SlideShare ist ein Scribd-Unternehmen logo
1 von 45
Downloaden Sie, um offline zu lesen
WHY LOOK AT SOCIAL MEDIA APIS?
Potential scenarios for Instagram-based research
Universidade	NOVA	de	Lisboa	
NOVA	FCSH	˚	iNOVA	Media	Lab		
@jannajoceli	˚	thesocialpla?orms.wordpress.com	

Janna Joceli C. de Omena
	
		
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference		
	˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
Omena,	J.J.	2017	Why	look	at	social	media	APIs?
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
Why Look at Social Media APIs?
Omena,	J.J.	2017	Why	look	at	social	media	APIs?
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
1.  APIs and social media grammars of action
2. What to look for in Social Media APIs?
3. Potential scenarios for Instagram-based
research. Case: 2017 protests in Brazil.
4. Some preliminary thoughts
Application Programming Interface
[Machine readable interface]
Communication is only possible when
“applications talk to one another”
--à
[front-end	interface]
Define varied entry
data points
[back-end	interface]
Store, organise and
define the data
availability
[applicaGons]
Afford new apps
(services/business)
or functions
Omena,	J.J.	2017	Why	look	at	social	media	APIs?
[level	1] API access [level	2] Plug-in API [level	3] Runtime Environment
[Andreessen 2007, September 16]
[Berlind 2015]
--à
[Interoperability]
“The ability of two or more
software to cooperate”,
exchange and make use of
information
[Wegner 1996]
[Modularity]
A form of managing complex
systems; “breaking up a product
into subsystems or modules,
which can be recombined”
[Bucher 2013]
[APIs	as	digital	glue]
-à
[Forrester Research 2014]
Omena,	J.J.	2017	Why	look	at	social	media	APIs?
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
Application Programming Interface
APIs’ policies define what we can or
cannot build, use or consume; they are
not neutral systems
[Bucher, 2013; Rieder et al., 2015]
Machine readable interface ˚˚ Interoperability ˚˚ Modularity ˚˚
Programmability ˚˚ “Web as a platform” ˚˚ Dominant infrastructural model
APIs facilitate data exchange between applications, and
allow the creation of new applications, and “form the
foundation for the Web as a platform concept”
[Murugesan 2007]
APIs have a crucial role in “the rise of the platform
as the dominant infrastructural and economic model of
the social web, and in shifting the concept of social
network sites into the one of social media platforms
[Helmond 2015]
Omena,	J.J.	2017	Why	look	at	social	media	APIs?
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
Schemas of representation that originate
from computational system’s capture model
“discourse-made-machinery” or
“a linguistic metaphor for human activity”
“Platform data is produced to become multivalent. It is created by
capture infrastructures and engaged with through various predefined
grammars in both front-ends and back-ends, each speaking to distinct
stakeholders”
Pre-structured in form, but flexible in meaning
Grammars of Action [Agre 1994]
Platform data [Gerlitz 2016]
Social Media Grammars of Action
Posts ˚˚ URLs˚˚ Tweet ˚˚ Comments ˚˚ Replies ˚˚ Hashtags ˚˚Location
Memes ˚˚ Links ˚˚ Channels ˚˚ Reactions ˚˚ Share ˚˚ Like
APIs
Omena,	J.J.	2017	Why	look	at	social	media	APIs?
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
Front-end Grammatisation
Public or Private Account ˚˚ Stories [photos, videos,
live, boomerang] ˚˚ Mute Stories ˚˚ Direct Messages ˚˚
Upload one or more photos and one minute video ˚˚ Like
˚˚ Comment ˚˚ Save Post ˚˚ Like a comment ˚˚ Reply a
comment ˚˚ Post Notifications ˚˚ Tag people ˚˚ Block
Users ˚˚ Search [people, tags, places]
Omena,	J.J.	2017	Why	look	at	social	media	APIs?
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
Back-end Grammatisation
GET/users/user-id ˚˚ GET/users/self/media/recent ˚˚
GET/users/user-id/media/recent ˚˚ GET/users/self/
media/liked ˚˚ GET/users/self/follows ˚˚ GET/users/
self/followed-by ˚˚ GET/users/user-id/relationship ˚˚
GET/media/media-id ˚˚ GET/media/shortcode/shortcode ˚˚
GET/media/search ˚˚ GET/media-id/comments ˚˚ GET/
media-id/likes ˚˚ GET/tags/tag-name ˚˚ GET/tags/tag-
name/media/recent ˚˚ GET/tags/search ˚˚ GET/locations/
location-id ˚˚ GET/locations/location-id/media/recent
˚˚
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
Social media APIs are inextricably intertwined
with representations of (non) human activity
(or grammars of action)
---à
[form	of	order]
Winner 1980
[an	effec1ve	research	tool]
Lomborg and Bechmann 2014
Omena,	J.J.	2017	Why	look	at	social	media	APIs?
Black Mirror (2016), Nosedive
Omena,	J.J.	2017	Why	look	at	social	media	APIs?
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
We cannot speak of Social Media APIs without considering their
invisible schemes or obscured aspects.
We cannot think of Social Media Research without considering the
invisible schemes or obscured aspects of APIs.
Omena,	J.J.	2017	Why	look	at	social	media	APIs?
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
2. What to look for in Social Media APIs?
Omena,	J.J.	2017	Why	look	at	social	media	APIs?
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
Omena,	J.J.	2017	Why	look	at	social	media	APIs?
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
Instagram APIs
Instagram Platform API Instagram Ads API
Omena,	J.J.	2017	Why	look	at	social	media	APIs?
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
Data	Points InformaGon	Retrieved Grammars
User Users	and	their	most	recent	media	published	and	liked username, user_id
RelaGonships
List	of:	users	followers	and	followed-by;	users	who	have	
requested	 to	 follow;	 or,	 get	 informaGon	 about	
relaGonship	to	another	user
/user/self/follow,
/user/self/follower
Media
Media	 object	 (image	 and	 video)	 or	 search	 for	 recent	
media	 by	 given	 geographic	 coordinates	 (default	 is	 1km,	
max	distance	is	5km)
/media/media-id,
/media/shortcode/
shortcode, /media/search
Comments List	of	comments	on	a	media	object /media/media-id/comments
Likes List	of	users	who	have	liked	this	media /media/media-id/likes
Tags
About	a	tag	object	or	a	list	of	recent	tagged	media,	search	
for	tags	by	name
/tags/tag-names, /tags/tag-
names/media/recent, /tags/
search
LocaGons
A	list	of	media	objects	from	a	given	locaGon,	search	for	a	
locaGon	by	geographic	coordinates	(default	is	500m,	max	
distance	is	750)
/locations/location-id,
/locations/location-id/
media/recent
Instagram Trackable Grammars
[based on http://developers.instagram.com/]
May-June 2015
Publicly Available
June 2016
Stopped Working
December 2016
Sandbox Mode
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
Omena,	J.J.	2017	Why	look	at	social	media	APIs?Availability of data points
for data extraction overtime
[DMI Tools]
Instagram Scraper
Retrieves image from a list of
hashtags, locations, or user names
[Erik Borra]
Instagram Network
Gets the follow or follower
network from a set of user
[Erik Borra]
X
X
November 2017
Sandbox Mode
Instagram Hashtag Explorer
Collects media items from a
single hashtag or location
[Bernhard Rieder]
X Visual Tagnet
Explorer
Visual Tagnet
Explorer
Follow Network of Michel Temer and Dilma Rousseff
[Omena, May 31, 2016]
Omena,	J.J.	2017	Why	look	at	social	media	APIs?Unavailable data points
limit perceptions and
analysis of particular
grammars.
Omena,	J.J.	2017	Why	look	at	social	media	APIs?
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
Call Frequency Governance
100/hour
Apps		generated	prior	to	
17	November	2015
5000/hour
Apps		generated	prior	to	
17	November	2015
Omena,	J.J.	2017	Why	look	at	social	media	APIs?How far back in time
can data be retrieved?
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
Hashtag based extraction goes back years in time
» Results will depend on hashtag’s popularity or form of use
» Instagram is a good source for historical data:
when it comes to the study of specific/event-based tags
= representative sample
when it comes to viral or popular tags
= time consuming activity
media items are ordered according to when
they were tagged ˚˚
Omena,	J.J.	2017	Why	look	at	social	media	APIs?How far back in time
can data be retrieved?
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
#websummit ˚˚ Weekend Hashtag Project ˚˚
Political Polarization in Brazil – March 2017 ˚˚
#foratemer ˚˚ #instagood ˚˚
Par1cular	event:	#websummit	
[The		search	for	websummit	tags		
was	made	on	28	September	2017]
Omena,	J.J.	2017	Why	look	at	social	media	APIs?How far back in time
can data be retrieved?
#websummit	
18.545	media	items	that	were	posted	
	between	2014.09.06	and	2017.09.28	
»	total	per	year:	
	2014:	4	posts	
	2015:	1.269	posts	
	2016:	16.104	
	 	mar_65	
	 	aug_91	
	 	sep_354	
	 	oct_431	
	 	nov_14.468	
	 	dec_238	
	2017:	1.168	
#websummit2014	
1001	media	items	that	were	posted	
between	2013.10.09	and	2016.11.21	
»	total	per	year:	
	2013:	2	posts	
	2014:	989	posts	
	 	mar_4	
	 	may_1	
	 	aug_1	
	 	sep_1	
	 	oct_18	
	 	nov_961		
	2015:	6	posts	
	2016:	4	posts	
	2017:	none!	
#websummit2015	
2434	media	items	that	were	posted	
between	2014-11-04	and	2017-07-15	
»	total	per	year:	
	2014:	1	post	
	2015:	2.395	posts	
	 	jun_1	
	 	jul_2	
	 	aug_3	
	 	sep_10	
	 	oct_99	
	 	nov_2.256	
	 	dec_24	
	2016:	36	posts	
	2017:	2	posts	
#websummit2016	
7993	media	items	that	were	posted	
	between	2013-06-30	and	2017-09-22	
»	total	per	year:	
	2013:	16	posts	
	2014:	25	posts	
	2015:	35	posts	
	2016:	7.818		
	 	jan_5	
	 	feb_9	
	 	mar_5	
	 	apr_3	
	 	may_1	
	 	jun_35	
	 	jul_39	
	 		
	 	ago_49	
	 	sep_121	
	 	oct_290	
	 	nov_7.216	
	 	dec_48	
	
	
2017:	99	posts	
[Visual	Tagnet	Explorer]	
[1000	iteraGons]	
[Data	extracGon:	28	September	2017]
Omena,	J.J.	2017	Why	look	at	social	media	APIs?How far back in time
can data be retrieved?
[The		search	for	websummit	tags		
was	made	on	28	sep	2017]	
	
961	posts	retrieved	in	November	2014	
2.256	posts	retrieved	in	November	2015	
7.216	posts	retrieved	in	November	2016	
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
Par1cular	event:	#websummit
Omena,	J.J.	2017	Why	look	at	social	media	APIs?How far back in time
can data be retrieved?
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
#websummit ˚˚ Weekend Hashtag Project ˚˚
Political Polarization in Brazil – March 2017 ˚˚
#foratemer ˚˚ #instagood ˚˚
Specific	case:	Instagram	Weekend	Hashtag	Project	
Hashtag	campaign:	October	2013	
#whpemptyspaces	(October	2013)	
16286	media	items	that	were	posted	
between	2011.02.07	and	2017.08.07	
»	total	per	year:	
	2012:	1017	posts	
	2013:	14.230	posts	
	 	oct_9.376	
	2014:	722	posts	
	2015:	117	posts	
	2016:	78	posts	
	2017	(unGl	Aug.	8):	63
Omena,	J.J.	2017	Why	look	at	social	media	APIs?How far back in time
can data be retrieved?
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
#websummit ˚˚ Weekend Hashtag Project ˚˚
Political Polarization in Brazil – March 2017 ˚˚
#foratemer ˚˚ #instagood ˚˚
Popular	tag:	#ForaTemer	
Data	extracGon:	8	August	2017	
#foratemer		
10898	media	items	that	were	posted	
between	2014.08.19	and	2017.08.08	
»»	total	per	year:	
	2014:	13	posts		
	2015:	1	post	
	2016:	17	posts	
	2017:	10.865	posts	
	 	jul_836	
	 	aug_9.986	
	 	[only	8	days]
Omena,	J.J.	2017	Why	look	at	social	media	APIs?How far back in time
can data be retrieved?
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
#websummit ˚˚ Weekend Hashtag Project ˚˚
Political Polarization in Brazil – March 2017 ˚˚
#foratemer ˚˚ #instagood ˚˚
Popular	tag:	#instagood	
Data	extracGon:	8	August	2017	
#instagood		
5502	media	items	that	were	posted	
between	2012.11.23	and	2017.08.08	
	
	»»	total	per	year:	
	2012:	1	post	
	2013:	1	post	
	2014:	1	post	
	2016:	21	posts	
	2017:	5478 	 	
	 	aug_5440		
	 	[only	8	days]
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
Social media APIs introduce a degree of technicity
Omena,	J.J.	2017	Why	look	at	social	media	APIs?
Omena,	J.J.	2017	Why	look	at	social	media	APIs?
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
3. Potential scenarios for Instagram-based
research. Case: 2017 protests in Brazil.
Omena,	J.J.	2017	Why	look	at	social	media	APIs?
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
A historical background
THE	JUNE	JOURNEYS		
[or	Brazilian	Spring]		
	
2013 2014 2015 2016 2017
1st wave
of
protests
DILMA	ROUSSEFF’S	VICTORY	
(51.64	percent)	over	the	right	wing	candidate	
Aécio	Neves	(48.36	percent)	
Elections
PRO-IMPEACHMENT	PROTESTS	
	March	15,	April	12,	
	August	16,	December	13	
	
2nd wave
of
protests
MARCH	2016	PROTESTS	
Pro-impeachment	
	(13	march)		
AnG-coup	(18	march)		
[On	31	August	2016		
Dilma	Rousseff	was	impeached]	
	
3rd wave
of
protests
MARCH	2017	PROTESTS	
Workers		
(15	March)	
ConservaGve		
(26	March)
Omena,	J.J.	2017	Why	look	at	social	media	APIs?
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
March 2017 Protests in Brazil
15 March 2017
Workers and Left Wing Protests
˚ General Strike [civil servants, public
transportation and education, banks] ˚ Against
President Michel Temer Pension Reform plan ˚
26 March 2017
Conservative and Right Wing Protests
˚ Anti-Corruption ˚ Support to the investigation about
Operation Car Wash ˚ End to legislative immunity ˚
Blame Lula ˚ Support the Federal Judge Sérgio Moro
˚ ˚ VISUALISING HASHTAG
ENGAGEMENT
DIGITAL METHODS SUMMER SCHOOL
2017
DATASET
	[INSTAGRAM PLATFORM] -------—> [LIST OF TAGS]
[VISUAL TAGNET EXPLORER]
Workers’ Protests:
General Strike
(15 March 2017)
Conservative Protests:
Anti-corruption
(26 March 2017)
foratemer
(get out Temer)
vemprarua
(come to the street)
diretasjá
(direct elections right now)
lavajato
(operation car wash)
grevegeral
(general strike)
fimdoforoprivilegiado
(end to legislative immunity)
queromeaposentar
(I want to retire)
lulanacadeia
(Lula in jail)
MBL
(Free Brazil Movement)
DATA	COLLECTION:	the	
following	day	of	the	protests	
	
WORKERS PROTESTS
TOTAL MEDIA ITEMS: 7.566
UNIQUE USERS: 5.122
AVAILABLE IMAGES: 5.688
ANTI-COUP PROTESTERS
TOTAL MEDIA ITEMS: 466
UNIQUE USERS: 983
AVAILABLE IMAGES: 588
	
Dataset Visual Protocol Omena,	J.J.	2017	Why	look	at	social	media	APIs?
----—>----—>
VISUALISING HASHTAG
ENGAGEMENT
	
Generate	TAB	files	containing	a	list	of	
media	with	meta-informaGon,	and	GDF	
file	to	analyse	co-tag	network
Omena,	J.J.	2017	Why	look	at	social	media	APIs?
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
Methodological	experiment	conducted	in	
the	context	of	Digital	Methods	Summer	
School	at	the	University	of	Amsterdam	in	
2017,	lead	together	with	Andre	Mintz,		
Elaine	Rabello		and	others.
Workers’ Protests: General Strike
midianinja
uneoficial
jeanwyllys_real
br4sileirissimos
samanthaschmutz
dilmabolada
jornalistaslivres
cutbrasil
Tuliparuiz
ofalanteblog
foratemer
sergio_moro_heroi_do_brasil
umaoutraopiniao
artesdepressao
revistaforum
portalg1
foracorruptosoficial
trlacerda
radioguerrilha
filhasdefrida
Conservative Protests: Anti-corruption
direitadaopressao
chegadecorruptos
sergio_moro_heroi_do_brasil
rachelsherazade
vaza.di_u_ma_vez
foracorruptosoficial
sergiomoroironico
vejanoinsta
ronaldocaiado
quadrinsta
radiojovempan
jornal_opopular
vitoriotrevisanneto
fora.corruptos
brtrends
opovoonline
promonarquia
portalne10
acordabrasil__
foi_golpe
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
˚ ˚ VISUALISING HASHTAG
ENGAGEMENT
DIGITAL METHODS SUMMER S
CHOOL 2017Media Item Omena,	J.J.	2017	Why	look	at	social	media	APIs?
Four perspectives to visualise Hashtag Engagement˚˚
Metrics of audience engagement per media item combined
with user activity ˚˚
The dominant voice along the day of protests
˚ ˚ VISUALISING HASHTAG
ENGAGEMENT
DIGITAL METHODS SUMMER S
CHOOL 2017User Omena,	J.J.	2017	Why	look	at	social	media	APIs?
Four perspectives to visualise Hashtag Engagement˚˚
Chronological Perspective on hashtag adoption per user
26 March 2017 - Instagram most active users by hashtag mention
A chronological perspective from 2016 to March 2017
Total of mentions: 33.856 ˚˚ Data extraction: 27 March 2017
Tools: Visual Tagnet Explorer and RankFlow
˚ ˚ VISUALISING HASHTAG
ENGAGEMENT
DIGITAL METHODS SUMMER S
CHOOL 2017Visual Omena,	J.J.	2017	Why	look	at	social	media	APIs?
15 March 2017, Brazil – Exploring the visual patterns of the Workers Protests
Available images: 5.688 ˚˚ Tools: DownThemAll and ImageSorter
Four perspectives to visualise Hashtag Engagement˚˚
Visual patterns ˚˚ Detecting memes ˚˚
˚ ˚ VISUALISING HASHTAG
ENGAGEMENT
DIGITAL METHODS SUMMER S
CHOOL 2017Visual Omena,	J.J.	2017	Why	look	at	social	media	APIs?
Four perspectives to visualise Hashtag Engagement˚˚
Visual patterns ˚˚ Detecting memes ˚˚
26 March 2017, Brazil – Exploring the visual patterns of the Conservative Protests
Available images: 588 ˚˚ Tools: DownThemAll and ImageSorter
˚ ˚ VISUALISING HASHTAG
ENGAGEMENT
DIGITAL METHODS SUMMER S
CHOOL 2017Visual Omena,	J.J.	2017	Why	look	at	social	media	APIs?
Four perspectives to visualise Hashtag Engagement˚˚
26 March 2017, Brazil – Exploring the visual patterns of the Conservative Protests
National flag and the yellow uniform of Brazilian football team, Selfies
˚ ˚ VISUALISING HASHTAG
ENGAGEMENT
DIGITAL METHODS SUMMER S
CHOOL 2017Visual Omena,	J.J.	2017	Why	look	at	social	media	APIs?
Four perspectives to visualise Hashtag Engagement˚˚
15 March 2017 ˚˚ 26 March 2017 ˚˚
The Godfather of Petrolão
(Operation Car Wash)
Everybody in the streets against
The Terminator: Michel Temer
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
˚ ˚ VISUALISING HASHTAG
ENGAGEMENT
DIGITAL METHODS SUMMER S
CHOOL 2017Visual Omena,	J.J.	2017	Why	look	at	social	media	APIs?
Four perspectives to visualise Hashtag Engagement˚˚
15 March 2017 ˚˚
No one can deny a cup of
coffee, to say ‘good
morning’, and a ‘get out
Temer’.
NAMASTEMER: The ‘Fora Temer’ that
lives in me, salute the ‘Fora
Temer’ that lives in you.
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
˚ ˚ VISUALISING HASHTAG
ENGAGEMENT
DIGITAL METHODS SUMMER S
CHOOL 2017Visual Omena,	J.J.	2017	Why	look	at	social	media	APIs?
Four perspectives to visualise Hashtag Engagement˚˚
15 March 2017 ˚˚
I Want to retire! Pension (presidential) Reform now!
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
˚ ˚ VISUALISING HASHTAG
ENGAGEMENT
DIGITAL METHODS SUMMER S
CHOOL 2017Grammars of Hashtags Omena,	J.J.	2017	Why	look	at	social	media	APIs?
Four perspectives to visualise Hashtag Engagement˚˚
Chronological Network ˚˚ Positioning ˚˚ Alignment
˚˚ The emergence of alt-right debate
e.g. National Anthem terms, support to
Jair Bolsonaro for presidential
elections in 2018
______Correlated tags:
‘bolsonaro president’
‘bolsonaro 2018’
‘our flag will never be red’
‘arm yourself’
‘less Marx, more missiles’
Common patterns in the chronological co-tag network (2016-2017) of
#vemprarua, #lavajato, #fimdoforoprivilegiado, and #lulanacadeia:
[October 2016 – March 2017][December 2016 – March 2017][November 2016 – March 2017][September 2016 – March 2017]
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
˚ ˚ VISUALISING HASHTAG
ENGAGEMENT
DIGITAL METHODS SUMMER S
CHOOL 2017Grammars of Hashtags Omena,	J.J.	2017	Why	look	at	social	media	APIs?
Four perspectives to visualise Hashtag Engagement˚˚
Chronological Network ˚˚ Positioning ˚˚ Alignment
Co-Tag Network of #lavajato
December 2016 – Mach 2017
Main	tag	removed.	Force	Atlas	2.	Filter:	Count	(60	-	
8.274)	I	Visible	nodes:	431	I	Visible	edges:	18.869	I	
Media	items	in	2016:	7.989;	
	and	unGl	27	March	2017:	10.508	
	
˚˚ The account direitadaopressão (right
of oppression) holds the majority of
mentions with alt-right terms
___automated (bot) accounts
Omena,	J.J.	2017	Why	look	at	social	media	APIs?
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
4. Some preliminary thoughts
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
Social Media Technicity
--à
[Technical Knowledge]
+
[Method]
+
[Applied Research with digital methods]
Three connected kinds of problems:
Omena,	J.J.	2017	Why	look	at	social	media	APIs?
Omena,	J.J.	2017	Why	look	at	social	media	APIs?
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference	
		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
Social Media APIs
[a constitutive part of social media platforms]
[a pathway to access, monitor and collect
representations of (non)human activity]
[fleeting characteristics and invisible schemas]
[should take part of the methodological process]
--à
Why Look at Social Media APIs?
THANKS JJ
@jannajoceli	˚	thesocialpla?orms.wordpress.com	
Universidade	NOVA	de	Lisboa	˚	NOVA	FCSH	˚	iNOVA	Media	Lab		
Janna Joceli C. de Omena
	
		
ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference		˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House
WHY LOOK AT SOCIAL MEDIA APIS?
Potential scenarios for Instagram-based research
Universidade	NOVA	de	Lisboa	
NOVA	FCSH	˚	iNOVA	Media	Lab		
@jannajoceli	˚	thesocialpla?orms.wordpress.com	

Janna Joceli C. de Omena
	
		
Digital	Culture	Meets	Data:	CriGcal	Approaches	˚	ECREA	Digital	Culture	and	CommunicaGon	SecGon	Conference		
	˚	6	-	7	November	2017	˚	University	of	Brighton	˚	Mithras	House

Weitere ähnliche Inhalte

Ähnlich wie Potential scenarios for Instagram-based research

Social Connections 14 - Social Business Fireside Chat with Frank Nestler (Evo...
Social Connections 14 - Social Business Fireside Chat with Frank Nestler (Evo...Social Connections 14 - Social Business Fireside Chat with Frank Nestler (Evo...
Social Connections 14 - Social Business Fireside Chat with Frank Nestler (Evo...panagenda
 
Social business Fireside Chat with Frank Nestler
Social business Fireside Chat with Frank NestlerSocial business Fireside Chat with Frank Nestler
Social business Fireside Chat with Frank NestlerLetsConnect
 
Web Reputation: Likes, Engagement & Sentiment
Web Reputation: Likes, Engagement & SentimentWeb Reputation: Likes, Engagement & Sentiment
Web Reputation: Likes, Engagement & SentimentRoberto Peretta
 
New Ways to Deliver Business Outcomes with INtelligent Workstream Collaboration
New Ways to Deliver Business Outcomes with INtelligent Workstream CollaborationNew Ways to Deliver Business Outcomes with INtelligent Workstream Collaboration
New Ways to Deliver Business Outcomes with INtelligent Workstream CollaborationLetsConnect
 
How to attract more users – The evolving story of the Eurapco IBM Connections...
How to attract more users – The evolving story of the Eurapco IBM Connections...How to attract more users – The evolving story of the Eurapco IBM Connections...
How to attract more users – The evolving story of the Eurapco IBM Connections...LetsConnect
 
Meaning as Collective Use: Predicting Semantic Hashtag Categories on Twitter
Meaning as Collective Use: Predicting Semantic Hashtag Categories on TwitterMeaning as Collective Use: Predicting Semantic Hashtag Categories on Twitter
Meaning as Collective Use: Predicting Semantic Hashtag Categories on Twitterph_singer
 
Developing Enterprise Collaboration in the Cognitive Era
Developing Enterprise Collaboration in the Cognitive EraDeveloping Enterprise Collaboration in the Cognitive Era
Developing Enterprise Collaboration in the Cognitive EraLetsConnect
 
Humans & Machines Together
Humans & Machines TogetherHumans & Machines Together
Humans & Machines TogetherLora Aroyo
 
Lei_Nie_Portfolio
Lei_Nie_PortfolioLei_Nie_Portfolio
Lei_Nie_PortfolioLei Nie
 
Using Digital Media for Inquiry-Based Instruction
Using Digital Media for Inquiry-Based Instruction Using Digital Media for Inquiry-Based Instruction
Using Digital Media for Inquiry-Based Instruction Renee Hobbs
 
The Collaboration Decathlon
The Collaboration DecathlonThe Collaboration Decathlon
The Collaboration DecathlonLetsConnect
 
Where You Meet Matters - EMA 2019
Where You Meet Matters - EMA 2019Where You Meet Matters - EMA 2019
Where You Meet Matters - EMA 2019Social Tables
 
Conference Presenation Cyber security and big data , Prof. Lili Saghafi
Conference Presenation Cyber security and big data , Prof. Lili SaghafiConference Presenation Cyber security and big data , Prof. Lili Saghafi
Conference Presenation Cyber security and big data , Prof. Lili SaghafiProfessor Lili Saghafi
 
Digital Transformation - International Days - Artevelde University College - ...
Digital Transformation - International Days - Artevelde University College - ...Digital Transformation - International Days - Artevelde University College - ...
Digital Transformation - International Days - Artevelde University College - ...Ayman van Bregt
 
Data extraction tools (2019 Version)
Data extraction tools (2019 Version)Data extraction tools (2019 Version)
Data extraction tools (2019 Version)Cristian Ruiz
 
Social Connections 14 - You Get What You Give
Social Connections 14 - You Get What You GiveSocial Connections 14 - You Get What You Give
Social Connections 14 - You Get What You Givepanagenda
 

Ähnlich wie Potential scenarios for Instagram-based research (20)

Social Connections 14 - Social Business Fireside Chat with Frank Nestler (Evo...
Social Connections 14 - Social Business Fireside Chat with Frank Nestler (Evo...Social Connections 14 - Social Business Fireside Chat with Frank Nestler (Evo...
Social Connections 14 - Social Business Fireside Chat with Frank Nestler (Evo...
 
Social business Fireside Chat with Frank Nestler
Social business Fireside Chat with Frank NestlerSocial business Fireside Chat with Frank Nestler
Social business Fireside Chat with Frank Nestler
 
Web Reputation: Likes, Engagement & Sentiment
Web Reputation: Likes, Engagement & SentimentWeb Reputation: Likes, Engagement & Sentiment
Web Reputation: Likes, Engagement & Sentiment
 
New Ways to Deliver Business Outcomes with INtelligent Workstream Collaboration
New Ways to Deliver Business Outcomes with INtelligent Workstream CollaborationNew Ways to Deliver Business Outcomes with INtelligent Workstream Collaboration
New Ways to Deliver Business Outcomes with INtelligent Workstream Collaboration
 
How to attract more users – The evolving story of the Eurapco IBM Connections...
How to attract more users – The evolving story of the Eurapco IBM Connections...How to attract more users – The evolving story of the Eurapco IBM Connections...
How to attract more users – The evolving story of the Eurapco IBM Connections...
 
Meaning as Collective Use: Predicting Semantic Hashtag Categories on Twitter
Meaning as Collective Use: Predicting Semantic Hashtag Categories on TwitterMeaning as Collective Use: Predicting Semantic Hashtag Categories on Twitter
Meaning as Collective Use: Predicting Semantic Hashtag Categories on Twitter
 
Developing Enterprise Collaboration in the Cognitive Era
Developing Enterprise Collaboration in the Cognitive EraDeveloping Enterprise Collaboration in the Cognitive Era
Developing Enterprise Collaboration in the Cognitive Era
 
Humans & Machines Together
Humans & Machines TogetherHumans & Machines Together
Humans & Machines Together
 
Presentation 17 may keynote lara aroyo
Presentation 17 may keynote lara aroyoPresentation 17 may keynote lara aroyo
Presentation 17 may keynote lara aroyo
 
Lei_Nie_Portfolio
Lei_Nie_PortfolioLei_Nie_Portfolio
Lei_Nie_Portfolio
 
Using Digital Media for Inquiry-Based Instruction
Using Digital Media for Inquiry-Based Instruction Using Digital Media for Inquiry-Based Instruction
Using Digital Media for Inquiry-Based Instruction
 
ABAStrategyWebinar_FINAL_20170110
ABAStrategyWebinar_FINAL_20170110ABAStrategyWebinar_FINAL_20170110
ABAStrategyWebinar_FINAL_20170110
 
The Collaboration Decathlon
The Collaboration DecathlonThe Collaboration Decathlon
The Collaboration Decathlon
 
Where You Meet Matters - EMA 2019
Where You Meet Matters - EMA 2019Where You Meet Matters - EMA 2019
Where You Meet Matters - EMA 2019
 
Conference Presenation Cyber security and big data , Prof. Lili Saghafi
Conference Presenation Cyber security and big data , Prof. Lili SaghafiConference Presenation Cyber security and big data , Prof. Lili Saghafi
Conference Presenation Cyber security and big data , Prof. Lili Saghafi
 
Digital Transformation - International Days - Artevelde University College - ...
Digital Transformation - International Days - Artevelde University College - ...Digital Transformation - International Days - Artevelde University College - ...
Digital Transformation - International Days - Artevelde University College - ...
 
Data extraction tools (2019 Version)
Data extraction tools (2019 Version)Data extraction tools (2019 Version)
Data extraction tools (2019 Version)
 
Social Connections 14 - You Get What You Give
Social Connections 14 - You Get What You GiveSocial Connections 14 - You Get What You Give
Social Connections 14 - You Get What You Give
 
How to brand yourself through linkedin
How to brand yourself through linkedinHow to brand yourself through linkedin
How to brand yourself through linkedin
 
Dagan "'Alexa, get me the articles': user experience and voice interfaces in ...
Dagan "'Alexa, get me the articles': user experience and voice interfaces in ...Dagan "'Alexa, get me the articles': user experience and voice interfaces in ...
Dagan "'Alexa, get me the articles': user experience and voice interfaces in ...
 

Mehr von Janna Joceli Omena

Analysing image collections with the computer vision network approach
Analysing image collections with  the computer vision network approachAnalysing image collections with  the computer vision network approach
Analysing image collections with the computer vision network approachJanna Joceli Omena
 
Instagram's fight against bots but they won´t go away
Instagram's fight against bots but they won´t go awayInstagram's fight against bots but they won´t go away
Instagram's fight against bots but they won´t go awayJanna Joceli Omena
 
Making methods with vision APIs, online data & network building (lessons lear...
Making methods with vision APIs, online data & network building (lessons lear...Making methods with vision APIs, online data & network building (lessons lear...
Making methods with vision APIs, online data & network building (lessons lear...Janna Joceli Omena
 
Estudos sobre plataformização mediante a três pilares dos métodos digitais
Estudos sobre plataformização mediante a três pilares dos métodos digitaisEstudos sobre plataformização mediante a três pilares dos métodos digitais
Estudos sobre plataformização mediante a três pilares dos métodos digitaisJanna Joceli Omena
 
Hashtags are note the whole message: Approaching hashtag engagement research
Hashtags are note the whole message: Approaching hashtag engagement researchHashtags are note the whole message: Approaching hashtag engagement research
Hashtags are note the whole message: Approaching hashtag engagement researchJanna Joceli Omena
 
The Grammars of Social Media: Thinking platform data under the modes of techn...
The Grammars of Social Media: Thinking platform data under the modes of techn...The Grammars of Social Media: Thinking platform data under the modes of techn...
The Grammars of Social Media: Thinking platform data under the modes of techn...Janna Joceli Omena
 
Plataformas de redes sociais: Extração e Análise de Dados
Plataformas de redes sociais: Extração e Análise de Dados Plataformas de redes sociais: Extração e Análise de Dados
Plataformas de redes sociais: Extração e Análise de Dados Janna Joceli Omena
 

Mehr von Janna Joceli Omena (9)

Analysing image collections with the computer vision network approach
Analysing image collections with  the computer vision network approachAnalysing image collections with  the computer vision network approach
Analysing image collections with the computer vision network approach
 
Visual Network Narrations
Visual Network NarrationsVisual Network Narrations
Visual Network Narrations
 
Instagram's fight against bots but they won´t go away
Instagram's fight against bots but they won´t go awayInstagram's fight against bots but they won´t go away
Instagram's fight against bots but they won´t go away
 
Making methods with vision APIs, online data & network building (lessons lear...
Making methods with vision APIs, online data & network building (lessons lear...Making methods with vision APIs, online data & network building (lessons lear...
Making methods with vision APIs, online data & network building (lessons lear...
 
Estudos sobre plataformização mediante a três pilares dos métodos digitais
Estudos sobre plataformização mediante a três pilares dos métodos digitaisEstudos sobre plataformização mediante a três pilares dos métodos digitais
Estudos sobre plataformização mediante a três pilares dos métodos digitais
 
Profiling Bolsobots Networks
Profiling Bolsobots NetworksProfiling Bolsobots Networks
Profiling Bolsobots Networks
 
Hashtags are note the whole message: Approaching hashtag engagement research
Hashtags are note the whole message: Approaching hashtag engagement researchHashtags are note the whole message: Approaching hashtag engagement research
Hashtags are note the whole message: Approaching hashtag engagement research
 
The Grammars of Social Media: Thinking platform data under the modes of techn...
The Grammars of Social Media: Thinking platform data under the modes of techn...The Grammars of Social Media: Thinking platform data under the modes of techn...
The Grammars of Social Media: Thinking platform data under the modes of techn...
 
Plataformas de redes sociais: Extração e Análise de Dados
Plataformas de redes sociais: Extração e Análise de Dados Plataformas de redes sociais: Extração e Análise de Dados
Plataformas de redes sociais: Extração e Análise de Dados
 

Kürzlich hochgeladen

Night 7k Call Girls Noida New Ashok Nagar Escorts Call Me: 8448380779
Night 7k Call Girls Noida New Ashok Nagar Escorts Call Me: 8448380779Night 7k Call Girls Noida New Ashok Nagar Escorts Call Me: 8448380779
Night 7k Call Girls Noida New Ashok Nagar Escorts Call Me: 8448380779Delhi Call girls
 
Improve Your Brand in Waco with a Professional Social Media Marketing Company
Improve Your Brand in Waco with a Professional Social Media Marketing CompanyImprove Your Brand in Waco with a Professional Social Media Marketing Company
Improve Your Brand in Waco with a Professional Social Media Marketing CompanyWSI INTERNET PARTNER
 
Film show evaluation powerpoint for site
Film show evaluation powerpoint for siteFilm show evaluation powerpoint for site
Film show evaluation powerpoint for siteAshtonCains
 
9990611130 Find & Book Russian Call Girls In Crossings Republik
9990611130 Find & Book Russian Call Girls In Crossings Republik9990611130 Find & Book Russian Call Girls In Crossings Republik
9990611130 Find & Book Russian Call Girls In Crossings RepublikGenuineGirls
 
Your LinkedIn Makeover: Sociocosmos Presence Package
Your LinkedIn Makeover: Sociocosmos Presence PackageYour LinkedIn Makeover: Sociocosmos Presence Package
Your LinkedIn Makeover: Sociocosmos Presence PackageSocioCosmos
 
Film show pre-production powerpoint for site
Film show pre-production powerpoint for siteFilm show pre-production powerpoint for site
Film show pre-production powerpoint for siteAshtonCains
 
Call Girls In South Ex. Delhi O9654467111 Women Seeking Men
Call Girls In South Ex. Delhi O9654467111 Women Seeking MenCall Girls In South Ex. Delhi O9654467111 Women Seeking Men
Call Girls In South Ex. Delhi O9654467111 Women Seeking MenSapana Sha
 
Social media marketing/Seo expert and digital marketing
Social media marketing/Seo expert and digital marketingSocial media marketing/Seo expert and digital marketing
Social media marketing/Seo expert and digital marketingSheikhSaifAli1
 
Production diary Film the city powerpoint
Production diary Film the city powerpointProduction diary Film the city powerpoint
Production diary Film the city powerpointAshtonCains
 
GREAT OPORTUNITY Russian Call Girls Kirti Nagar 9711199012 Independent Escort...
GREAT OPORTUNITY Russian Call Girls Kirti Nagar 9711199012 Independent Escort...GREAT OPORTUNITY Russian Call Girls Kirti Nagar 9711199012 Independent Escort...
GREAT OPORTUNITY Russian Call Girls Kirti Nagar 9711199012 Independent Escort...Mona Rathore
 
Call^ Girls Delhi Independent girls Chanakyapuri 9711199012 Call Me
Call^ Girls Delhi Independent girls Chanakyapuri 9711199012 Call MeCall^ Girls Delhi Independent girls Chanakyapuri 9711199012 Call Me
Call^ Girls Delhi Independent girls Chanakyapuri 9711199012 Call MeMs Riya
 
c Starting with 5000/- for Savita Escorts Service 👩🏽‍❤️‍💋‍👨🏿 8923113531 ♢ Boo...
c Starting with 5000/- for Savita Escorts Service 👩🏽‍❤️‍💋‍👨🏿 8923113531 ♢ Boo...c Starting with 5000/- for Savita Escorts Service 👩🏽‍❤️‍💋‍👨🏿 8923113531 ♢ Boo...
c Starting with 5000/- for Savita Escorts Service 👩🏽‍❤️‍💋‍👨🏿 8923113531 ♢ Boo...gurkirankumar98700
 
Elite Class ➥8448380779▻ Call Girls In Nizammuddin Delhi NCR
Elite Class ➥8448380779▻ Call Girls In Nizammuddin Delhi NCRElite Class ➥8448380779▻ Call Girls In Nizammuddin Delhi NCR
Elite Class ➥8448380779▻ Call Girls In Nizammuddin Delhi NCRDelhi Call girls
 
Ready to get noticed? Partner with Sociocosmos
Ready to get noticed? Partner with SociocosmosReady to get noticed? Partner with Sociocosmos
Ready to get noticed? Partner with SociocosmosSocioCosmos
 
Unlock the power of Instagram with SocioCosmos. Start your journey towards so...
Unlock the power of Instagram with SocioCosmos. Start your journey towards so...Unlock the power of Instagram with SocioCosmos. Start your journey towards so...
Unlock the power of Instagram with SocioCosmos. Start your journey towards so...SocioCosmos
 
Top Call Girls In Telibagh ( Lucknow ) 🔝 8923113531 🔝 Cash Payment
Top Call Girls In Telibagh ( Lucknow  ) 🔝 8923113531 🔝  Cash PaymentTop Call Girls In Telibagh ( Lucknow  ) 🔝 8923113531 🔝  Cash Payment
Top Call Girls In Telibagh ( Lucknow ) 🔝 8923113531 🔝 Cash Paymentanilsa9823
 

Kürzlich hochgeladen (20)

Night 7k Call Girls Noida New Ashok Nagar Escorts Call Me: 8448380779
Night 7k Call Girls Noida New Ashok Nagar Escorts Call Me: 8448380779Night 7k Call Girls Noida New Ashok Nagar Escorts Call Me: 8448380779
Night 7k Call Girls Noida New Ashok Nagar Escorts Call Me: 8448380779
 
9953056974 Young Call Girls In Kirti Nagar Indian Quality Escort service
9953056974 Young Call Girls In  Kirti Nagar Indian Quality Escort service9953056974 Young Call Girls In  Kirti Nagar Indian Quality Escort service
9953056974 Young Call Girls In Kirti Nagar Indian Quality Escort service
 
Improve Your Brand in Waco with a Professional Social Media Marketing Company
Improve Your Brand in Waco with a Professional Social Media Marketing CompanyImprove Your Brand in Waco with a Professional Social Media Marketing Company
Improve Your Brand in Waco with a Professional Social Media Marketing Company
 
Film show evaluation powerpoint for site
Film show evaluation powerpoint for siteFilm show evaluation powerpoint for site
Film show evaluation powerpoint for site
 
9990611130 Find & Book Russian Call Girls In Crossings Republik
9990611130 Find & Book Russian Call Girls In Crossings Republik9990611130 Find & Book Russian Call Girls In Crossings Republik
9990611130 Find & Book Russian Call Girls In Crossings Republik
 
Your LinkedIn Makeover: Sociocosmos Presence Package
Your LinkedIn Makeover: Sociocosmos Presence PackageYour LinkedIn Makeover: Sociocosmos Presence Package
Your LinkedIn Makeover: Sociocosmos Presence Package
 
Film show pre-production powerpoint for site
Film show pre-production powerpoint for siteFilm show pre-production powerpoint for site
Film show pre-production powerpoint for site
 
Vip Call Girls Tilak Nagar ➡️ Delhi ➡️ 9999965857 No Advance 24HRS Live
Vip Call Girls Tilak Nagar ➡️ Delhi ➡️ 9999965857 No Advance 24HRS LiveVip Call Girls Tilak Nagar ➡️ Delhi ➡️ 9999965857 No Advance 24HRS Live
Vip Call Girls Tilak Nagar ➡️ Delhi ➡️ 9999965857 No Advance 24HRS Live
 
Call Girls In South Ex. Delhi O9654467111 Women Seeking Men
Call Girls In South Ex. Delhi O9654467111 Women Seeking MenCall Girls In South Ex. Delhi O9654467111 Women Seeking Men
Call Girls In South Ex. Delhi O9654467111 Women Seeking Men
 
Social media marketing/Seo expert and digital marketing
Social media marketing/Seo expert and digital marketingSocial media marketing/Seo expert and digital marketing
Social media marketing/Seo expert and digital marketing
 
Production diary Film the city powerpoint
Production diary Film the city powerpointProduction diary Film the city powerpoint
Production diary Film the city powerpoint
 
GREAT OPORTUNITY Russian Call Girls Kirti Nagar 9711199012 Independent Escort...
GREAT OPORTUNITY Russian Call Girls Kirti Nagar 9711199012 Independent Escort...GREAT OPORTUNITY Russian Call Girls Kirti Nagar 9711199012 Independent Escort...
GREAT OPORTUNITY Russian Call Girls Kirti Nagar 9711199012 Independent Escort...
 
Call^ Girls Delhi Independent girls Chanakyapuri 9711199012 Call Me
Call^ Girls Delhi Independent girls Chanakyapuri 9711199012 Call MeCall^ Girls Delhi Independent girls Chanakyapuri 9711199012 Call Me
Call^ Girls Delhi Independent girls Chanakyapuri 9711199012 Call Me
 
Delhi 99530 vip 56974 Genuine Escort Service Call Girls in Masudpur
Delhi  99530 vip 56974  Genuine Escort Service Call Girls in MasudpurDelhi  99530 vip 56974  Genuine Escort Service Call Girls in Masudpur
Delhi 99530 vip 56974 Genuine Escort Service Call Girls in Masudpur
 
c Starting with 5000/- for Savita Escorts Service 👩🏽‍❤️‍💋‍👨🏿 8923113531 ♢ Boo...
c Starting with 5000/- for Savita Escorts Service 👩🏽‍❤️‍💋‍👨🏿 8923113531 ♢ Boo...c Starting with 5000/- for Savita Escorts Service 👩🏽‍❤️‍💋‍👨🏿 8923113531 ♢ Boo...
c Starting with 5000/- for Savita Escorts Service 👩🏽‍❤️‍💋‍👨🏿 8923113531 ♢ Boo...
 
Elite Class ➥8448380779▻ Call Girls In Nizammuddin Delhi NCR
Elite Class ➥8448380779▻ Call Girls In Nizammuddin Delhi NCRElite Class ➥8448380779▻ Call Girls In Nizammuddin Delhi NCR
Elite Class ➥8448380779▻ Call Girls In Nizammuddin Delhi NCR
 
Ready to get noticed? Partner with Sociocosmos
Ready to get noticed? Partner with SociocosmosReady to get noticed? Partner with Sociocosmos
Ready to get noticed? Partner with Sociocosmos
 
Unlock the power of Instagram with SocioCosmos. Start your journey towards so...
Unlock the power of Instagram with SocioCosmos. Start your journey towards so...Unlock the power of Instagram with SocioCosmos. Start your journey towards so...
Unlock the power of Instagram with SocioCosmos. Start your journey towards so...
 
🔝9953056974 🔝Call Girls In Mehrauli Escort Service Delhi NCR
🔝9953056974 🔝Call Girls In Mehrauli  Escort Service Delhi NCR🔝9953056974 🔝Call Girls In Mehrauli  Escort Service Delhi NCR
🔝9953056974 🔝Call Girls In Mehrauli Escort Service Delhi NCR
 
Top Call Girls In Telibagh ( Lucknow ) 🔝 8923113531 🔝 Cash Payment
Top Call Girls In Telibagh ( Lucknow  ) 🔝 8923113531 🔝  Cash PaymentTop Call Girls In Telibagh ( Lucknow  ) 🔝 8923113531 🔝  Cash Payment
Top Call Girls In Telibagh ( Lucknow ) 🔝 8923113531 🔝 Cash Payment
 

Potential scenarios for Instagram-based research