bit,,,) so she’s not going to leave someone crying in the metro. “….Fine. I’ll stay on the surface but /only for a little while/. I still need to find my family and stuff.” | 1487463662952591360 | 1165814737348780032 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0.6666667 | 0.6666667 | 0.2222222 | 0.2222222 | 0 | 0 | 0 | 0 | 0.3333333 | 0.3333333 | 0.3333333 | 0.3333333 | 0 | 0 | 0 | 0 | 2022-01-29 | 2022 | 1 | 29 | 4 | 16 | OfTheMetro | Pistachio | MINDLESS, RUTHLESS, CONDEMNED VARMINTS— BUT INSIDE WE’RE HONESTLY HARMLESS | 2020-06-26 23:26:00 | 0 | 0 | NA | NA | 217 | 135 | 6999 | 5 | NA | NA | |||
| 1165814737348780032 | 2022-01-29 16:38:03 | 0 | 1 | 1 | 0 | en | @OfTheMetro He didn't even realize she could see him, wiping his tears away quickly and standing up again. "I..guess that works for me..-" He forced a small smile on his face, nodding at Tenta. "I-I could take you back to Sani heights, I'm sure they wouldn't mind taking you in again-" | 1487464546902196228 | 1276657926351052801 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0 | 0 | 0 | 0 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0 | 0 | 0 | 0 | 2022-01-29 | 2022 | 1 | 29 | 4 | 16 | Octo_Hachi | Hachi Politan | 'I’m going to battle with my friends in Inkopolis!!' #SplatoonRP He/Him ⚠️NO NSFW⚠️ | 2019-08-26 02:34:03 | 0 | 0 | NA | Inkopolis Square | 602 | 410 | 12804 | 32 | NA | NA | |||
| 1165814737348780032 | 2022-01-29 06:56:05 | 0 | 1 | 0 | 0 | en | @OfTheMetro Well...not exactly, seeing as he was getting up as well. "I'll walk you to your room, kid. Just to keep you safe." He wasn't exactly sure how to break it to her that they were friends and that she had died and then resurrected and THEN resurrected again I guess and got amnesia- | 1487317916618002433 | 1276657926351052801 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 22 | 22 | 1 | 1 | 22 | 22 | 2 | 2 | 22 | 22 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 21 | 21 | 0 | 0 | 0.9565217 | 0.9565217 | 0.0037807 | 0.0037807 | 0 | 0 | 0 | 0 | 0.0434783 | 0.0434783 | 0.0037807 | 0.0037807 | 0 | 0 | 0 | 0 | 2022-01-29 | 2022 | 1 | 29 | 4 | 6 | Octo_Hachi | Hachi Politan | 'I’m going to battle with my friends in Inkopolis!!' #SplatoonRP He/Him ⚠️NO NSFW⚠️ | 2019-08-26 02:34:03 | 0 | 0 | NA | Inkopolis Square | 602 | 410 | 12804 | 32 | NA | NA | |||
| 1165814737348780032 | 2022-01-29 07:02:02 | 0 | 1 | 0 | 0 | en | @OfTheMetro "Heh, of course." The two walked off the train and...god this was still so weird to process for Hachi- | 1487319513012056066 | 1276657926351052801 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 20 | 20 | 1 | 1 | 20 | 20 | 2 | 2 | 20 | 20 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 19 | 19 | 0 | 0 | 0.9523810 | 0.9523810 | 0.0045351 | 0.0045351 | 0 | 0 | 0 | 0 | 0.0476190 | 0.0476190 | 0.0045351 | 0.0045351 | 0 | 0 | 0 | 0 | 2022-01-29 | 2022 | 1 | 29 | 4 | 7 | Octo_Hachi | Hachi Politan | 'I’m going to battle with my friends in Inkopolis!!' #SplatoonRP He/Him ⚠️NO NSFW⚠️ | 2019-08-26 02:34:03 | 0 | 0 | NA | Inkopolis Square | 602 | 410 | 12804 | 32 | NA | NA | |||
| 1165814737348780032 | 2022-01-29 07:05:03 | 0 | 1 | 0 | 0 | en | @OfTheMetro "Mhm...and do you remember when this promise was? Like...an exact date or something?" | 1487320794703273984 | 1276657926351052801 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 18 | 18 | 1 | 1 | 18 | 18 | 2 | 2 | 18 | 18 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 17 | 17 | 0 | 0 | 0.9473684 | 0.9473684 | 0.0055402 | 0.0055402 | 0 | 0 | 0 | 0 | 0.0526316 | 0.0526316 | 0.0055402 | 0.0055402 | 0 | 0 | 0 | 0 | 2022-01-29 | 2022 | 1 | 29 | 4 | 7 | Octo_Hachi | Hachi Politan | 'I’m going to battle with my friends in Inkopolis!!' #SplatoonRP He/Him ⚠️NO NSFW⚠️ | 2019-08-26 02:34:03 | 0 | 0 | NA | Inkopolis Square | 602 | 410 | 12804 | 32 | NA | NA | |||
| 1165814737348780032 | 2022-01-29 07:07:04 | 0 | 1 | 0 | 0 | en | @OfTheMetro "Mhm...gotcha..." Casually not mentioning how that was 6 years ago- | 1487321274347106307 | 1276657926351052801 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 16 | 16 | 1 | 1 | 16 | 16 | 2 | 2 | 16 | 16 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 15 | 15 | 0 | 0 | 0.9411765 | 0.9411765 | 0.0069204 | 0.0069204 | 0 | 0 | 0 | 0 | 0.0588235 | 0.0588235 | 0.0069204 | 0.0069204 | 0 | 0 | 0 | 0 | 2022-01-29 | 2022 | 1 | 29 | 4 | 7 | Octo_Hachi | Hachi Politan | 'I’m going to battle with my friends in Inkopolis!!' #SplatoonRP He/Him ⚠️NO NSFW⚠️ | 2019-08-26 02:34:03 | 0 | 0 | NA | Inkopolis Square | 602 | 410 | 12804 | 32 | NA | NA | |||
| 1165814737348780032 | 2022-01-29 07:18:05 | 0 | 1 | 0 | 0 | en | @OfTheMetro " I guess when you became whole again you forgot everything since you were reborn...you've been living in Inkopolis for two years, we grew to be amazing friends, you've always tried to help other sanis in need because you care that much..." | 1487323740581027840 | 1276657926351052801 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 12 | 12 | 1 | 1 | 12 | 12 | 2 | 2 | 12 | 12 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 11 | 11 | 0 | 0 | 0.9230769 | 0.9230769 | 0.0118343 | 0.0118343 | 0 | 0 | 0 | 0 | 0.0769231 | 0.0769231 | 0.0118343 | 0.0118343 | 0 | 0 | 0 | 0 | 2022-01-29 | 2022 | 1 | 29 | 4 | 7 | Octo_Hachi | Hachi Politan | 'I’m going to battle with my friends in Inkopolis!!' #SplatoonRP He/Him ⚠️NO NSFW⚠️ | 2019-08-26 02:34:03 | 0 | 0 | NA | Inkopolis Square | 602 | 410 | 12804 | 32 | NA | NA | |||
| 1165814737348780032 | 2022-01-29 16:19:03 | 0 | 1 | 0 | 0 | en | @OfTheMetro "What you consider home? No...she would want you to be in Inkopolis, where you could be free, and happy...and not having to deal with the pressures of the world..." He let out a sigh, shaking his head in frustration. "God, now you got me sounding like her..." | 1487459509618548741 | 1276657926351052801 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 7 | 7 | 1 | 1 | 7 | 7 | 2 | 2 | 7 | 7 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 6 | 6 | 0 | 0 | 0.8750000 | 0.8750000 | 0.0312500 | 0.0312500 | 0 | 0 | 0 | 0 | 0.1250000 | 0.1250000 | 0.0312500 | 0.0312500 | 0 | 0 | 0 | 0 | 2022-01-29 | 2022 | 1 | 29 | 4 | 16 | Octo_Hachi | Hachi Politan | 'I’m going to battle with my friends in Inkopolis!!' #SplatoonRP He/Him ⚠️NO NSFW⚠️ | 2019-08-26 02:34:03 | 0 | 0 | NA | Inkopolis Square | 602 | 410 | 12804 | 32 | NA | NA | |||
| 1165814737348780032 | 2022-01-29 16:27:05 | 0 | 1 | 0 | 0 | en | @OfTheMetro "...Fine, go get yourself killed or something, see if I care!" He did. Clearly. But he was just...so lost in what was going on right now. Is his friend just...dead? Even though she's standing right in front of him? Even if she was, he couldn't just let her do this to herself... | 1487461122009710595 | 1276657926351052801 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 5 | 5 | 1 | 1 | 5 | 5 | 2 | 2 | 5 | 5 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 4 | 4 | 0 | 0 | 0.8333333 | 0.8333333 | 0.0555556 | 0.0555556 | 0 | 0 | 0 | 0 | 0.1666667 | 0.1666667 | 0.0555556 | 0.0555556 | 0 | 0 | 0 | 0 | 2022-01-29 | 2022 | 1 | 29 | 4 | 16 | Octo_Hachi | Hachi Politan | 'I’m going to battle with my friends in Inkopolis!!' #SplatoonRP He/Him ⚠️NO NSFW⚠️ | 2019-08-26 02:34:03 | 0 | 0 | NA | Inkopolis Square | 602 | 410 | 12804 | 32 | NA | NA | |||
| 1165814737348780032 | 2022-01-29 16:32:02 | 0 | 1 | 0 | 0 | en | @OfTheMetro "God no...god please no..." He watched her walking away from him, he just...couldn't stand whatever the hell was going on right now, he was still processing what happened to his friend and now seeing her walk away... Why yes there are tears in his eyes, thank you for asking. | 1487463038634627079 | 1276657926351052801 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 3 | 3 | 1 | 1 | 3 | 3 | 2 | 2 | 3 | 3 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 2 | 2 | 0 | 0 | 0.7500000 | 0.7500000 | 0.1250000 | 0.1250000 | 0 | 0 | 0 | 0 | 0.2500000 | 0.2500000 | 0.1250000 | 0.1250000 | 0 | 0 | 0 | 0 | 2022-01-29 | 2022 | 1 | 29 | 4 | 16 | Octo_Hachi | Hachi Politan | 'I’m going to battle with my friends in Inkopolis!!' #SplatoonRP He/Him ⚠️NO NSFW⚠️ | 2019-08-26 02:34:03 | 0 | 0 | NA | Inkopolis Square | 602 | 410 | 12804 | 32 | NA | NA |
Temporal extent
tweets_c %>%
filter(conversation_id==sql(conversation_id_key)) %>%
count(original,date_created_at) %>%
collect() %>%
mutate(original=if_else(original==1,"contains keywords","expanded conversation")) %>%
ggplot(aes(x=date_created_at,y=n,fill=original)) +
geom_col(width=1,position = 'stack') +
theme_hsci_discrete()
Conversation 1486100674152906752: random “real” “long” (50-150 message, max_depth>=20, authors<messages/3, keywords in at least messages/10, starting >=2022-01-22) conversation 3
conversation_id_key <- "1486100674152906752"
tweets_c_i %>%
filter(conversation_id==sql(conversation_id_key)) %>%
summarize(
tweets=n(),
tweets_with_keywords=sum(original, na.rm=T),
authors=n_distinct(author_id),
min_date=min(created_at, na.rm=T),
max_date=max(created_at, na.rm=T)
) %>% collect() %>%
bind_cols(
tweets_c_i %>%
filter(conversation_id==sql(conversation_id_key)) %>%
count(author_id,name="tweets_per_author") %>%
mutate(m_t_p_a=mean(tweets_per_author, na.rm=T)) %>%
summarize(mean_tweets_per_author=mean(tweets_per_author),tweets_per_author_mean_absolute_deviation=mean(abs(m_t_p_a-tweets_per_author))) %>% collect()
) %>%
gt()| tweets | tweets_with_keywords | authors | min_date | max_date | mean_tweets_per_author | tweets_per_author_mean_absolute_deviation |
|---|---|---|---|---|---|---|
| 90 | 15 | 8 | 2022-01-25 22:16:02 | 2022-01-29 18:16:04 | 11.25 | 10.375 |
First 20 tweets
tweets_c_i %>%
filter(conversation_id==sql(conversation_id_key)) %>%
left_join(users_c_i,by=c("author_id"="user_id")) %>%
arrange(created_at.x) %>%
head(20) %>%
mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
gt() %>%
fmt_markdown(tweet_id|conversation_id|ur_conversation_id)| tweet_id | ur_conversation_id | conversation_id | author_id | created_at.x | retweet_count | reply_count | like_count | quote_count | lang | text | in_reply_to | in_reply_to_user_id | quotes | retweet_of | error.x | error_detail.x | original | hashtags | urls | mentions | children | ur_children | descendants | ur_descendants | leaf_descendants | ur_leaf_descendants | max_depth | ur_max_depth | t_authors | ur_t_authors | t_reply_count | ur_t_reply_count | t_quote_count | ur_t_quote_count | t_like_count | ur_t_like_count | t_retweet_count | ur_t_retweet_count | branching_factor | ur_branching_factor | mean_depth | ur_mean_depth | depth_mad | ur_depth_mad | mean_reply_count | ur_mean_reply_count | reply_count_mad | ur_reply_count_mad | mean_quote_count | ur_mean_quote_count | quote_count_mad | ur_quote_count_mad | mean_like_count | ur_mean_like_count | like_count_mad | ur_like_count_mad | mean_retweet_count | ur_mean_retweet_count | retweet_count_mad | ur_retweet_count_mad | date_created_at | year_created_at | month_created_at | day_created_at | week_created_at | hour_created_at | username | name | description | created_at.y | verified | protected | url | location | followers_count | following_count | tweet_count | listed_count | error.y | error_detail.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1374144331116855298 | 2022-01-25 22:16:02 | 2 | 3 | 23 | 1 | en | Notice how hashtags like #KarenConvoy and #FluTruxKlan disappear, while the #TruckersForFreedom JUST KEEP ROLLING? ...that's because we're WINNING, and the majority of Canada is sick of tyrannical mandates!!!!! See you in Ottawa!😊 | NA | NA | NA | NA | NA | NA | 1 | 3 | NA | NA | 2 | 4 | 88 | 94 | 17 | 23 | 35 | 35 | 8 | 14 | 89 | 89 | 3 | 3 | 68 | 68 | 6 | 16 | 1.222222 | 1.305556 | 11.23529 | 9.565217 | 14.00 | 11.7826090 | 1.0000000 | 0.9368421 | 0.0786517 | 0.0954017 | 0.0337079 | 0.0315789 | 0.0116147 | 0.0115235 | 0.7640449 | 0.7157895 | 0.2947860 | 0.2917452 | 0.0674157 | 0.1684211 | 0.0232294 | 0.0613850 | 2022-01-25 | 2022 | 1 | 25 | 4 | 22 | max_theta | Max Theta | Director of #CampTheta, Wilderness Guide, Visual Artist. Camp Theta discord: http://discord.gg/SBzptXdswS | 2021-03-22 23:42:00 | 0 | 0 | NA | Clear Lake, Wilderverse | 1089 | 931 | 6933 | 3 | NA | NA | |||
| 760552312519663618 | 2022-01-25 22:18:00 | 0 | 6 | 4 | 0 | und | @max_theta Hmmmm.... https://twitter.com/LetsGoDarwinFTW/status/1486101084330504196/photo/1 | 1486100674152906752 | 1374144331116855298 | NA | NA | NA | NA | 1 | NA | 1 | 1 | 6 | 6 | 78 | 81 | 15 | 18 | 34 | 34 | 7 | 10 | 78 | 78 | 1 | 1 | 37 | 37 | 3 | 8 | 1.218750 | 1.265625 | 11.00000 | 10.388889 | 10.50 | 10.2962961 | 0.9873418 | 0.9512195 | 0.1270630 | 0.1237359 | 0.0126582 | 0.0121951 | 0.0011216 | 0.0010410 | 0.4683544 | 0.4512195 | 0.0818779 | 0.0786734 | 0.0379747 | 0.0975610 | 0.0033648 | 0.0083284 | 2022-01-25 | 2022 | 1 | 25 | 4 | 22 | realChasDarwin | Darwinian Canadian | “Ignorance more frequently begets confidence than does knowledge.” BSc, MSc Wildlife Eco. . . | 2016-08-02 19:06:01 | 0 | 0 | NA | Pelham, Ontario | 1232 | 1376 | 23268 | 1 | NA | NA | |||
| 1374144331116855298 | 2022-01-25 22:21:05 | 0 | 2 | 1 | 0 | en | @LetsGoDarwinFTW Cool. You like government imposed curfews. See you in Ottawa. | 1486101084330504196 | 760552312519663618 | NA | NA | NA | NA | 0 | NA | NA | NA | 2 | 2 | 44 | 44 | 5 | 5 | 33 | 33 | 3 | 3 | 44 | 44 | 0 | 0 | 19 | 19 | 0 | 0 | 1.100000 | 1.100000 | 23.00000 | 23.000000 | 13.50 | 13.5000000 | 0.9777778 | 0.9777778 | 0.0237037 | 0.0237037 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.4222222 | 0.4222222 | 0.0316049 | 0.0316049 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 22 | max_theta | Max Theta | Director of #CampTheta, Wilderness Guide, Visual Artist. Camp Theta discord: http://discord.gg/SBzptXdswS | 2021-03-22 23:42:00 | 0 | 0 | NA | Clear Lake, Wilderverse | 1089 | 931 | 6933 | 3 | NA | NA | |||
| 258018621 | 2022-01-25 22:23:00 | 0 | 3 | 0 | 0 | en | @LetsGoDarwinFTW @max_theta Winning 🤣🤦♀️ https://twitter.com/keep_initreal/status/1486102362246852614/photo/1 | 1486101084330504196 | 760552312519663618 | NA | NA | NA | NA | 0 | NA | 1 | 1 | 3 | 3 | 25 | 28 | 6 | 9 | 11 | 11 | 5 | 8 | 25 | 25 | 1 | 1 | 12 | 12 | 3 | 8 | 1.250000 | 1.400000 | 6.00000 | 6.111111 | 5.00 | 5.0370369 | 0.9615384 | 0.8620690 | 0.1183432 | 0.1129608 | 0.0384615 | 0.0344828 | 0.0059172 | 0.0047562 | 0.4615385 | 0.4137931 | 0.0710059 | 0.0570749 | 0.1153846 | 0.2758621 | 0.0177515 | 0.0380499 | 2022-01-25 | 2022 | 1 | 25 | 4 | 22 | keep_initreal | T-Time | Sports junkie, fun, loving and will put you in your place when needed.. 🇨🇦🇨🇦🇨🇦 | 2011-02-26 19:48:00 | 0 | 0 | NA | NA | 720 | 2047 | 14391 | 9 | NA | NA | |||
| 1391265010412756993 | 2022-01-25 22:23:02 | 0 | 0 | 0 | 0 | und | @LetsGoDarwinFTW @max_theta https://twitter.com/SwearingJustin/status/1486102452076113921/photo/1 | 1486101084330504196 | 760552312519663618 | NA | NA | NA | NA | 0 | NA | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.00000 | 0.000000 | 0.00 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 22 | SwearingJustin | Justin S | Seize the Memes of Production • Working Class Crass • Marxist Meat Man • 🔪🥩 • 💉💉💉 • ❤️🐕 • | 2021-05-09 05:33:03 | 0 | 0 | NA | Unceded Kwikwetlem Territory | 490 | 690 | 15184 | 3 | NA | NA | |||
| 1391265010412756993 | 2022-01-25 22:23:02 | 0 | 1 | 0 | 0 | en | @max_theta Why would you lie about something so easily debunked? Oh wait. That’s like AntiVaxxer 101. https://twitter.com/SwearingJustin/status/1486102422300749826/photo/1 | 1486100674152906752 | 1374144331116855298 | NA | NA | NA | NA | 0 | NA | 1 | 1 | 1 | 1 | 8 | 9 | 2 | 3 | 6 | 6 | 3 | 4 | 8 | 8 | 1 | 1 | 8 | 8 | 1 | 2 | 1.142857 | 1.285714 | 4.50000 | 4.000000 | 0.50 | 1.0000000 | 0.8888889 | 0.8000000 | 0.0246914 | 0.0400000 | 0.1111111 | 0.1000000 | 0.0246914 | 0.0200000 | 0.8888889 | 0.8000000 | 0.1111111 | 0.1000000 | 0.1111111 | 0.2000000 | 0.0246914 | 0.0400000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 22 | SwearingJustin | Justin S | Seize the Memes of Production • Working Class Crass • Marxist Meat Man • 🔪🥩 • 💉💉💉 • ❤️🐕 • | 2021-05-09 05:33:03 | 0 | 0 | NA | Unceded Kwikwetlem Territory | 490 | 690 | 15184 | 3 | NA | NA | |||
| 258018621 | 2022-01-25 22:23:05 | 0 | 1 | 0 | 0 | en | @max_theta @LetsGoDarwinFTW All curfews have been lifted no? 🤦♀️ | 1486102036424896514 | 1374144331116855298 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 37 | 37 | 4 | 4 | 32 | 32 | 3 | 3 | 37 | 37 | 0 | 0 | 18 | 18 | 0 | 0 | 1.088235 | 1.088235 | 26.50000 | 26.500000 | 4.50 | 4.5000000 | 0.9736842 | 0.9736842 | 0.0013850 | 0.0013850 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.4736842 | 0.4736842 | 0.0249307 | 0.0249307 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 22 | keep_initreal | T-Time | Sports junkie, fun, loving and will put you in your place when needed.. 🇨🇦🇨🇦🇨🇦 | 2011-02-26 19:48:00 | 0 | 0 | NA | NA | 720 | 2047 | 14391 | 9 | NA | NA | |||
| 760552312519663618 | 2022-01-25 22:27:00 | 0 | 1 | 0 | 0 | en | @max_theta No curfews where I live. Curfews were provincial orders, not federal. Has nothing to do with Ottawa. But you go ahead and just vent your rage indiscriminately. | 1486102036424896514 | 1374144331116855298 | NA | NA | NA | NA | 0 | NA | NA | 1 | 1 | 1 | 5 | 5 | 1 | 1 | 5 | 5 | 2 | 2 | 5 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 1.000000 | 1.000000 | 4.00000 | 4.000000 | 0.00 | 0.0000000 | 0.8333333 | 0.8333333 | 0.0555556 | 0.0555556 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 22 | realChasDarwin | Darwinian Canadian | “Ignorance more frequently begets confidence than does knowledge.” BSc, MSc Wildlife Eco. . . | 2016-08-02 19:06:01 | 0 | 0 | NA | Pelham, Ontario | 1232 | 1376 | 23268 | 1 | NA | NA | |||
| 760552312519663618 | 2022-01-25 22:27:05 | 0 | 1 | 0 | 0 | en | @keep_initreal @max_theta RCMP? | 1486102362246852614 | 258018621 | NA | NA | NA | NA | 0 | NA | NA | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1.000000 | 1.000000 | 0.00000 | 0.000000 | 0.00 | 0.0000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 22 | realChasDarwin | Darwinian Canadian | “Ignorance more frequently begets confidence than does knowledge.” BSc, MSc Wildlife Eco. . . | 2016-08-02 19:06:01 | 0 | 0 | NA | Pelham, Ontario | 1232 | 1376 | 23268 | 1 | NA | NA | |||
| 48583720 | 2022-01-25 22:34:00 | 0 | 1 | 1 | 0 | en | @SwearingJustin @max_theta Justin is a soy bot. | 1486102422300749826 | 1391265010412756993 | NA | NA | NA | NA | 0 | NA | NA | 2 | 1 | 1 | 7 | 8 | 2 | 3 | 5 | 5 | 3 | 4 | 7 | 7 | 1 | 1 | 8 | 8 | 1 | 2 | 1.166667 | 1.333333 | 3.50000 | 3.000000 | 0.50 | 1.0000000 | 0.8750000 | 0.7777778 | 0.0312500 | 0.0493827 | 0.1250000 | 0.1111111 | 0.0312500 | 0.0246914 | 1.0000000 | 0.8888889 | 0.1250000 | 0.1111111 | 0.1250000 | 0.2222222 | 0.0312500 | 0.0493827 | 2022-01-25 | 2022 | 1 | 25 | 4 | 22 | K_Poppins | 🍁 K | 🇨🇦 Proud Canadian. Unacceptable and such. | 2009-06-19 02:40:02 | 0 | 0 | NA | Canada | 559 | 1220 | 19535 | 8 | NA | NA | |||
| 1391265010412756993 | 2022-01-25 22:36:04 | 0 | 1 | 0 | 0 | en | @K_Poppins @max_theta “Everyone I don’t agree with is a soy bot.” -K(aren) Is that the best you got? 😂 https://twitter.com/SwearingJustin/status/1486105797981401090/photo/1 | 1486105108366643209 | 48583720 | NA | NA | NA | NA | 1 | NA | 1 | 2 | 1 | 1 | 6 | 7 | 2 | 3 | 4 | 4 | 3 | 4 | 6 | 6 | 1 | 1 | 7 | 7 | 1 | 2 | 1.200000 | 1.400000 | 2.50000 | 2.000000 | 0.50 | 1.0000000 | 0.8571429 | 0.7500000 | 0.1836735 | 0.1875000 | 0.1428571 | 0.1250000 | 0.1428571 | 0.1250000 | 1.0000000 | 0.8750000 | 0.5714286 | 0.5000000 | 0.1428571 | 0.2500000 | 0.1428571 | 0.1250000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 22 | SwearingJustin | Justin S | Seize the Memes of Production • Working Class Crass • Marxist Meat Man • 🔪🥩 • 💉💉💉 • ❤️🐕 • | 2021-05-09 05:33:03 | 0 | 0 | NA | Unceded Kwikwetlem Territory | 490 | 690 | 15184 | 3 | NA | NA | |||
| 48583720 | 2022-01-25 22:41:04 | 0 | 1 | 0 | 0 | en | @keep_initreal @LetsGoDarwinFTW @max_theta Winning what Karen? #bot | 1486102362246852614 | 258018621 | NA | NA | NA | NA | 0 | 1 | NA | 2 | 1 | 1 | 21 | 24 | 4 | 7 | 10 | 10 | 4 | 7 | 21 | 21 | 1 | 1 | 12 | 12 | 3 | 8 | 1.166667 | 1.333333 | 7.75000 | 6.714286 | 1.25 | 2.2857144 | 0.9545454 | 0.8400000 | 0.0495868 | 0.0528000 | 0.0454545 | 0.0400000 | 0.0041322 | 0.0032000 | 0.5454546 | 0.4800000 | 0.0495868 | 0.0384000 | 0.1363636 | 0.3200000 | 0.0123967 | 0.0256000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 22 | K_Poppins | 🍁 K | 🇨🇦 Proud Canadian. Unacceptable and such. | 2009-06-19 02:40:02 | 0 | 0 | NA | Canada | 559 | 1220 | 19535 | 8 | NA | NA | |||
| 258018621 | 2022-01-25 22:49:01 | 0 | 0 | 0 | 0 | en | @LetsGoDarwinFTW @max_theta No idea got it off @TDubOntario | 1486103553039024136 | 760552312519663618 | NA | NA | NA | NA | 0 | NA | NA | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.00000 | 0.000000 | 0.00 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 22 | keep_initreal | T-Time | Sports junkie, fun, loving and will put you in your place when needed.. 🇨🇦🇨🇦🇨🇦 | 2011-02-26 19:48:00 | 0 | 0 | NA | NA | 720 | 2047 | 14391 | 9 | NA | NA | |||
| 48583720 | 2022-01-25 22:53:00 | 1 | 2 | 4 | 1 | en | @SwearingJustin @max_theta No, just the actual soy bots. 🤡 Imagine real people acting up because they want others to be FORCED into taking experimental drugs that have failed to prevent infection or spread of the virus. 😂 #BoosterBozo #NoMeansNo #NoVaccineMandates #TruckersForFreedom #FreedomConvoy2022 https://twitter.com/K_Poppins/status/1486109883313410050/photo/1 | 1486105797981401090 | 1391265010412756993 | NA | NA | NA | NA | 1 | 5 | 1 | 2 | 2 | 3 | 5 | 6 | 2 | 3 | 3 | 3 | 3 | 4 | 5 | 5 | 1 | 1 | 7 | 7 | 1 | 2 | 1.250000 | 1.500000 | 1.50000 | 1.000000 | 0.50 | 0.6666667 | 0.8333333 | 0.7142857 | 0.2500000 | 0.3673469 | 0.1666667 | 0.1428571 | 0.1944444 | 0.1836735 | 1.1666666 | 1.0000000 | 0.5277778 | 0.5714286 | 0.1666667 | 0.2857143 | 0.1944444 | 0.2857143 | 2022-01-25 | 2022 | 1 | 25 | 4 | 22 | K_Poppins | 🍁 K | 🇨🇦 Proud Canadian. Unacceptable and such. | 2009-06-19 02:40:02 | 0 | 0 | NA | Canada | 559 | 1220 | 19535 | 8 | NA | NA | |||
| 2429139452 | 2022-01-25 23:00:05 | 0 | 1 | 1 | 0 | en | @K_Poppins @SwearingJustin @max_theta San Francisco / Bay Area: New Yorkers are mask-free, Brits are mask-free, Irish are mask-free, Czechs are mask-free! Most of America and the WORLD is mask-free! WHY ARE WE STILL WEARING MASKS????? #CovidIsOver #ThrowAwayTheMask #WEAREDONE #DoNotComply #VaxMandateIsRape | 1486109883313410050 | 48583720 | NA | NA | NA | NA | 0 | 5 | NA | 3 | 1 | 1 | 2 | 2 | 1 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 0 | 0 | 2 | 2 | 0 | 0 | 1.000000 | 1.000000 | 1.00000 | 1.000000 | 0.00 | 0.0000000 | 0.6666667 | 0.6666667 | 0.2222222 | 0.2222222 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.6666667 | 0.6666667 | 0.3333333 | 0.3333333 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 23 | ColleenTurrell | #GeneralStrikeNow | #ResistMandates #Freedom #VaxMandateIsRape #HoldTheLine #WeShallOvercome | 2014-04-05 16:18:05 | 0 | 0 | NA | NA | 494 | 1698 | 13202 | 5 | NA | NA | |||
| 1374144331116855298 | 2022-01-25 23:01:01 | 0 | 1 | 0 | 0 | en | @LetsGoDarwinFTW Ya, it's not happening to me, so it's not a problem! No need to unite Canadians against shitty mandates. | 1486103368430927886 | 760552312519663618 | NA | NA | NA | NA | 0 | NA | NA | NA | 1 | 1 | 4 | 4 | 1 | 1 | 4 | 4 | 2 | 2 | 4 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 1.000000 | 1.000000 | 3.00000 | 3.000000 | 0.00 | 0.0000000 | 0.8000000 | 0.8000000 | 0.0800000 | 0.0800000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 23 | max_theta | Max Theta | Director of #CampTheta, Wilderness Guide, Visual Artist. Camp Theta discord: http://discord.gg/SBzptXdswS | 2021-03-22 23:42:00 | 0 | 0 | NA | Clear Lake, Wilderverse | 1089 | 931 | 6933 | 3 | NA | NA | |||
| 1374144331116855298 | 2022-01-25 23:03:00 | 0 | 0 | 0 | 0 | en | @keep_initreal @LetsGoDarwinFTW Thank you for your support. Government agents trying to stop you from peacefully protesting the government is the EXACT DEFINITION of winning. Good eye. Thanks again! | 1486102362246852614 | 258018621 | NA | NA | NA | NA | 0 | NA | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.00000 | 0.000000 | 0.00 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 23 | max_theta | Max Theta | Director of #CampTheta, Wilderness Guide, Visual Artist. Camp Theta discord: http://discord.gg/SBzptXdswS | 2021-03-22 23:42:00 | 0 | 0 | NA | Clear Lake, Wilderverse | 1089 | 931 | 6933 | 3 | NA | NA | |||
| 1391265010412756993 | 2022-01-25 23:11:05 | 0 | 1 | 1 | 0 | und | @K_Poppins @max_theta #FreedomConvoy2022 #FluTruxClan https://twitter.com/SwearingJustin/status/1486114619701665792/photo/1 | 1486109883313410050 | 48583720 | NA | NA | NA | NA | 0 | 2 | 2 | 2 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 1.000000 | 1.000000 | 0.00000 | 0.000000 | 0.00 | 0.0000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 23 | SwearingJustin | Justin S | Seize the Memes of Production • Working Class Crass • Marxist Meat Man • 🔪🥩 • 💉💉💉 • ❤️🐕 • | 2021-05-09 05:33:03 | 0 | 0 | NA | Unceded Kwikwetlem Territory | 490 | 690 | 15184 | 3 | NA | NA | |||
| 1391265010412756993 | 2022-01-25 23:12:03 | 0 | 1 | 0 | 0 | und | @ColleenTurrell @K_Poppins @max_theta https://twitter.com/SwearingJustin/status/1486114788455313408/photo/1 | 1486111854812303360 | 2429139452 | NA | NA | NA | NA | 0 | NA | 2 | 3 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 1.000000 | 1.000000 | 0.00000 | 0.000000 | 0.00 | 0.0000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 23 | SwearingJustin | Justin S | Seize the Memes of Production • Working Class Crass • Marxist Meat Man • 🔪🥩 • 💉💉💉 • ❤️🐕 • | 2021-05-09 05:33:03 | 0 | 0 | NA | Unceded Kwikwetlem Territory | 490 | 690 | 15184 | 3 | NA | NA | |||
| 2429139452 | 2022-01-25 23:14:01 | 0 | 0 | 1 | 0 | en | @SwearingJustin @K_Poppins @max_theta It's a funny cartoon; however, the masks do not work. Many doctors say they do not work. And the vaccines are hurting and killing people. Because it's not about health, it's about control. Please educate yourself. :-) | 1486114788455313408 | 1391265010412756993 | NA | NA | NA | NA | 0 | NA | NA | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0.000000 | 0.000000 | 0.00000 | 0.000000 | 0.00 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 1.0000000 | 1.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 23 | ColleenTurrell | #GeneralStrikeNow | #ResistMandates #Freedom #VaxMandateIsRape #HoldTheLine #WeShallOvercome | 2014-04-05 16:18:05 | 0 | 0 | NA | NA | 494 | 1698 | 13202 | 5 | NA | NA |
Random 20 tweets
tweets_c_i %>%
filter(conversation_id==sql(conversation_id_key)) %>%
arrange(sql("RAND()")) %>%
head(20) %>%
arrange(created_at) %>%
left_join(users_c_i,by=c("author_id"="user_id")) %>%
mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
gt() %>%
fmt_markdown(tweet_id|conversation_id|ur_conversation_id)| tweet_id | ur_conversation_id | conversation_id | author_id | created_at.x | retweet_count | reply_count | like_count | quote_count | lang | text | in_reply_to | in_reply_to_user_id | quotes | retweet_of | error.x | error_detail.x | original | hashtags | urls | mentions | children | ur_children | descendants | ur_descendants | leaf_descendants | ur_leaf_descendants | max_depth | ur_max_depth | t_authors | ur_t_authors | t_reply_count | ur_t_reply_count | t_quote_count | ur_t_quote_count | t_like_count | ur_t_like_count | t_retweet_count | ur_t_retweet_count | branching_factor | ur_branching_factor | mean_depth | ur_mean_depth | depth_mad | ur_depth_mad | mean_reply_count | ur_mean_reply_count | reply_count_mad | ur_reply_count_mad | mean_quote_count | ur_mean_quote_count | quote_count_mad | ur_quote_count_mad | mean_like_count | ur_mean_like_count | like_count_mad | ur_like_count_mad | mean_retweet_count | ur_mean_retweet_count | retweet_count_mad | ur_retweet_count_mad | date_created_at | year_created_at | month_created_at | day_created_at | week_created_at | hour_created_at | username | name | description | created_at.y | verified | protected | url | location | followers_count | following_count | tweet_count | listed_count | error.y | error_detail.y |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 48583720 | 2022-01-25 22:53:00 | 1 | 2 | 4 | 1 | en | @SwearingJustin @max_theta No, just the actual soy bots. 🤡 Imagine real people acting up because they want others to be FORCED into taking experimental drugs that have failed to prevent infection or spread of the virus. 😂 #BoosterBozo #NoMeansNo #NoVaccineMandates #TruckersForFreedom #FreedomConvoy2022 https://twitter.com/K_Poppins/status/1486109883313410050/photo/1 | 1486105797981401090 | 1391265010412756993 | NA | NA | NA | NA | 1 | 5 | 1 | 2 | 2 | 3 | 5 | 6 | 2 | 3 | 3 | 3 | 3 | 4 | 5 | 5 | 1 | 1 | 7 | 7 | 1 | 2 | 1.250000 | 1.500000 | 1.500000 | 1.000000 | 0.500000 | 0.6666667 | 0.8333333 | 0.7142857 | 0.2500000 | 0.3673469 | 0.1666667 | 0.1428571 | 0.1944444 | 0.1836735 | 1.1666666 | 1.0000000 | 0.5277778 | 0.5714286 | 0.1666667 | 0.2857143 | 0.1944444 | 0.2857143 | 2022-01-25 | 2022 | 1 | 25 | 4 | 22 | K_Poppins | 🍁 K | 🇨🇦 Proud Canadian. Unacceptable and such. | 2009-06-19 02:40:02 | 0 | 0 | NA | Canada | 559 | 1220 | 19535 | 8 | NA | NA | |||
| 48583720 | 2022-01-26 00:04:02 | 0 | 1 | 1 | 0 | en | @LetsGoDarwinFTW @keep_initreal @max_theta Woke folks use the word literally ALL DAY LONG. It's so cringey. Anyway, you should meet up with all of us in Ottawa. Try to vaccinate us and such. Of course you won't, because you're a bot, but just saying' 🤡 #TruckersForFreedom #FreedomConvoy2022 https://youtu.be/Z0GPASdhwx4 | 1486117902310912008 | 760552312519663618 | NA | NA | NA | NA | 1 | 2 | 1 | 2 | 1 | 1 | 10 | 11 | 3 | 4 | 8 | 8 | 3 | 4 | 10 | 10 | 0 | 0 | 6 | 6 | 1 | 2 | 1.250000 | 1.375000 | 5.333333 | 5.000000 | 1.666667 | 2.0000000 | 0.9090909 | 0.8333333 | 0.0165289 | 0.0277778 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.5454546 | 0.5000000 | 0.0909091 | 0.0833333 | 0.0909091 | 0.1666667 | 0.0165289 | 0.0277778 | 2022-01-26 | 2022 | 1 | 26 | 4 | 0 | K_Poppins | 🍁 K | 🇨🇦 Proud Canadian. Unacceptable and such. | 2009-06-19 02:40:02 | 0 | 0 | NA | Canada | 559 | 1220 | 19535 | 8 | NA | NA | |||
| 48583720 | 2022-01-26 00:24:04 | 1 | 2 | 3 | 0 | en | @LetsGoDarwinFTW @keep_initreal @max_theta Sure Darwin. Snowflakes are going to stop 50 000 trucks and more than a half a million people. 😂 #TruckersForFreedom #FreedomConvoy2022 https://twitter.com/YukonStrong/status/1485583164676317184?s=20 | 1486131217917517827 | 760552312519663618 | 1485583164676317184 | NA | NA | NA | 1 | 2 | 1 | 2 | 2 | 3 | 6 | 7 | 3 | 4 | 4 | 4 | 3 | 4 | 6 | 6 | 0 | 0 | 5 | 5 | 1 | 2 | 1.500000 | 1.750000 | 1.333333 | 1.000000 | 1.500000 | 1.3333334 | 0.8571429 | 0.7500000 | 0.4489796 | 0.5000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.7142857 | 0.6250000 | 0.5306122 | 0.5312500 | 0.1428571 | 0.2500000 | 0.1632653 | 0.2500000 | 2022-01-26 | 2022 | 1 | 26 | 4 | 0 | K_Poppins | 🍁 K | 🇨🇦 Proud Canadian. Unacceptable and such. | 2009-06-19 02:40:02 | 0 | 0 | NA | Canada | 559 | 1220 | 19535 | 8 | NA | NA | |||
| 48583720 | 2022-01-26 00:20:04 | 2 | 1 | 4 | 1 | en | @LetsGoDarwinFTW @keep_initreal @max_theta So it's NOT about our health Darwin? Oh my stars... 👀#RegimeBot #TruckersForFreedom #FreedomConvoy2022 #TruckersConvoy2022 #NoVaccineMandates #NoMaskMandates #HoldTheLine #EnoughIsEnough https://twitter.com/Humanlty1o1/status/1485765524600639492?s=20 | 1486129879578025985 | 760552312519663618 | NA | NA | NA | NA | 1 | 8 | 1 | 2 | 1 | 3 | 5 | 7 | 1 | 3 | 5 | 5 | 3 | 5 | 5 | 5 | 1 | 1 | 5 | 5 | 2 | 6 | 1.000000 | 1.400000 | 4.000000 | 1.333333 | 0.000000 | 1.7777778 | 0.8333333 | 0.6250000 | 0.0555556 | 0.2500000 | 0.1666667 | 0.1250000 | 0.1666667 | 0.1562500 | 0.8333333 | 0.6250000 | 0.5555556 | 0.6250000 | 0.3333333 | 0.7500000 | 0.3333333 | 0.5625000 | 2022-01-26 | 2022 | 1 | 26 | 4 | 0 | K_Poppins | 🍁 K | 🇨🇦 Proud Canadian. Unacceptable and such. | 2009-06-19 02:40:02 | 0 | 0 | NA | Canada | 559 | 1220 | 19535 | 8 | NA | NA | |||
| 1374144331116855298 | 2022-01-25 22:16:02 | 2 | 3 | 23 | 1 | en | Notice how hashtags like #KarenConvoy and #FluTruxKlan disappear, while the #TruckersForFreedom JUST KEEP ROLLING? ...that's because we're WINNING, and the majority of Canada is sick of tyrannical mandates!!!!! See you in Ottawa!😊 | NA | NA | NA | NA | NA | NA | 1 | 3 | NA | NA | 2 | 4 | 88 | 94 | 17 | 23 | 35 | 35 | 8 | 14 | 89 | 89 | 3 | 3 | 68 | 68 | 6 | 16 | 1.222222 | 1.305556 | 11.235294 | 9.565217 | 14.000000 | 11.7826090 | 1.0000000 | 0.9368421 | 0.0786517 | 0.0954017 | 0.0337079 | 0.0315789 | 0.0116147 | 0.0115235 | 0.7640449 | 0.7157895 | 0.2947860 | 0.2917452 | 0.0674157 | 0.1684211 | 0.0232294 | 0.0613850 | 2022-01-25 | 2022 | 1 | 25 | 4 | 22 | max_theta | Max Theta | Director of #CampTheta, Wilderness Guide, Visual Artist. Camp Theta discord: http://discord.gg/SBzptXdswS | 2021-03-22 23:42:00 | 0 | 0 | NA | Clear Lake, Wilderverse | 1089 | 931 | 6933 | 3 | NA | NA | |||
| 1374144331116855298 | 2022-01-29 18:16:04 | 0 | 0 | 0 | 0 | und | @LetsGoDarwinFTW https://twitter.com/B33photography/status/1487488960460951553?s=20&t=sX5IUbYX0wBdvgStAulmIA | 1486123371175763968 | 760552312519663618 | 1487488960460951553 | NA | NA | NA | 0 | NA | 1 | NA | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-29 | 2022 | 1 | 29 | 4 | 18 | max_theta | Max Theta | Director of #CampTheta, Wilderness Guide, Visual Artist. Camp Theta discord: http://discord.gg/SBzptXdswS | 2021-03-22 23:42:00 | 0 | 0 | NA | Clear Lake, Wilderverse | 1089 | 931 | 6933 | 3 | NA | NA | |||
| 1374144331116855298 | 2022-01-27 15:46:00 | 0 | 1 | 1 | 0 | en | @LetsGoDarwinFTW We're still trending for the 5th day in a row. #TruckerConvoy2022 Where's the #FluTruxKlan and the #KarenCovoy??? | 1486101084330504196 | 760552312519663618 | NA | NA | NA | NA | 1 | 3 | NA | NA | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 15 | max_theta | Max Theta | Director of #CampTheta, Wilderness Guide, Visual Artist. Camp Theta discord: http://discord.gg/SBzptXdswS | 2021-03-22 23:42:00 | 0 | 0 | NA | Clear Lake, Wilderverse | 1089 | 931 | 6933 | 3 | NA | NA | |||
| 1374144331116855298 | 2022-01-27 15:50:01 | 0 | 0 | 1 | 0 | en | @O27516619O Did they give up yet? Did they get stuck in Wawa? Just checking. #TruckerConvoy2022 | 1486108434550427648 | 1485727607069057031 | NA | NA | NA | NA | 1 | 1 | NA | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 1.0000000 | 1.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 15 | max_theta | Max Theta | Director of #CampTheta, Wilderness Guide, Visual Artist. Camp Theta discord: http://discord.gg/SBzptXdswS | 2021-03-22 23:42:00 | 0 | 0 | NA | Clear Lake, Wilderverse | 1089 | 931 | 6933 | 3 | NA | NA | |||
| 1374144331116855298 | 2022-01-27 21:34:01 | 0 | 1 | 0 | 0 | en | @LetsGoDarwinFTW @keep_initreal We agree that racism has no place in politics. You continue to find points that 99.99% of those who support #TruckersForFreedom agree with. You agree with the overwhelming majority of us. Thank you. | 1486814035941240836 | 760552312519663618 | NA | NA | NA | NA | 1 | 1 | NA | 1 | 1 | 1 | 22 | 22 | 4 | 4 | 17 | 17 | 2 | 2 | 22 | 22 | 0 | 0 | 10 | 10 | 0 | 0 | 1.157895 | 1.157895 | 11.500000 | 11.500000 | 4.500000 | 4.5000000 | 0.9565217 | 0.9565217 | 0.0037807 | 0.0037807 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.4347826 | 0.4347826 | 0.0434783 | 0.0434783 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 21 | max_theta | Max Theta | Director of #CampTheta, Wilderness Guide, Visual Artist. Camp Theta discord: http://discord.gg/SBzptXdswS | 2021-03-22 23:42:00 | 0 | 0 | NA | Clear Lake, Wilderverse | 1089 | 931 | 6933 | 3 | NA | NA | |||
| 1374144331116855298 | 2022-01-25 23:17:03 | 0 | 1 | 0 | 0 | en | @LetsGoDarwinFTW Awesome stats. Now do the total number of tweets for KarenConvoy vs TruckersForFreedom. | 1486101084330504196 | 760552312519663618 | NA | NA | NA | NA | 1 | NA | NA | NA | 1 | 1 | 2 | 2 | 1 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 0 | 0 | 1 | 1 | 0 | 0 | 1.000000 | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.0000000 | 0.6666667 | 0.6666667 | 0.2222222 | 0.2222222 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.3333333 | 0.3333333 | 0.3333333 | 0.3333333 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 23 | max_theta | Max Theta | Director of #CampTheta, Wilderness Guide, Visual Artist. Camp Theta discord: http://discord.gg/SBzptXdswS | 2021-03-22 23:42:00 | 0 | 0 | NA | Clear Lake, Wilderverse | 1089 | 931 | 6933 | 3 | NA | NA | |||
| 1391265010412756993 | 2022-01-25 22:36:04 | 0 | 1 | 0 | 0 | en | @K_Poppins @max_theta “Everyone I don’t agree with is a soy bot.” -K(aren) Is that the best you got? 😂 https://twitter.com/SwearingJustin/status/1486105797981401090/photo/1 | 1486105108366643209 | 48583720 | NA | NA | NA | NA | 1 | NA | 1 | 2 | 1 | 1 | 6 | 7 | 2 | 3 | 4 | 4 | 3 | 4 | 6 | 6 | 1 | 1 | 7 | 7 | 1 | 2 | 1.200000 | 1.400000 | 2.500000 | 2.000000 | 0.500000 | 1.0000000 | 0.8571429 | 0.7500000 | 0.1836735 | 0.1875000 | 0.1428571 | 0.1250000 | 0.1428571 | 0.1250000 | 1.0000000 | 0.8750000 | 0.5714286 | 0.5000000 | 0.1428571 | 0.2500000 | 0.1428571 | 0.1250000 | 2022-01-25 | 2022 | 1 | 25 | 4 | 22 | SwearingJustin | Justin S | Seize the Memes of Production • Working Class Crass • Marxist Meat Man • 🔪🥩 • 💉💉💉 • ❤️🐕 • | 2021-05-09 05:33:03 | 0 | 0 | NA | Unceded Kwikwetlem Territory | 490 | 690 | 15184 | 3 | NA | NA | |||
| 1433089512536739846 | 2022-01-28 20:56:01 | 0 | 1 | 0 | 0 | und | @LetsGoDarwinFTW @K_Poppins @keep_initreal @max_theta https://twitter.com/Spiro82791448/status/1487167673809133574/photo/1 | 1487165571640737798 | 760552312519663618 | NA | NA | NA | NA | 0 | NA | 1 | 3 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 2 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1.000000 | 1.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.5000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-28 | 2022 | 1 | 28 | 4 | 20 | Spiro82791448 | UNEXEPTABLE Canadian, eh? 💪💪👏🙏 TRUCKING FREE | NA | 2021-09-01 15:30:02 | 0 | 0 | NA | NA | 61 | 19 | 4619 | 1 | NA | NA | |||
| 1433089512536739846 | 2022-01-28 14:42:04 | 0 | 1 | 0 | 0 | en | @LetsGoDarwinFTW @K_Poppins @keep_initreal @max_theta Why your vaxxx made you healthier??? Get a grip https://twitter.com/Spiro82791448/status/1487073675463516166/photo/1 | 1486132511679946759 | 760552312519663618 | NA | NA | NA | NA | 0 | NA | 1 | 3 | 1 | 1 | 3 | 3 | 1 | 1 | 3 | 3 | 2 | 2 | 3 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 1.000000 | 1.000000 | 2.000000 | 2.000000 | 0.000000 | 0.0000000 | 0.7500000 | 0.7500000 | 0.1250000 | 0.1250000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-28 | 2022 | 1 | 28 | 4 | 14 | Spiro82791448 | UNEXEPTABLE Canadian, eh? 💪💪👏🙏 TRUCKING FREE | NA | 2021-09-01 15:30:02 | 0 | 0 | NA | NA | 61 | 19 | 4619 | 1 | NA | NA | |||
| 760552312519663618 | 2022-01-26 00:17:04 | 0 | 1 | 0 | 0 | en | @K_Poppins @keep_initreal @max_theta Since some areas are going to receive over 100cm of snow and 100kmh winds, I'm positive it will have an impact. | 1486130435855896576 | 48583720 | NA | NA | NA | NA | 1 | NA | NA | 3 | 1 | 1 | 7 | 8 | 3 | 4 | 5 | 5 | 3 | 4 | 7 | 7 | 0 | 0 | 5 | 5 | 1 | 2 | 1.400000 | 1.600000 | 2.333333 | 2.000000 | 1.666667 | 2.0000000 | 0.8750000 | 0.7777778 | 0.1562500 | 0.1604938 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.6250000 | 0.5555556 | 0.3750000 | 0.3333333 | 0.1250000 | 0.2222222 | 0.1250000 | 0.1111111 | 2022-01-26 | 2022 | 1 | 26 | 4 | 0 | realChasDarwin | Darwinian Canadian | “Ignorance more frequently begets confidence than does knowledge.” BSc, MSc Wildlife Eco. . . | 2016-08-02 19:06:01 | 0 | 0 | NA | Pelham, Ontario | 1232 | 1376 | 23268 | 1 | NA | NA | |||
| 760552312519663618 | 2022-01-28 20:47:05 | 0 | 1 | 0 | 0 | en | @Spiro82791448 @K_Poppins @keep_initreal @max_theta Locked in my home...nope. Censored...nope. Wealth transfer...nope. Force medicated...nope. Such tyranny. | 1487073675463516166 | 1433089512536739846 | NA | NA | NA | NA | 0 | NA | NA | 4 | 1 | 1 | 2 | 2 | 1 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1.000000 | 1.000000 | 1.000000 | 1.000000 | 0.000000 | 0.0000000 | 0.6666667 | 0.6666667 | 0.2222222 | 0.2222222 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-28 | 2022 | 1 | 28 | 4 | 20 | realChasDarwin | Darwinian Canadian | “Ignorance more frequently begets confidence than does knowledge.” BSc, MSc Wildlife Eco. . . | 2016-08-02 19:06:01 | 0 | 0 | NA | Pelham, Ontario | 1232 | 1376 | 23268 | 1 | NA | NA | |||
| 760552312519663618 | 2022-01-28 21:01:01 | 0 | 0 | 0 | 0 | en | @Spiro82791448 @K_Poppins @keep_initreal @max_theta Truth? Lol. | 1487167673809133574 | 1433089512536739846 | NA | NA | NA | NA | 0 | NA | NA | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-28 | 2022 | 1 | 28 | 4 | 21 | realChasDarwin | Darwinian Canadian | “Ignorance more frequently begets confidence than does knowledge.” BSc, MSc Wildlife Eco. . . | 2016-08-02 19:06:01 | 0 | 0 | NA | Pelham, Ontario | 1232 | 1376 | 23268 | 1 | NA | NA | |||
| 760552312519663618 | 2022-01-25 22:18:00 | 0 | 6 | 4 | 0 | und | @max_theta Hmmmm.... https://twitter.com/LetsGoDarwinFTW/status/1486101084330504196/photo/1 | 1486100674152906752 | 1374144331116855298 | NA | NA | NA | NA | 1 | NA | 1 | 1 | 6 | 6 | 78 | 81 | 15 | 18 | 34 | 34 | 7 | 10 | 78 | 78 | 1 | 1 | 37 | 37 | 3 | 8 | 1.218750 | 1.265625 | 11.000000 | 10.388889 | 10.500000 | 10.2962961 | 0.9873418 | 0.9512195 | 0.1270630 | 0.1237359 | 0.0126582 | 0.0121951 | 0.0011216 | 0.0010410 | 0.4683544 | 0.4512195 | 0.0818779 | 0.0786734 | 0.0379747 | 0.0975610 | 0.0033648 | 0.0083284 | 2022-01-25 | 2022 | 1 | 25 | 4 | 22 | realChasDarwin | Darwinian Canadian | “Ignorance more frequently begets confidence than does knowledge.” BSc, MSc Wildlife Eco. . . | 2016-08-02 19:06:01 | 0 | 0 | NA | Pelham, Ontario | 1232 | 1376 | 23268 | 1 | NA | NA | |||
| 760552312519663618 | 2022-01-27 21:31:00 | 0 | 1 | 1 | 0 | en | @max_theta @keep_initreal And now you see my point. As the great Canadian Marshall McLuhan once said (paraphrased), "The medium is the message." | 1486810942969102340 | 1374144331116855298 | NA | NA | NA | NA | 1 | NA | NA | 2 | 1 | 1 | 23 | 23 | 4 | 4 | 18 | 18 | 2 | 2 | 23 | 23 | 0 | 0 | 11 | 11 | 0 | 0 | 1.150000 | 1.150000 | 12.500000 | 12.500000 | 4.500000 | 4.5000000 | 0.9583333 | 0.9583333 | 0.0034722 | 0.0034722 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 0.4583333 | 0.4583333 | 0.0416667 | 0.0416667 | 0.0000000 | 0.0000000 | 0.0000000 | 0.0000000 | 2022-01-27 | 2022 | 1 | 27 | 4 | 21 | realChasDarwin | Darwinian Canadian | “Ignorance more frequently begets confidence than does knowledge.” BSc, MSc Wildlife Eco. . . | 2016-08-02 19:06:01 | 0 | 0 | NA | Pelham, Ontario | 1232 | 1376 | 23268 | 1 | NA | NA | |||
| 760552312519663618 | 2022-01-25 23:24:05 | 0 | 2 | 0 | 0 | en | @K_Poppins @keep_initreal @max_theta You literally say the same thing over and over yet you call others a bot. | 1486107052854460422 | 48583720 | NA | NA | NA | NA | 1 | NA | NA | 3 | 2 | 2 | 20 | 23 | 4 | 7 | 9 | 9 | 4 | 7 | 20 | 20 | 1 | 1 | 12 | 12 | 3 | 8 | 1.176471 | 1.352941 | 6.750000 | 5.714286 | 1.250000 | 2.2857144 | 0.9523810 | 0.8333333 | 0.0544218 | 0.0625000 | 0.0476190 | 0.0416667 | 0.0068027 | 0.0052083 | 0.5714286 | 0.5000000 | 0.0748299 | 0.0625000 | 0.1428571 | 0.3333333 | 0.0204082 | 0.0416667 | 2022-01-25 | 2022 | 1 | 25 | 4 | 23 | realChasDarwin | Darwinian Canadian | “Ignorance more frequently begets confidence than does knowledge.” BSc, MSc Wildlife Eco. . . | 2016-08-02 19:06:01 | 0 | 0 | NA | Pelham, Ontario | 1232 | 1376 | 23268 | 1 | NA | NA | |||
| 760552312519663618 | 2022-01-26 00:12:02 | 0 | 1 | 1 | 0 | en | @K_Poppins @keep_initreal @max_theta If it annoys you...it is winning. | 1486129553114378247 | 48583720 | NA | NA | NA | NA | 1 | NA | NA | 3 | 1 | 1 | 6 | 8 | 1 | 3 | 6 | 6 | 3 | 5 | 6 | 6 | 1 | 1 | 6 | 6 | 2 | 6 | 1.000000 | 1.333333 | 5.000000 | 2.333333 | 0.000000 | 2.6666667 | 0.8571429 | 0.6666667 | 0.0408163 | 0.0740741 | 0.1428571 | 0.1111111 | 0.1428571 | 0.1111111 | 0.8571429 | 0.6666667 | 0.4693878 | 0.4074074 | 0.2857143 | 0.6666667 | 0.2857143 | 0.2222222 | 2022-01-26 | 2022 | 1 | 26 | 4 | 0 | realChasDarwin | Darwinian Canadian | “Ignorance more frequently begets confidence than does knowledge.” BSc, MSc Wildlife Eco. . . | 2016-08-02 19:06:01 | 0 | 0 | NA | Pelham, Ontario | 1232 | 1376 | 23268 | 1 | NA | NA |
Temporal extent
tweets_c %>%
filter(conversation_id==sql(conversation_id_key)) %>%
count(original,date_created_at) %>%
collect() %>%
mutate(original=if_else(original==1,"contains keywords","expanded conversation")) %>%
ggplot(aes(x=date_created_at,y=n,fill=original)) +
geom_col(width=1,position = 'stack') +
theme_hsci_discrete()
---
title: "Convoy analysis"
author: "Eetu Mäkelä"
date: "`r Sys.Date()`"
output: 
  html_notebook:
    code_folding: hide
    toc: yes
---

```{r setup,include=FALSE}
knitr::opts_knit$set(root.dir = here::here())
library(here)
source(here("code/common_basis.R"), local = knitr::knit_global())

library(glue)
library(tidyverse)
library(lubridate)
library(hms)
library(ggbeeswarm)
library(pak)
pkg_install("hsci-r/gghsci")
library(gghsci)
library(gt)

p <- function(number) {
  return(format(number, scientific = FALSE, big.mark = ","))
}
pp <- function(percentage,accuracy=0.01) {
  return(scales::percent(percentage, accuracy = accuracy))
}
```

# General analysis

```{r}
tweets_c %>%
  count(original,name="tweets") %>%
  mutate(original=if_else(original==1,"original sample","expanded discussion")) %>%
  gt(rowname_col = "original") %>%
  fmt_integer(tweets) %>%
  summary_rows(columns=tweets, fns=list(total="sum"))
```

Original sample is defined as follows: <code>twarc2 search --archive --start-time '2022-01-22' --end-time '2022-02-05' 'lang:en ("#TruckersForFreedom" OR "#FreedomConvoy2022" OR "#TruckerConvoy2022" OR "#NoVaccineMandate" OR "#ConvoyForFreedom" OR "#FreedomConvoyCanada" OR "#FluTruxKlan" OR "#FluTrucksKlan" OR "#EndTheStigma" OR "#TrudeauIsACoward" OR "#CowardOfCanada" OR "#ResignTrudeau" OR "#Omicronvoy" OR "#OttawaOccupation" OR "#HonkHonk" OR "#honkhonk" OR "#TruckersForFreedom2020" OR "#freedomconvoy" OR "#OttawaOccupied" OR "#TrudeauMustResign" OR "#OttawaSiege" OR "#CanadaTruckers" OR "#OttawaOccupiers" OR "#freedomconvoy22" OR "#TrudeauTyranny" OR "#FluTruckKlan" OR "#GoHomeTruckers" OR "#ConvoyGoHome" OR "#GoHomeFluTruxclan" OR "#flutrucksclangohome" OR "#freedumbConvoy2022" OR "#Clownvoy" OR "#FluTruxKlanGoHome" OR "#GoHomeConvoy" OR "#IAmVaxxed" OR "#ConvoyGoHome" OR "Go Home" OR "Canadian Trucking Alliance" OR "PM Trudeau" OR "Prime Minister Justin Trudeau" OR "Prime Minister")' convoy_2weeks.jsonl</code>

## Raw access to the tweet data

The tweets are stored in a [MariaDB](https://mariadb.com/) (MySQL) database called `convoy` on host `vm1788.kaj.pouta.csc.fi`. The username for the database is `convoy`. The password is given separately. **DO NOT INCLUDE THE PASSWORD IN ANY CODE YOU COMMIT TO GITHUB**. If running this notebook, it will ask for the password the first time you run it, and then store it separately in your keyring.

Our raw data is both large and complex. With such data, one cannot unfortunately always just use a default database configuration and trust that it does the right thing. Therefore, here are some details:

 * The data has been loaded into both [Aria](kb/en/aria-storage-engine/) as well as [ColumnStore](https://mariadb.com/kb/en/mariadb-columnstore/) tables. Aria tables have a suffix of `_a` and ColumnStore tables a suffix of `_c`. 
 * Generally, ColumnStore tables should be more performant for the types of analytical queries we are performing, so use those as a default. 
 * However, for certain queries (at least including UNION ALL), the ColumnStore does weird things and is bog slow. For those, the `_a` variants may perform better.
 * The ColumnStore does not support [recursive queries](https://mariadb.com/kb/en/recursive-common-table-expressions-overview/) useful for thread analysis. Therefore, these have to be computed using Aria `_a` tables.
 * Mixing the two types of tables should often lead to worse performance (but may not)
   
The database structure is as follows:

 * `tweets_[a|c]` is the main table holding the tweets as well as their statistics.
 * `users_[a|c]` contains user information. It is linked from `tweets` by `author_id` and `in_reply_to_user_id`.
 * `tweet_mentions_[a|c]` links `tweet_id`s to `user_id`s they mention.
 * `tweet_hashtags_[a|c]` links `tweet_id`s to the hashtags they contain.
 * `tweet_urls_[a|c]` links `tweet_id`s to the urls they contain.
 * `conversations_[a|c]` contains conversation-level info and stats for each `conversation_id`.
 * `ur_conversations_[a|c]` contains ur-conversation-level info and stats for each `ur_conversation_id`.
 
In the above, a *conversation* is a thread linked by `in_reply_to` links. In this view, whenever you retweet a tweet or quote-tweet it, you are starting a new, distinct converstaion instead of continuing an existing one. This is what the Twitter API deems a conversation and what their UI also generally shows, so a good view when examining conversations from a user's perspective. However, when looking at a conversation in aggregate, one may also want to look at *all* conversation sparked by some message, and include downstream conversations started from retweets and quotes as well. For this, our data also includes an `ur_conversation_id`, which joins together all tweets in some way related to a single starter or its descendants, whether there are retweets or quote-tweets in the middle of that chain or not.

However, there is are two important caveats here:

 1. When tweets/users get deleted by twitter, it breaks the conversation chain upwards from the deleted tweet. This affects both ur-conversation resolution as well as calculating conversation statistics.
 1. It is possible for a tweet to be both a reply to a tweet as well as quote another tweet. For simplicity in this hackathon (for the conversations to remain clean trees instead of possibly cyclical DAGs), in such situations the tweet has **only** been associated with the ur-conversation to which it replies.
 
## Statistics for conversations and ur-conversations

The following statistics have been calculated for conversations and ur-conversations, and are available in the `tweets_[a|c]` table (remember that removed tweets can cause problems for most of these):

 * `children`: the number of replies to this tweet
 * `ur_children`: the number of retweets and quotes of, and replies to this tweet
 * `descendants`: the total number of tweets after this one in the conversation
 * `ur_descendants`: the total number of tweets after this one in the ur-conversation
 * `leaf_descendants`: the total number of leaf tweets (tweets without further replies) in the conversation (a measure of conversation "breadth")
 * `ur_leaf_descendants`: the total number of leaf tweets (tweets without further replies) in the ur-conversation (a measure of ur-conversation "breadth")
 * `max_depth`: the maximum length reply chain discovered below this tweet
 * `ur_max_depth`: the maximum length reply/retweet/quote chain discovered below this tweet
 * `t_authors`: the total transitive amount of authors participating in the conversation branching down from this tweet
 * `ur_t_authors`: the total transitive amount of authors participating in the ur-conversation branching down from this tweet
 * `t_reply_count`: the total transitive reply count of the conversation branching down from this tweet (should be about equal to `descendants` if there are not too many missing tweets)
 * `ur_t_reply_count`: the total transitive reply count of the ur-conversation branching down from this tweet
 * `t_quote_count`: the total transitive quote count of the conversation branching down from this tweet
 * `ur_t_quote_count`: the total transitive quote count of the ur-conversation branching down from this tweet
 * `t_like_count`: the total transitive like count of the conversation branching down from this tweet
 * `ur_t_like_count`: the total transitive like count of the ur-conversation branching down from this tweet
 * `t_retweet_count`: the total transitive retweet count of the conversation branching down from this tweet
 * `ur_t_retweet_count`: the total transitive retweet count of the ur-conversation branching down from this tweet
 * `branching_factor`: the branching factor of the conversation tree, or the mean number of replies for each tweet that has replies
 * `ur_branching_factor`: the branching factor of the ur-conversation tree, or the mean number of replies+quotes+retweets for each tweet that has them
 * `mean_depth`: the mean depth of conversation branching down from this tweet
 * `depth_mad`: the mean absolute deviation (a measure of variance) from the mean conversation depth
 * `ur_mean_depth`: the mean depth of ur-conversation branching down from this tweet
 * `ur_depth_mad`: the mean absolute deviation (a measure of variance) from the mean ur-conversation depth
 * `mean_reply_count`: the mean count of replies for each tweet in the conversation branching down from this tweet
 * `reply_count_mad`: the mean absolute deviation (a measure of variance) from the mean reply count
 * `ur_mean_reply_count`: the mean count of replies for each tweet in the ur-conversation branching down from this tweet
 * `ur_reply_count_mad`: the mean absolute deviation (a measure of variance) from the mean ur-conversation reply count
 * `mean_quote_count`: the mean count of quotations of each tweet in the conversation branching down from this tweet
 * `quote_count_mad`: the mean absolute deviation (a measure of variance) from the mean quotation count
 * `ur_mean_quote_count`: the mean count of quotations of each tweet in the ur-conversation branching down from this tweet
 * `ur_quote_count_mad`: the mean absolute deviation (a measure of variance) from the mean ur-conversation quotation count
 * `mean_like_count`: the mean count of likes of each tweet in the conversation branching down from this tweet
 * `like_count_mad`: the mean absolute deviation (a measure of variance) from the mean conversation like count
 * `ur_mean_like_count`: the mean count of likes of each tweet in the ur-conversation branching down from this tweet
 * `ur_like_count_mad`: the mean absolute deviation (a measure of variance) from the mean ur-conversation like count
 * `mean_retweet_count`: the mean count of retweets of each tweet in the conversation branching down from this tweet
 * `retweet`_count_mad`: the mean absolute deviation (a measure of variance) from the mean conversation retweet count
 * `ur_mean_retweet_count`: the mean count of retweets of each tweet in the ur-conversation branching down from this tweet
 * `ur_retweet_count_mad`: the mean absolute deviation (a measure of variance) from the mean ur-conversation retweet count

## Using the data inside R

Tweet, conversation, ur-conversation and user ids are all `BIGINT`s or 64bit integers in the database. R usually handles numbers in these ranges as doubles, which is problematic in the case of ids due to loss of precision (for example, `r bit64::as.integer64.character("1488952698795962372")` becomes actually `r as.character(1488952698795962372)`). To account for such situations, R includes an `integer64` data type. However, it does not in general play nice with the R ecosystem. Therefore, the R database connection package allows one to either automatically translate `BIGINT`s to doubles or retain them as `integer64`s. While one could think that here the sensible option would be to retain all `BIGINT` columns as `integer64`s, a problem then appears where for example all `COUNT` results are `integer64` as well. As such counts are extremely common in our queries, always manually converting their results is arduous. Therefore, this notebook actually always includes two versions of the connection and tables: the one with an `_i` suffix does not translate results into doubles, while the one without the suffix does. The heuristic for using these two is basically as follows: if you do id-based joins wholly within the database before `collect()`ing results into R, it's fine to use the non-suffixed versions of the tables. However, if you **do** pull in ids into R, it is crucial to use the `_i` versions, lest you end up with different ids than you should.

To get to know R `tidyverse`, here are some great tutorials:

 * https://moderndive.com/index.html chapters 1-4 are the best intro into R and tidyverse that I know of.
 * Then, if you're interested in expanding your visual analysis capabilities, following up with https://socviz.co/ is good.
 * Excellent cheatsheets to keep on hand or even print while learning: https://www.rstudio.com/resources/cheatsheets/
 * And finally “R for Data Science” is a central work by the authors of the packages, but I don’t think as good as the above: https://r4ds.had.co.nz/. Can be used to supplement the modern dive if something remains unclear or needs deepening after that.

## Overall temporal outlook (note logarithmic y-scale)

```{r}
tweets_c %>%
  count(year_created_at,month_created_at) %>% 
  mutate(type="tweets") %>%
  collect() %>%
  bind_rows(
    tweets_c %>% 
      filter(conversation_id==tweet_id) %>%
      count(year_created_at,month_created_at) %>% 
      mutate(type="conversations") %>%
      collect()
  ) %>%
  mutate(date=make_date(year_created_at,month_created_at)) %>%
  ggplot(aes(x=date,y=n,color=type)) +
  geom_step() +
  theme_hsci_discrete() + 
  scale_y_log10(labels=scales::comma) +
  labs(color=NULL) +
  scale_x_date(date_breaks="2 years",date_labels = "%Y")
```

Overall, our data has the most conversations and tweets in the period from which the seed tweets were gathered from, but interestingly, there are also multiple discussions that have gone on for much longer. Particularly interesting is the huge spike in tweets originating from 2016 and still continuing, to which the convoy-tweets get attached to.

# Freedom convoy -period (first two weeks)

## Total tweets in original sample

```{r}
tweets_c %>% 
  filter(original,date_created_at>=as.Date("2022-01-22"),date_created_at<as.Date("2022-02-05")) %>%
  group_by(date_created_at) %>%
  summarize(`sample tweets`=n(), `sample non-retweets`=sum(is.na(retweet_of)), conversations=n_distinct(conversation_id), `ur-conversations`=n_distinct(ur_conversation_id),.groups="drop") %>%
  collect() %>%
  pivot_longer(`sample tweets`:`ur-conversations`) %>%
  bind_rows(
    tweets_c %>% 
      filter(original,date_created_at>=as.Date("2022-01-22"),date_created_at<as.Date("2022-02-05")) %>%
      distinct(ur_conversation_id) %>%
      left_join(tweets_c,by=c("ur_conversation_id")) %>%
      filter(date_created_at>=as.Date("2022-01-22"),date_created_at<as.Date("2022-02-05")) %>%
      group_by(date_created_at) %>%
      summarize(`total tweets in ur-conversations`=n(), `non-retweets in ur-conversations`=sum(is.na(retweet_of))) %>%
      collect() %>%
      pivot_longer(`total tweets in ur-conversations`:`non-retweets in ur-conversations`)
  ) %>%
  bind_rows(
    tbl(con,sql('
      WITH RECURSIVE descendants AS ( 
        SELECT t.tweet_id
        FROM tweets_a t 
        WHERE 
          t.original=1
        UNION 
        SELECT t.tweet_id
        FROM tweets_a t FORCE INDEX (in_reply_to), descendants d 
        WHERE 
          t.in_reply_to=d.tweet_id
      ) 
      SELECT date_created_at, COUNT(*) AS value
      FROM descendants INNER JOIN tweets_a USING (tweet_id)
      WHERE date_created_at>="2022-01-22" AND date_created_at<"2022-02-05"
      GROUP BY date_created_at
    ')) %>%
    collect() %>%
    mutate(name="total tweets in downstream discussions")
  ) %>%
  ggplot(aes(x=date_created_at,y=value,color=name)) +
  geom_step() +
  theme_hsci_discrete() +
  scale_y_continuous(labels=scales::comma) +
  labs(color=NULL) +
  ylab("N")
```

## Conversation length power-law

### Ur-conversations

```{r}
tweets_c %>%
  count(ur_conversation_id) %>%
  ggplot(aes(x=n)) +
  geom_histogram(bins=100) +
  scale_y_log10(labels=scales::comma) +
  scale_x_log10(labels=scales::comma) +
  theme_hsci_discrete() +
  ylab("Number of ur-conversations") +
  xlab("Tweets in ur-conversation")
 
```

### Conversations

```{r}
tweets_c %>%
  count(conversation_id) %>%
  ggplot(aes(x=n)) +
  geom_histogram(bins=100) +
  scale_y_log10(labels=scales::comma) +
  scale_x_log10(labels=scales::comma) +
  theme_hsci_discrete() +
  ylab("Number of conversations") +
  xlab("Tweets in conversation")
 
```

A typical power-law relationship: there are a great many discussions with only a few replies, and very few discussions that go on forever

## Retweet/reply count relationship

```{r}
tweets_c %>% mutate(
  rt_bin=floor(log2(retweet_count)),
  reply_bin=floor(log2(reply_count))
) %>% 
  replace_na(list(rt_bin=0,reply_bin=0)) %>%
  count(rt_bin,reply_bin) %>%
  mutate(n_bin=floor(log2(n))) %>%
  ggplot(aes(x=rt_bin,y=reply_bin,fill=n_bin)) +
  geom_raster() +
  scale_x_continuous(labels=~scales::comma(2^.)) +
  scale_y_continuous(labels=~scales::comma(2^.)) +
  theme_hsci() +
  scale_fill_viridis_c(labels=~scales::comma(2^.)) +
  xlab("Retweets") +
  ylab("Replies") +
  labs(fill="Tweets")
```

It is quite possible for a tweet to garner a huge number of retweets without sparking any discussion. The opposite is much less likely. Apart from this, the number of retweets and replies is correlated.

# Some large conversations

```{r}
d <- ur_conversations_c %>% 
  arrange(desc(uc_ur_descendants)) %>% 
  head(7) %>%
  select(ur_conversation_id) %>%
  left_join(tweets_c,by=c("ur_conversation_id")) %>%
  mutate(year=year(created_at),month=month(created_at)) %>%
  group_by(ur_conversation_id,year,month) %>% 
  mutate(ur_conversation_id=as.character(ur_conversation_id)) %>%
  summarize(n=n(),authors=n_distinct(author_id),.groups="drop") %>%
  collect() %>%
  mutate(date=make_date(year,month)) 
d %>%
  ggplot(aes(x=date,y=n,color=ur_conversation_id)) +
  geom_step() +
  theme_hsci_discrete()
d %>%
  ggplot(aes(x=date,y=authors,color=ur_conversation_id)) +
  geom_step() +
  theme_hsci_discrete()
```

```{r}
ur_conversations_c %>% 
  arrange(desc(uc_ur_descendants)) %>% 
  head(10) %>%
  select(ur_conversation_id,created_at,uc_ur_descendants,ur_descendants,ur_mean_reply_count,ur_mean_retweet_count) %>%
  left_join(tweets_c %>% group_by(ur_conversation_id) %>% summarize(authors=n_distinct(author_id)),by=c("ur_conversation_id")) %>%
  mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
  arrange(desc(uc_ur_descendants)) %>%
  collect() %>%
  relocate(authors,.after=ur_descendants) %>%
  gt() %>%
  fmt_markdown(ur_conversation_id) %>%
  fmt_integer(uc_ur_descendants:authors) %>%
  fmt_number(ur_mean_reply_count:ur_mean_retweet_count)
```


```{r}
descendants <- function(tweet_id) { 
  tbl(con,sql(glue("
                   WITH RECURSIVE descendants AS ( 
                     SELECT t.tweet_id, 0 AS level 
                     FROM tweets_a t 
                     WHERE tweet_id={tweet_id} 
                     UNION 
                     SELECT t.tweet_id, d.level+1 AS level
                     FROM tweets_a t FORCE INDEX (in_reply_to), descendants d 
                     WHERE t.in_reply_to=d.tweet_id 
                   ) SELECT * FROM descendants"))) 
}
ur_conversations_c_i %>% 
  arrange(desc(uc_ur_descendants)) %>% 
  filter(!is.na(tweet_id)) %>%
  head(10) %>% 
  select(tweet_id) %>% 
  collect() %>% 
  mutate(conversation=map(tweet_id,~descendants(.) %>% 
                            head(20) %>% 
                            select(tweet_id,level) %>% 
                            left_join(tweets_a,by=c("tweet_id")) %>% 
                            select(level,text) %>% 
                            mutate(row_number=row_number()) %>% 
                            collect())) %>% 
  unnest_wider(conversation) %>% 
  unnest_longer(level:row_number) %>% 
  pivot_wider(names_from=tweet_id,values_from=text,id_cols=row_number) %>% 
  select(-row_number) %>%
  gt()
```

## Conversation 1254210334241419264 - the MOAC (Mother of All [Climate Change + Spam] Conversations)

```{r}
tweets_c_i %>% 
  filter(ur_conversation_id==sql("1254210334241419264")) %>%
  summarize(
    tweets=n(),
    tweets_with_keywords=sum(original),
    authors=n_distinct(author_id),
    min_date=min(created_at),
    max_date=max(created_at)
  ) %>% collect() %>%
  bind_cols(
    tweets_c_i %>% 
      filter(ur_conversation_id==sql("1254210334241419264")) %>%
      count(author_id,name="tweets_per_author") %>%
      mutate(m_t_p_a=mean(tweets_per_author)) %>%
      summarize(mean_tweets_per_author=mean(tweets_per_author),tweets_per_author_mean_absolute_deviation=mean(abs(m_t_p_a-tweets_per_author))) %>% collect()
  ) %>%
  gt()
```

### First 20 tweets

```{r}
tweets_c_i %>% 
  filter(ur_conversation_id==sql("1254210334241419264")) %>%
  left_join(users_c_i,by=c("author_id"="user_id")) %>%
  arrange(created_at.x) %>%
  head(20) %>% 
  mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
  mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
  mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
  gt() %>%
  fmt_markdown(tweet_id|conversation_id|ur_conversation_id)
```

### Random 20 tweets

```{r}
tweets_c_i %>% 
  filter(ur_conversation_id==sql("1254210334241419264")) %>%
  arrange(sql("RAND()")) %>%
  head(20) %>%
  arrange(created_at) %>%
  left_join(users_c_i,by=c("author_id"="user_id")) %>%
  mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
  mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
  mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
  gt() %>%
  fmt_markdown(tweet_id|conversation_id|ur_conversation_id)
```

### Temporal extent

```{r}
tweets_c %>% 
  filter(ur_conversation_id==sql("1254210334241419264")) %>% 
  count(original,date_created_at) %>%
  collect() %>%
  mutate(original=if_else(original==1,"contains keywords","expanded conversation")) %>%
  ggplot(aes(x=date_created_at,y=n,fill=original)) +
  geom_col(width=1,position = 'stack') + 
  theme_hsci_discrete()
```

### Top hashtags per year

```{r}
tweets_c %>% 
  filter(ur_conversation_id==sql("1254210334241419264")) %>% 
  left_join(tweet_hashtags_c,by=c("tweet_id")) %>% 
  count(hashtag,year_created_at) %>% 
  group_by(year_created_at) %>% 
  slice_max(n,n=10) %>%
  gt(groupname_col="year_created_at",rowname_col="hashtag")
```


## Conversation 647567168167636992: the erotic fiction

```{r}
tweets_c_i %>% 
  filter(ur_conversation_id==sql("647567168167636992")) %>%
  summarize(
    tweets=n(),
    tweets_with_keywords=sum(original),
    authors=n_distinct(author_id),
    min_date=min(created_at),
    max_date=max(created_at)
  ) %>% collect() %>%
  bind_cols(
    tweets_c_i %>% 
      filter(ur_conversation_id==sql("647567168167636992")) %>%
      count(author_id,name="tweets_per_author") %>%
      mutate(m_t_p_a=mean(tweets_per_author)) %>%
      summarize(mean_tweets_per_author=mean(tweets_per_author),tweets_per_author_mean_absolute_deviation=mean(abs(m_t_p_a-tweets_per_author))) %>% collect()
  ) %>%
  gt()
```

### First 20 tweets

```{r}
tweets_c_i %>% 
  filter(ur_conversation_id==sql("647567168167636992")) %>%
  left_join(users_c_i,by=c("author_id"="user_id")) %>%
  arrange(created_at.x) %>%
  head(20) %>% 
  mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
  mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
  mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
  gt() %>%
  fmt_markdown(tweet_id|conversation_id|ur_conversation_id)
```

### Random 20 tweets

```{r}
tweets_c_i %>% 
  filter(ur_conversation_id==sql("647567168167636992")) %>%
  arrange(sql("RAND()")) %>%
  head(20) %>%
  arrange(created_at) %>%
  left_join(users_c_i,by=c("author_id"="user_id")) %>%
  mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
  mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
  mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
  gt() %>%
  fmt_markdown(tweet_id|conversation_id|ur_conversation_id)
```

### Temporal extent

```{r}
tweets_c %>% 
  filter(ur_conversation_id==sql("647567168167636992")) %>% 
  count(original,date_created_at) %>%
  collect() %>%
  mutate(original=if_else(original==1,"contains keywords","expanded conversation")) %>%
  ggplot(aes(x=date_created_at,y=n,fill=original)) +
  geom_col(width=1,position = 'stack') + 
  theme_hsci_discrete()
```

### Top hashtags per year

```{r}
tweets_c %>% 
  filter(ur_conversation_id==sql("647567168167636992")) %>% 
  left_join(tweet_hashtags_c,by=c("tweet_id")) %>% 
  count(hashtag,year_created_at) %>% 
  group_by(year_created_at) %>% 
  slice_max(n,n=10) %>%
  gt(groupname_col="year_created_at",rowname_col="hashtag")
```


## Conversation 1488162322187182085: Trudeau tests positive for COVID-19

```{r}
tweets_c_i %>% 
  filter(ur_conversation_id==sql("1488162322187182085")) %>%
  summarize(
    tweets=n(),
    tweets_with_keywords=sum(original),
    authors=n_distinct(author_id),
    min_date=min(created_at),
    max_date=max(created_at)
  ) %>% collect() %>%
  bind_cols(
    tweets_c_i %>% 
      filter(ur_conversation_id==sql("1488162322187182085")) %>%
      count(author_id,name="tweets_per_author") %>%
      mutate(m_t_p_a=mean(tweets_per_author)) %>%
      summarize(mean_tweets_per_author=mean(tweets_per_author),tweets_per_author_mean_absolute_deviation=mean(abs(m_t_p_a-tweets_per_author))) %>% collect()
  ) %>%
  gt()
```

### First 20 tweets

```{r}
tweets_c_i %>% 
  filter(ur_conversation_id==sql("1488162322187182085")) %>%
  left_join(users_c_i,by=c("author_id"="user_id")) %>%
  arrange(created_at.x) %>%
  head(20) %>% 
  mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
  mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
  mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
  gt() %>%
  fmt_markdown(tweet_id|conversation_id|ur_conversation_id)
```

### Random 20 tweets

```{r}
tweets_c_i %>% 
  filter(ur_conversation_id==sql("1488162322187182085")) %>%
  arrange(sql("RAND()")) %>%
  head(20) %>%
  arrange(created_at) %>%
  left_join(users_c_i,by=c("author_id"="user_id")) %>%
  mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
  mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
  mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
  gt() %>%
  fmt_markdown(tweet_id|conversation_id|ur_conversation_id)
```

### Temporal extent

```{r}
tweets_c %>% 
  filter(ur_conversation_id==sql("1488162322187182085")) %>% 
  filter(created_at<"2022-03-01") %>%
  count(original,date_created_at) %>%
  collect() %>%
  mutate(original=if_else(original==1,"contains keywords","expanded conversation")) %>%
  ggplot(aes(x=date_created_at,y=n,fill=original)) +
  geom_col(width=1,position = 'stack') + 
  theme_hsci_discrete()
```

### Top hashtags per year

```{r}
tweets_c %>% 
  filter(ur_conversation_id==sql("1488162322187182085")) %>% 
  left_join(tweet_hashtags_c,by=c("tweet_id")) %>% 
  count(hashtag,year_created_at) %>% 
  group_by(year_created_at) %>% 
  slice_max(n,n=10) %>%
  gt(groupname_col="year_created_at",rowname_col="hashtag")
```

## Conversation 1225501300789477377: The British Slugfest

```{r}
tweets_c_i %>% 
  filter(ur_conversation_id==sql("1225501300789477377")) %>%
  summarize(
    tweets=n(),
    tweets_with_keywords=sum(original),
    authors=n_distinct(author_id),
    min_date=min(created_at),
    max_date=max(created_at)
  ) %>% collect() %>%
  bind_cols(
    tweets_c_i %>% 
      filter(ur_conversation_id==sql("1225501300789477377")) %>%
      count(author_id,name="tweets_per_author") %>%
      mutate(m_t_p_a=mean(tweets_per_author)) %>%
      summarize(mean_tweets_per_author=mean(tweets_per_author),tweets_per_author_mean_absolute_deviation=mean(abs(m_t_p_a-tweets_per_author))) %>% collect()
  ) %>%
  gt()
```

### First 20 tweets

```{r}
tweets_c_i %>% 
  filter(ur_conversation_id==sql("1225501300789477377")) %>%
  left_join(users_c_i,by=c("author_id"="user_id")) %>%
  arrange(created_at.x) %>%
  head(20) %>% 
  mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
  mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
  mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
  gt() %>%
  fmt_markdown(tweet_id|conversation_id|ur_conversation_id)
```

### Random 20 tweets

```{r}
tweets_c_i %>% 
  filter(ur_conversation_id==sql("1225501300789477377")) %>%
  arrange(sql("RAND()")) %>%
  head(20) %>%
  arrange(created_at) %>%
  left_join(users_c_i,by=c("author_id"="user_id")) %>%
  mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
  mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
  mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
  gt() %>%
  fmt_markdown(tweet_id|conversation_id|ur_conversation_id)
```

### Temporal extent

```{r}
tweets_c %>% 
  filter(ur_conversation_id==sql("1225501300789477377")) %>% 
  count(original,date_created_at) %>%
  collect() %>%
  mutate(original=if_else(original==1,"contains keywords","expanded conversation")) %>%
  ggplot(aes(x=date_created_at,y=n,fill=original)) +
  geom_col(width=1,position = 'stack') + 
  theme_hsci_discrete()
```

### Top hashtags per year

```{r}
tweets_c %>% 
  filter(ur_conversation_id==sql("1225501300789477377")) %>% 
  left_join(tweet_hashtags_c,by=c("tweet_id")) %>% 
  count(hashtag,year_created_at) %>% 
  group_by(year_created_at) %>% 
  slice_max(n,n=10) %>%
  gt(groupname_col="year_created_at",rowname_col="hashtag")
```

## Conversation 1485881808747220996: random ur-conversation 1

```{r}
ur_conversation_id_key <- "1485881808747220996"
tweets_c_i %>% 
  filter(ur_conversation_id==sql(ur_conversation_id_key)) %>%
  summarize(
    tweets=n(),
    tweets_with_keywords=sum(original, na.rm=T),
    authors=n_distinct(author_id),
    min_date=min(created_at, na.rm=T),
    max_date=max(created_at, na.rm=T)
  ) %>% collect() %>%
  bind_cols(
    tweets_c_i %>% 
      filter(ur_conversation_id==sql(ur_conversation_id_key)) %>%
      count(author_id,name="tweets_per_author") %>%
      mutate(m_t_p_a=mean(tweets_per_author, na.rm=T)) %>%
      summarize(mean_tweets_per_author=mean(tweets_per_author),tweets_per_author_mean_absolute_deviation=mean(abs(m_t_p_a-tweets_per_author))) %>% collect()
  ) %>%
  gt()
```

### First 20 tweets

```{r}
tweets_c_i %>% 
  filter(ur_conversation_id==sql(ur_conversation_id_key)) %>%
  left_join(users_c_i,by=c("author_id"="user_id")) %>%
  arrange(created_at.x) %>%
  head(20) %>% 
  mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
  mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
  mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
  gt() %>%
  fmt_markdown(tweet_id|conversation_id|ur_conversation_id)
```

### Random 20 tweets

```{r}
tweets_c_i %>% 
  filter(ur_conversation_id==sql(ur_conversation_id_key)) %>%
  arrange(sql("RAND()")) %>%
  head(20) %>%
  arrange(created_at) %>%
  left_join(users_c_i,by=c("author_id"="user_id")) %>%
  mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
  mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
  mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
  gt() %>%
  fmt_markdown(tweet_id|conversation_id|ur_conversation_id)
```

### Temporal extent

```{r}
tweets_c %>% 
  filter(ur_conversation_id==sql(ur_conversation_id_key)) %>% 
  count(original,date_created_at) %>%
  collect() %>%
  mutate(original=if_else(original==1,"contains keywords","expanded conversation")) %>%
  ggplot(aes(x=date_created_at,y=n,fill=original)) +
  geom_col(width=1,position = 'stack') + 
  theme_hsci_discrete()
```

### Top hashtags per year

```{r}
tweets_c %>% 
  filter(ur_conversation_id==sql(ur_conversation_id_key)) %>% 
  left_join(tweet_hashtags_c,by=c("tweet_id")) %>% 
  count(hashtag,year_created_at) %>% 
  group_by(year_created_at) %>% 
  slice_max(n,n=10) %>%
  gt(groupname_col="year_created_at",rowname_col="hashtag")
```

## Conversation 1485881813692149764: random ur-conversation 2

```{r}
ur_conversation_id_key <- "1485881813692149764"
tweets_c_i %>% 
  filter(ur_conversation_id==sql(ur_conversation_id_key)) %>%
  summarize(
    tweets=n(),
    tweets_with_keywords=sum(original),
    authors=n_distinct(author_id),
    min_date=min(created_at),
    max_date=max(created_at)
  ) %>% collect() %>%
  bind_cols(
    tweets_c_i %>% 
      filter(ur_conversation_id==sql(ur_conversation_id_key)) %>%
      count(author_id,name="tweets_per_author") %>%
      mutate(m_t_p_a=mean(tweets_per_author)) %>%
      summarize(mean_tweets_per_author=mean(tweets_per_author),tweets_per_author_mean_absolute_deviation=mean(abs(m_t_p_a-tweets_per_author))) %>% collect()
  ) %>%
  gt()
```

### First 20 tweets

```{r}
tweets_c_i %>% 
  filter(ur_conversation_id==sql(ur_conversation_id_key)) %>%
  left_join(users_c_i,by=c("author_id"="user_id")) %>%
  arrange(created_at.x) %>%
  head(20) %>% 
  mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
  mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
  mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
  gt() %>%
  fmt_markdown(tweet_id|conversation_id|ur_conversation_id)
```

### Random 20 tweets

```{r}
tweets_c_i %>% 
  filter(ur_conversation_id==sql(ur_conversation_id_key)) %>%
  arrange(sql("RAND()")) %>%
  head(20) %>%
  arrange(created_at) %>%
  left_join(users_c_i,by=c("author_id"="user_id")) %>%
  mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
  mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
  mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
  gt() %>%
  fmt_markdown(tweet_id|conversation_id|ur_conversation_id)
```

### Temporal extent

```{r}
tweets_c %>% 
  filter(ur_conversation_id==sql(ur_conversation_id_key)) %>% 
  count(original,date_created_at) %>%
  collect() %>%
  mutate(original=if_else(original==1,"contains keywords","expanded conversation")) %>%
  ggplot(aes(x=date_created_at,y=n,fill=original)) +
  geom_col(width=1,position = 'stack') + 
  theme_hsci_discrete()
```

### Top hashtags per year

```{r}
tweets_c %>% 
  filter(ur_conversation_id==sql(ur_conversation_id_key)) %>% 
  left_join(tweet_hashtags_c,by=c("tweet_id")) %>% 
  count(hashtag,year_created_at) %>% 
  group_by(year_created_at) %>% 
  slice_max(n,n=10) %>%
  gt(groupname_col="year_created_at",rowname_col="hashtag")
```

## Conversation 1485881842322612226: random ur-conversation 3

```{r}
ur_conversation_id_key <- "1485881842322612226"
tweets_c_i %>% 
  filter(ur_conversation_id==sql(ur_conversation_id_key)) %>%
  summarize(
    tweets=n(),
    tweets_with_keywords=sum(original),
    authors=n_distinct(author_id),
    min_date=min(created_at),
    max_date=max(created_at)
  ) %>% collect() %>%
  bind_cols(
    tweets_c_i %>% 
      filter(ur_conversation_id==sql(ur_conversation_id_key)) %>%
      count(author_id,name="tweets_per_author") %>%
      mutate(m_t_p_a=mean(tweets_per_author)) %>%
      summarize(mean_tweets_per_author=mean(tweets_per_author),tweets_per_author_mean_absolute_deviation=mean(abs(m_t_p_a-tweets_per_author))) %>% collect()
  ) %>%
  gt()
```

### First 20 tweets

```{r}
tweets_c_i %>% 
  filter(ur_conversation_id==sql(ur_conversation_id_key)) %>%
  left_join(users_c_i,by=c("author_id"="user_id")) %>%
  arrange(created_at.x) %>%
  head(20) %>% 
  mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
  mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
  mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
  gt() %>%
  fmt_markdown(tweet_id|conversation_id|ur_conversation_id)
```

### Random 20 tweets

```{r}
tweets_c_i %>% 
  filter(ur_conversation_id==sql(ur_conversation_id_key)) %>%
  arrange(sql("RAND()")) %>%
  head(20) %>%
  arrange(created_at) %>%
  left_join(users_c_i,by=c("author_id"="user_id")) %>%
  mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
  mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
  mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
  gt() %>%
  fmt_markdown(tweet_id|conversation_id|ur_conversation_id)
```

### Temporal extent

```{r}
tweets_c %>% 
  filter(ur_conversation_id==sql(ur_conversation_id_key)) %>% 
  count(original,date_created_at) %>%
  collect() %>%
  mutate(original=if_else(original==1,"contains keywords","expanded conversation")) %>%
  ggplot(aes(x=date_created_at,y=n,fill=original)) +
  geom_col(width=1,position = 'stack') + 
  theme_hsci_discrete()
```

### Top hashtags per year

```{r}
tweets_c %>% 
  filter(ur_conversation_id==sql(ur_conversation_id_key)) %>% 
  left_join(tweet_hashtags_c,by=c("tweet_id")) %>% 
  count(hashtag,year_created_at) %>% 
  group_by(year_created_at) %>% 
  slice_max(n,n=10) %>%
  gt(groupname_col="year_created_at",rowname_col="hashtag")
```

## Conversation 1486352737935798274: random "real" (10-100 message) conversation 1

```{r}
conversation_id_key <- "1486352737935798274"
tweets_c_i %>% 
  filter(conversation_id==sql(conversation_id_key)) %>%
  summarize(
    tweets=n(),
    tweets_with_keywords=sum(original, na.rm=T),
    authors=n_distinct(author_id),
    min_date=min(created_at, na.rm=T),
    max_date=max(created_at, na.rm=T)
  ) %>% collect() %>%
  bind_cols(
    tweets_c_i %>% 
      filter(conversation_id==sql(conversation_id_key)) %>%
      count(author_id,name="tweets_per_author") %>%
      mutate(m_t_p_a=mean(tweets_per_author, na.rm=T)) %>%
      summarize(mean_tweets_per_author=mean(tweets_per_author),tweets_per_author_mean_absolute_deviation=mean(abs(m_t_p_a-tweets_per_author))) %>% collect()
  ) %>%
  gt()
```

### First 20 tweets

```{r}
tweets_c_i %>% 
  filter(conversation_id==sql(conversation_id_key)) %>%
  left_join(users_c_i,by=c("author_id"="user_id")) %>%
  arrange(created_at.x) %>%
  head(20) %>% 
  mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
  mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
  mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
  gt() %>%
  fmt_markdown(tweet_id|conversation_id|ur_conversation_id)
```

### Random 20 tweets

```{r}
tweets_c_i %>% 
  filter(conversation_id==sql(conversation_id_key)) %>%
  arrange(sql("RAND()")) %>%
  head(20) %>%
  arrange(created_at) %>%
  left_join(users_c_i,by=c("author_id"="user_id")) %>%
  mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
  mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
  mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
  gt() %>%
  fmt_markdown(tweet_id|conversation_id|ur_conversation_id)
```

### Temporal extent

```{r}
tweets_c %>% 
  filter(conversation_id==sql(conversation_id_key)) %>% 
  count(original,date_created_at) %>%
  collect() %>%
  mutate(original=if_else(original==1,"contains keywords","expanded conversation")) %>%
  ggplot(aes(x=date_created_at,y=n,fill=original)) +
  geom_col(width=1,position = 'stack') + 
  theme_hsci_discrete()
```

### Top hashtags per year

```{r}
tweets_c %>% 
  filter(conversation_id==sql(conversation_id_key)) %>% 
  left_join(tweet_hashtags_c,by=c("tweet_id")) %>% 
  count(hashtag,year_created_at) %>% 
  group_by(year_created_at) %>% 
  slice_max(n,n=10) %>%
  gt(groupname_col="year_created_at",rowname_col="hashtag")
```

## Conversation 1486352747347812353: random "real" (10-100 message) conversation 2

```{r}
conversation_id_key <- "1486352747347812353"
tweets_c_i %>% 
  filter(conversation_id==sql(conversation_id_key)) %>%
  summarize(
    tweets=n(),
    tweets_with_keywords=sum(original, na.rm=T),
    authors=n_distinct(author_id),
    min_date=min(created_at, na.rm=T),
    max_date=max(created_at, na.rm=T)
  ) %>% collect() %>%
  bind_cols(
    tweets_c_i %>% 
      filter(conversation_id==sql(conversation_id_key)) %>%
      count(author_id,name="tweets_per_author") %>%
      mutate(m_t_p_a=mean(tweets_per_author, na.rm=T)) %>%
      summarize(mean_tweets_per_author=mean(tweets_per_author),tweets_per_author_mean_absolute_deviation=mean(abs(m_t_p_a-tweets_per_author))) %>% collect()
  ) %>%
  gt()
```

### First 20 tweets

```{r}
tweets_c_i %>% 
  filter(conversation_id==sql(conversation_id_key)) %>%
  left_join(users_c_i,by=c("author_id"="user_id")) %>%
  arrange(created_at.x) %>%
  head(20) %>% 
  mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
  mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
  mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
  gt() %>%
  fmt_markdown(tweet_id|conversation_id|ur_conversation_id)
```

### Random 20 tweets

```{r}
tweets_c_i %>% 
  filter(conversation_id==sql(conversation_id_key)) %>%
  arrange(sql("RAND()")) %>%
  head(20) %>%
  arrange(created_at) %>%
  left_join(users_c_i,by=c("author_id"="user_id")) %>%
  mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
  mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
  mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
  gt() %>%
  fmt_markdown(tweet_id|conversation_id|ur_conversation_id)
```

### Temporal extent

```{r}
tweets_c %>% 
  filter(conversation_id==sql(conversation_id_key)) %>% 
  count(original,date_created_at) %>%
  collect() %>%
  mutate(original=if_else(original==1,"contains keywords","expanded conversation")) %>%
  ggplot(aes(x=date_created_at,y=n,fill=original)) +
  geom_col(width=1,position = 'stack') + 
  theme_hsci_discrete()
```

### Top hashtags per year

```{r}
tweets_c %>% 
  filter(conversation_id==sql(conversation_id_key)) %>% 
  left_join(tweet_hashtags_c,by=c("tweet_id")) %>% 
  count(hashtag,year_created_at) %>% 
  group_by(year_created_at) %>% 
  slice_max(n,n=10) %>%
  gt(groupname_col="year_created_at",rowname_col="hashtag")
```

## Conversation 1486352996304830466: random "real" (10-100 message) conversation 3

```{r}
conversation_id_key <- "1486352996304830466"
tweets_c_i %>% 
  filter(conversation_id==sql(conversation_id_key)) %>%
  summarize(
    tweets=n(),
    tweets_with_keywords=sum(original, na.rm=T),
    authors=n_distinct(author_id),
    min_date=min(created_at, na.rm=T),
    max_date=max(created_at, na.rm=T)
  ) %>% collect() %>%
  bind_cols(
    tweets_c_i %>% 
      filter(conversation_id==sql(conversation_id_key)) %>%
      count(author_id,name="tweets_per_author") %>%
      mutate(m_t_p_a=mean(tweets_per_author, na.rm=T)) %>%
      summarize(mean_tweets_per_author=mean(tweets_per_author),tweets_per_author_mean_absolute_deviation=mean(abs(m_t_p_a-tweets_per_author))) %>% collect()
  ) %>%
  gt()
```

### First 20 tweets

```{r}
tweets_c_i %>% 
  filter(conversation_id==sql(conversation_id_key)) %>%
  left_join(users_c_i,by=c("author_id"="user_id")) %>%
  arrange(created_at.x) %>%
  head(20) %>% 
  mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
  mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
  mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
  gt() %>%
  fmt_markdown(tweet_id|conversation_id|ur_conversation_id)
```

### Random 20 tweets

```{r}
tweets_c_i %>% 
  filter(conversation_id==sql(conversation_id_key)) %>%
  arrange(sql("RAND()")) %>%
  head(20) %>%
  arrange(created_at) %>%
  left_join(users_c_i,by=c("author_id"="user_id")) %>%
  mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
  mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
  mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
  gt() %>%
  fmt_markdown(tweet_id|conversation_id|ur_conversation_id)
```

### Temporal extent

```{r}
tweets_c %>% 
  filter(conversation_id==sql(conversation_id_key)) %>% 
  count(original,date_created_at) %>%
  collect() %>%
  mutate(original=if_else(original==1,"contains keywords","expanded conversation")) %>%
  ggplot(aes(x=date_created_at,y=n,fill=original)) +
  geom_col(width=1,position = 'stack') + 
  theme_hsci_discrete()
```

### Top hashtags per year

```{r}
tweets_c %>% 
  filter(conversation_id==sql(conversation_id_key)) %>% 
  left_join(tweet_hashtags_c,by=c("tweet_id")) %>% 
  count(hashtag,year_created_at) %>% 
  group_by(year_created_at) %>% 
  slice_max(n,n=10) %>%
  gt(groupname_col="year_created_at",rowname_col="hashtag")
```

## Conversation 1485662249624780807: random "real" "long" (50-150 message, max_depth>=20, authors<messages/3, keywords in at least messages/10, starting >=2022-01-22) conversation 1

Code for pulling random "real" conversation ids:
```
conversations_c_i %>% 
 filter(created_at>=as.Date("2022-01-22"),c_descendants>=50,c_descendants<=200,max_depth>=20,!is.na(tweet_id),authors<c_descendants/3) %>%
 left_join(tweets_c_i %>% 
   filter(original) %>% 
   count(conversation_id,name="originals") ,by=c("conversation_id")
  ) %>% 
  filter(originals>=c_descendants/10) %>% 
  arrange(sql("RAND()")) %>% 
  head(3) %>% 
  pull(conversation_id)
 ``` output: `1486700611928309763 1486730979968495616 1486100674152906752`

```{r}
conversation_id_key <- "1486700611928309763"
tweets_c_i %>% 
  filter(conversation_id==sql(conversation_id_key)) %>%
  summarize(
    tweets=n(),
    tweets_with_keywords=sum(original, na.rm=T),
    authors=n_distinct(author_id),
    min_date=min(created_at, na.rm=T),
    max_date=max(created_at, na.rm=T)
  ) %>% collect() %>%
  bind_cols(
    tweets_c_i %>% 
      filter(conversation_id==sql(conversation_id_key)) %>%
      count(author_id,name="tweets_per_author") %>%
      mutate(m_t_p_a=mean(tweets_per_author, na.rm=T)) %>%
      summarize(mean_tweets_per_author=mean(tweets_per_author),tweets_per_author_mean_absolute_deviation=mean(abs(m_t_p_a-tweets_per_author))) %>% collect()
  ) %>%
  gt()
```

### First 20 tweets

```{r}
tweets_c_i %>% 
  filter(conversation_id==sql(conversation_id_key)) %>%
  left_join(users_c_i,by=c("author_id"="user_id")) %>%
  arrange(created_at.x) %>%
  head(20) %>% 
  mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
  mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
  mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
  gt() %>%
  fmt_markdown(tweet_id|conversation_id|ur_conversation_id)
```

### Random 20 tweets

```{r}
tweets_c_i %>% 
  filter(conversation_id==sql(conversation_id_key)) %>%
  arrange(sql("RAND()")) %>%
  head(20) %>%
  arrange(created_at) %>%
  left_join(users_c_i,by=c("author_id"="user_id")) %>%
  mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
  mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
  mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
  gt() %>%
  fmt_markdown(tweet_id|conversation_id|ur_conversation_id)
```

### Temporal extent

```{r}
tweets_c %>% 
  filter(conversation_id==sql(conversation_id_key)) %>% 
  count(original,date_created_at) %>%
  collect() %>%
  mutate(original=if_else(original==1,"contains keywords","expanded conversation")) %>%
  ggplot(aes(x=date_created_at,y=n,fill=original)) +
  geom_col(width=1,position = 'stack') + 
  theme_hsci_discrete()
```

### Top hashtags per year

```{r}
tweets_c %>% 
  filter(conversation_id==sql(conversation_id_key)) %>% 
  left_join(tweet_hashtags_c,by=c("tweet_id")) %>% 
  count(hashtag,year_created_at) %>% 
  group_by(year_created_at) %>% 
  slice_max(n,n=10) %>%
  gt(groupname_col="year_created_at",rowname_col="hashtag")
```


## Conversation 1486730979968495616: random "real" "long" (50-150 message, max_depth>=20, authors<messages/3, keywords in at least messages/10, starting >=2022-01-22) conversation 2

```{r}
conversation_id_key <- "1486730979968495616"
tweets_c_i %>% 
  filter(conversation_id==sql(conversation_id_key)) %>%
  summarize(
    tweets=n(),
    tweets_with_keywords=sum(original, na.rm=T),
    authors=n_distinct(author_id),
    min_date=min(created_at, na.rm=T),
    max_date=max(created_at, na.rm=T)
  ) %>% collect() %>%
  bind_cols(
    tweets_c_i %>% 
      filter(conversation_id==sql(conversation_id_key)) %>%
      count(author_id,name="tweets_per_author") %>%
      mutate(m_t_p_a=mean(tweets_per_author, na.rm=T)) %>%
      summarize(mean_tweets_per_author=mean(tweets_per_author),tweets_per_author_mean_absolute_deviation=mean(abs(m_t_p_a-tweets_per_author))) %>% collect()
  ) %>%
  gt()
```

### First 20 tweets

```{r}
tweets_c_i %>% 
  filter(conversation_id==sql(conversation_id_key)) %>%
  left_join(users_c_i,by=c("author_id"="user_id")) %>%
  arrange(created_at.x) %>%
  head(20) %>% 
  mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
  mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
  mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
  gt() %>%
  fmt_markdown(tweet_id|conversation_id|ur_conversation_id)
```

### Random 20 tweets

```{r}
tweets_c_i %>% 
  filter(conversation_id==sql(conversation_id_key)) %>%
  arrange(sql("RAND()")) %>%
  head(20) %>%
  arrange(created_at) %>%
  left_join(users_c_i,by=c("author_id"="user_id")) %>%
  mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
  mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
  mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
  gt() %>%
  fmt_markdown(tweet_id|conversation_id|ur_conversation_id)
```

### Temporal extent

```{r}
tweets_c %>% 
  filter(conversation_id==sql(conversation_id_key)) %>% 
  count(original,date_created_at) %>%
  collect() %>%
  mutate(original=if_else(original==1,"contains keywords","expanded conversation")) %>%
  ggplot(aes(x=date_created_at,y=n,fill=original)) +
  geom_col(width=1,position = 'stack') + 
  theme_hsci_discrete()
```

### Top hashtags per year

```{r}
tweets_c %>% 
  filter(conversation_id==sql(conversation_id_key)) %>% 
  left_join(tweet_hashtags_c,by=c("tweet_id")) %>% 
  count(hashtag,year_created_at) %>% 
  group_by(year_created_at) %>% 
  slice_max(n,n=10) %>%
  gt(groupname_col="year_created_at",rowname_col="hashtag")
```

## Conversation 1486100674152906752: random "real" "long" (50-150 message, max_depth>=20, authors<messages/3, keywords in at least messages/10, starting >=2022-01-22) conversation 3

```{r}
conversation_id_key <- "1486100674152906752"
tweets_c_i %>% 
  filter(conversation_id==sql(conversation_id_key)) %>%
  summarize(
    tweets=n(),
    tweets_with_keywords=sum(original, na.rm=T),
    authors=n_distinct(author_id),
    min_date=min(created_at, na.rm=T),
    max_date=max(created_at, na.rm=T)
  ) %>% collect() %>%
  bind_cols(
    tweets_c_i %>% 
      filter(conversation_id==sql(conversation_id_key)) %>%
      count(author_id,name="tweets_per_author") %>%
      mutate(m_t_p_a=mean(tweets_per_author, na.rm=T)) %>%
      summarize(mean_tweets_per_author=mean(tweets_per_author),tweets_per_author_mean_absolute_deviation=mean(abs(m_t_p_a-tweets_per_author))) %>% collect()
  ) %>%
  gt()
```

### First 20 tweets

```{r}
tweets_c_i %>% 
  filter(conversation_id==sql(conversation_id_key)) %>%
  left_join(users_c_i,by=c("author_id"="user_id")) %>%
  arrange(created_at.x) %>%
  head(20) %>% 
  mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
  mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
  mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
  gt() %>%
  fmt_markdown(tweet_id|conversation_id|ur_conversation_id)
```

### Random 20 tweets

```{r}
tweets_c_i %>% 
  filter(conversation_id==sql(conversation_id_key)) %>%
  arrange(sql("RAND()")) %>%
  head(20) %>%
  arrange(created_at) %>%
  left_join(users_c_i,by=c("author_id"="user_id")) %>%
  mutate(tweet_id=str_c("[",tweet_id,"](https://twitter.com/a/status/",tweet_id,")")) %>%
  mutate(conversation_id=str_c("[",conversation_id,"](https://twitter.com/a/status/",conversation_id,")")) %>%
  mutate(ur_conversation_id=str_c("[",ur_conversation_id,"](https://twitter.com/a/status/",ur_conversation_id,")")) %>%
  gt() %>%
  fmt_markdown(tweet_id|conversation_id|ur_conversation_id)
```

### Temporal extent

```{r}
tweets_c %>% 
  filter(conversation_id==sql(conversation_id_key)) %>% 
  count(original,date_created_at) %>%
  collect() %>%
  mutate(original=if_else(original==1,"contains keywords","expanded conversation")) %>%
  ggplot(aes(x=date_created_at,y=n,fill=original)) +
  geom_col(width=1,position = 'stack') + 
  theme_hsci_discrete()
```

### Top hashtags per year

```{r}
tweets_c %>% 
  filter(conversation_id==sql(conversation_id_key)) %>% 
  left_join(tweet_hashtags_c,by=c("tweet_id")) %>% 
  count(hashtag,year_created_at) %>% 
  group_by(year_created_at) %>% 
  slice_max(n,n=10) %>%
  gt(groupname_col="year_created_at",rowname_col="hashtag")
```

