Expressing Social Relationships on the Blog through Links and Comments
Noor F. Ali-Hasan
Microsoft
1065 La Avenida Street
Mountain View, CA 94043
(650) 693-1925
noor.ali-hasan@microsoft.com
Lada A. Adamic
School of Information
University of Michigan
1085 South University Avenue
Ann Arbor, MI 48109
(734) 615-2132
ladamic@umich.edu
Abstract
Blogs, regularly updated online journals, allow people to quickly
and easily create and share online content. Most bloggers write
about their everyday lives and generally have a small audience of
regular readers. Readers interact with bloggers by contributing
comments in response to specific blog posts. Moreover, readers
of blogs are often bloggers themselves and acknowledge their
favorite blogs by adding them to their blogrolls or linking to them
in their posts. This paper presents a study of bloggers online and
real life relationships in three blog communities: Kuwait Blogs,
Dallas/Fort Worth Blogs, and United Arab Emirates Blogs.
Through a comparative analysis of the social network structures
created by blogrolls and blog comments, we find different
characteristics for different kinds of links. Our online survey of
the three communities reveals that few of the blogging
interactions reflect close offline relationships, and moreover that
many online relationships were formed through blogging.
Keywords
blogs, social networks, information visualization
1. Introduction
During the past several years, blogging, the keeping of a regularly
updated online journal interspersed with hyperlinks and
photographs, has emerged as a trendy yet powerful form of
computer-mediated communication (CMC). Blogs enable
individuals and organizations to quickly and easily share
information and links with a large set of readers. It is estimated
that 7% of U.S. adult Internet users, approximately eight million
people, have created a blog or online journal and 27%, or 32
million people, read blogs [23]. Far from being a phenomenon
concentrated in the United States, blogs are popular across the
globe [1, 2, 17].
Despite the large number of potential blog readers, only
a small fraction of blogs, known as the A-list blogs, command a
large portion of site traffic [14]. Most bloggers write about their
everyday lives and generally have a small audience of regular
readers [18]. Some of these readers interact with bloggers by
contributing comments in response to specific blog posts.
Moreover, readers are often bloggers themselves. They may list
the blogs they read in their blogrolls - lists of links to other blogs
placed in the sidebars of their own blogs. They can also create
links to other blogs and websites in their posts; we refer to these
links as citations. Citations within a blog post are usually used to
point out content on another blog or to refer to another blogger.
Receiving blogroll links, citations, and blog comments is a sign of
the bloggers popularity. Rather than being a one-sided expression
of interest, the relationships that bloggers have with one another
are often mutual. Moreover, bloggers tend to frequent the same
blogs and build relationships with bloggers that share similar
interests [13]. These cliques are often referred to as blogospheres,
sets of highly linked and intertwined blogs.
In examining the social structures created by blogrolls
and blog comments, it is unclear how these relationships and
social networks were formed. Did blog networks emerge due to
blogging or are these blogospheres merely representations of real
life social networks? In other words, do blogs help facilitate the
formation of new friendships or do they help preserve existing
relationships in the real world? Furthermore, do blog comments
and blogroll links represent different levels of relationship
intimacy? Understanding the answers to these questions will offer
a more complete picture of the social dynamics of blogging and
how individuals manage their virtual and real life relationships.
In addition, these insights may have implications for increasing
participation in online communities and computer-supported
cooperative work (CSCW) systems.
While previous studies have evaluated the impact of the
Internet on social behavior and examined the social network
structures of the blogosphere, here we draw a connection between
blogging and real life social networks. In order to do so, we
survey three blog communities who identify themselves with three
different geographical locations: Kuwait, Dallas/Fort Worth, and
the United Arab Emirates. We find that blogging relationships do
not reflect close real-world ties. Within each community, social
networks corresponding to different kinds of linking behavior -
blogrolls, citations, and comments - reflect different kinds of
interaction. We also observe differences across the communities
in measures of cohesion: reciprocity, density, and degree of
interaction with blogs outside of the community.
2. Related work
2.1 Computer-mediated communication and
relationship rormation
An overwhelming number of studies have shown that Internet use
can help individuals in developing and sustaining relationships.
Kraut et al. found that Internet use had a positive impact on
communication and social involvement [15]. Wellman points out
that the Internet enables individuals to maintain existing social
ties and develop new social ties with others sharing similar
interests [25]. He also argues that the more contact people have
online, the greater the impression they make on each other.
ICWSM2007 Boulder, Colorado, USA
McKenna et al. conducted surveys of online newsgroup posters
that showed that some close online relationships naturally
progress to face-to-face interactions and that a majority of those
surveyed experienced an increase in their social networks due to
online interactions, regardless of the size of their social networks
[21].
Based on these previous results, we hypothesize that
blogging should enable people to develop new relationships
online and sustain and strengthen existing relationships in real
life. Indeed, preliminary ethnographic research of bloggers has
shown that blogging is a highly social activity. Nardi et al. found
that many people start blogging at the urging of friends and
continue to blog to avoid disappointing their readers [22]. Of the
motivations for keeping a blog, they found that three of them
(update others on activities and whereabouts[,] express opinions
to influence others[, and] seek others opinions and feedback)
involved communicating with others. They also found that
communication sometimes extends to other media, including
email, instant messaging, and face-to-face conversation, which is
a trend we will follow up on in our study.
Most similar to our current study, Marlow[20]
conducted a large scale survey of over 35,000 blogs, gathering
their demographic information, motivations for blogging, and
communication frequency with individuals they linked to. Unlike
our present study, Marlow did not identify or compare different
communities, but he did extensively employ social network
analysis to characterize the linking patterns of hundreds of
thousands of blogs.
2.2 Blogs as social networks
Social network analysis is the quantitative study of the
relationships between individuals or organizations [24]. Social
network analysts represent relationships in graphs where
individuals or organizations are portrayed as nodes (also referred
to as actors or vertices) and their connections to one another as
edges (also referred to as ties or links) [24]. By quantifying social
structures, social network analysts can determine the most
important nodes in the network [24].
Applying social network analysis methods to the
blogosphere has revealed interesting findings about how
individuals share information and interact socially online. For
example, the linking patterns of blogs can be used to predict paths
of information flow through the blogosphere [6, 12]. Adamic and
Glance looked at the network structure of political blogs during
the 2004 U.S. Presidential election and found that the linking
patterns between conservative and liberal blogs formed two fairly
separate communities [5]. Moreover, Herring et al. found that
blogs that link to each other and are part of the same community
have a tendency to mention one another in blog posts and to
communicate with one another through comments [13]. These
citations between blog pairs occurred on multiple occasions,
suggesting the existence of a relationship between them, not just a
one-time exchange. Several studies proposed different measures
of network structure to identify and extract such communities
[11, 16, 19], and it is these structural measures that we turn to in
the next section.
3. Community structure
Our study focuses on three blog communities, each with a central
site containing a curated listing of blogs. For simplicity, we define
membership in a community simply by whether a blog was listed
on one of the three sites. The Kuwait and DFW communities were
selected because of the contrast in culture they represent. UAE
blogs were included so that we could compare the features of the
Kuwait community with another small Middle Eastern nation. The
sets of blogs were of different sizes, with 65 UAE blogs listed on
a central site, compared to 152 for Kuwait, and 365 for
Dallas/Fort Worth. These different sizes only loosely correspond
to the populations of the geographical areas, which are a bit under
3 million for both UAE and Kuwait, and over 5 million for DFW.
We use network analysis to determine to what extent each set of
blogs actually forms a community by engaging in reciprocal,
group interaction. But first we examine the different forms of
interaction that can take place.
3.1 Blog ties: blogrolls, citations, and
comments
Social relationships can be expressed online as different forms of
blog ties:
Blogroll links are usually located in the blogs sidebar and point
to other blogs that the author may read or simply want to always
include on her main page.
Citation links are made by bloggers within their own posts and
can reference an entire blog or just a particular post on that blog.
By their nature, they occur at a fixed time point, but may be
repeated. Repeated citations can serve as a weight for the tie
with more frequent citations indicating a greater interest of one
blog for another.
Comment links are not necessarily hyperlinks per se, but an
interaction that occurs when one person, possibly a blogger, adds
a comment to another bloggers post.
For both blogrolls and citations, the communication is indirect. It
occurs on the blog with the blogroll or citing blog post, but may
be noticed by the blog being referenced through blog search
engines, server logs, or through TrackBacks. Trackbacks allow the
citing blog to notify the blog receiving the citation that their post
has been discussed [4]. The receiving blog will typically display
the TrackBack, along with summary text of the citing post.
Readers are then able to follow conversations across several blogs
by traversing TrackBacks.
Most of the blog research to date has focused on
blogrolls and citation links [5, 6, 13, 16]. We find, however, that
much of the interesting interaction occurs in comments left by
bloggers directly on a post of another blog. This kind of
communication is more interactive and conversational, and we
observe that bloggers receiving many comments will comment on
their own post in reply to others comments.
3.1.1. Data collection
For all three communities, we gathered the blogroll links by hand
at a single time point. For better coverage, post citations were
collected using two search engines, BlogPulse [3] and Technorati
[8], and the data spanned April 2005 to March 2006 for
Technorati and November 2005 to April 2006 for BlogPulse.
Comments were gathered manually over a two week period just
for the Kuwait blog community.
3.1.2. Link type overlap
Although one might expect that bloggers cite and leave comments
on the blogs that are in their blogrolls, we found that overlap
between the different kinds of ties, while significant, is not
complete. As shown in Figure 1, a majority of both comment ties
and citation links are not present in the blogroll network.
Fig. 1: Venn diagram illustrating the overlap in different types of
blog ties (comments, blogrolls, and citations) for Kuwait Blogs
3.2 Density and centralization
The first measure of community we consider is the density of links
between blogs within that community. The greater blogosphere is
vast, and the chance of a link falling randomly within one of these
small communities is negligible. We find, however, that blogs link
on average to one or more other blogs within the community, with
the Kuwait network being most dense, and the DFW network
most sparse (see Table 1). Overall, blogroll links are more
numerous than post citations.
The communities differ not only in the density of links,
but also in the distribution of those links. Centralization measures
the equality of allocation of links. In all communities, there is
greater centralization of outdegree meaning that a few blogs
have very long blogrolls and/or cite other blogs often, while many
list few or no other community blogs in their blogrolls.
Kuwait
UAE
DFW
citation
2.08
1.37
0.37
blogroll
6.25
2.65
1.79
comment
5.10
N/A
N/A
centralization of the combined blogroll and post citations
network
indegree centralization
0.18
0.30
0.04
outdegree centralization
0.30
0.67
0.55
Table 1: Average number of links per blog
The communities differ not only in the density of links, but also in
the distribution of those links. Centralization measures the
equality of allocation of links. In all communities, there is greater
centralization of outdegree meaning that a few blogs have very
long blogrolls and/or cite other blogs often, while many list few or
no other community blogs in their blogrolls.
Figure 2 shows a visualization of the links between
blogs within the three communities. It is immediately apparent
that there is one DFW blog listing many others. But this blog, like
most others, has very low indegree. The absence of hubs attracting
large numbers of links corresponds to a low indegree
centralization. On the other hand, there are several hubs among
the UAE blogs that both give and receive many links. We will see
how this contributes to community cohesion in Section 3.5.
Finally, the Kuwait community is the most dense, with several
high degree blogs, but not as much centralization as there is in the
UAE community.
3.3 Reciprocity
As we saw in the example of the DFW community, it is possible
for one blog to link to many others, but not receive links in kind.
Similarly, a blog may be very popular but not reciprocate the
attention it is receiving. If there is true interaction and relationship
formation within the community, the ties will be reciprocal [7].
Table 2 shows a high degree of reciprocity in all three
communities, but the level varied by the type of link.
Kuwait
UAE
DFW
post citations
19%
16%
26%
blogroll links
32%
43%
27%
comments
43%
N/A
N/A
Table 2: Percentage of links that are reciprocated
In all three communities a greater fraction of blogroll links are
reciprocated than are post citations, possibly because blogroll
links are more numerous in our data set and because bloggers
sometimes reciprocate blogroll links merely as a courtesy.
Furthermore, reciprocal blogroll links indicate possibly only a
mutual awareness, whereas reciprocal post citations imply a
greater level of interaction: both blogs actively discussing or
linking to one another in their posts rather than one blog simply
finding anothers post interesting enough to cite. Finally, it is
interesting to observe that for the Kuwait blogs, it is the
comments that are most often reciprocated, making commenting
the most conversational and mutual activity in that community.
(a)
(b)
(c)
Fig. 2: Within-community blogroll and post citation links for (a)
DFW, (b) UAE, and (c) Kuwait. Nodes are colored by outdegree:
red high, blue low, and sized by their indegree
3.4 Community structure
Often times communities themselves contain subcommunities.
Modularity measures how pronounced this subcommunity
structure is . We use a fast community finding algorithm [10], that
subdivides the nodes into groups in order to maximize the
proportion of edges within groups compared to a random
subdivision. A modularity of 0 means that there is no natural way
to subdivide the network into groups, and a high modularity
means that one can easily subdivide the network (maximum
modularity is 1). As is shown in Table 3, for all three blog
networks, we find relatively high modularity, but it is highest for
DFW, which is the sparsest and most easily broken up network. In
contrast, Kuwait and UAE, while displaying a degree of local
interaction between subgroups of blogs, have a tighter cohesion
overall.
Kuwait
UAE
DFW
maximum modularity
0.24
0.22
0.53
number of communities at
maximum modularity
7
6
10
Table 3: Modularity
3.5 Community boundaries
Specific blogs were included in this study because they were
listed on a central webpage for one of the three communities.
There is a question of how self-contained those communities are:
how much interaction there is across the community boundaries
and whether popular Kuwait, UAE, and DFW blogs were omitted
from the sites. To answer this question we look at the relative
fraction of internal and external interaction and the characteristics
of the most cited blogs outside the community.
Overall, we see a country-level affinity of the blogs. The
5 most blogrolled blogs for all three communities are blogs from
the respective countries. But for the DFW blogs, all (dooce.com,
michellemalkin.com, powerlineblog.com,
captainsquartersblog.com) but the last of the top 5 blogs are A-
list blogs in the United States that are outside of Dallas/Fort
Worth . DFW blogs also have the highest percentage of blogroll
links to blogs outside of their community (91%), while Kuwait
has the lowest (53%). These community statistics are reflected in
Figure 3, showing blogroll networks including external blogs
linked to by blogs from within the community.
The same trend is valid for citations received by the
bloggers from other blog posts. As is shown in Table 4, an
overwhelming majority of citations in Kuwait originate from
within the community (79%), which is not the case for UAE and
DFW. Finally, nearly half of the comments posted on Kuwait
Blogs are made by the Kuwait bloggers themselves.
Kuwait
UAE
DFW
internal post citations
received
79%
24%
16%
internal blogroll links given
47%
22%
9%
non-anonymous comments
received from bloggers
within community
42%
N/A
N/A
Table 4: Porosity of community boundaries
Porous community boundaries aside, the high concentration of
links within communities and their significant reciprocity, as well
as cohesion in the overall link structures, all indicate that these
groups of blogs do indeed interact as communities. The Kuwait
Blogs community emerges as the most cohesive according to most
network measures, having the greatest number and most evenly
distributed within-community links per blog, having a majority of
citations fall within the community, and not showing much
subcommunity structure.
4. Online and offline relationships
Having shown that there is substantial community interaction
within each group of blogs, we were further interested in how
these interactions impacted peoples relationships online and in
real life. Do blogs help facilitate new relationship formation or do
they help maintain relationships that already exist in real life? To
answer this question, we surveyed the three communities, asking
bloggers about their motivations to keep a blog, their commenting
behaviors, their relationship with those who leave comments on
their blog, their relationship to bloggers listed on their blogroll,
and their basic demographic information.
4.1 Survey procedures
The majority of bloggers were contacted regarding the online
survey via email: 135 in Kuwait, 56 in the United Arab Emirates,
and 288 in the Dallas/Fort Worth area, with a reminder email sent
to non-responders after 5 days. Bloggers who did not list their
email addresses on their blogs were notified of the survey by
leaving one comment on their individual blogs. In addition, the
Kuwait Blogs and UAE Blogs communities encouraged
participation by blogging about the survey.
4.2 Survey participants
The survey was completed by 85 bloggers from the Kuwait
community, 38 bloggers from the UAE, and 67 bloggers in DFW,
yielding survey response rates of 63%, 68%, and 23% for each
community respectively. The demographics of the communities
leaned toward the young and highly educated. 68%, 66%, and
85% of the bloggers in DFW, Kuwait, and UAE, respectively,
held undergraduate degrees or higher. Kuwait had a slightly
lower number of masters and advanced degrees due to their
younger demographic: 45% of respondents were in the 18-24 age
group, compared to 21% in UAE and just 8% in DFW.
Interestingly, the residence and citizenship of each community
varied in their uniformity. 98% of Dallas/Ft. Worth bloggers were
living in the United States, 95% were US citizens, and 74%
identified themselves as either white or Caucasian. In contrast,
only 73% of the Kuwait bloggers resided in Kuwait, with a full
22% being Kuwaiti citizens but residing in the United States at
least part time. Finally, 82% of UAE bloggers resided in the
United Arab Emirates, but fully 84% of them were non-nationals.
This is even in excess of the overall UAE demographics where
73% of adults are non-nationals [9]. Based on the survey results,
the three communities are alike in some regards, namely their high
level of education, but different in how diverse their nationalities
and geographical locations are within the communities.
(a)
(b)
(c)
Fig. 3: Blogroll and citation links for (a) DFW, (b) UAE, (c)
Kuwait. Nodes are colored red if they are in the community and
are sized by indegree
4.3 Motivation behind blogging
The first survey question regarding blogging behavior asked why
the respondent had started to blog, with the respondent being able
to select all applicable reasons. One reason finding new friends
corresponds to bloggers desire to expand their social networks,
and another sharing news with friends and family corresponds to
a desire to enrich and maintain existing offline relationships.
Unsurprisingly, the most popular choice across communities
actually had to do with neither it was the simple desire to
express oneself through blogging.
Figure 4 shows several interesting and significant
differences; 26% of Kuwait bloggers were motivated by finding
new friends, while 12% of UAE and only 3% of DFW bloggers
listed this as a reason (p < 0.001, Fishers exact test). Interestingly
enough, a respondent who did not select finding new friends as a
motivation for blogging later on in the survey reported having met
her spouse through blogging. This would seem to indicate that
new relationships develop even when people do not set out to
create them. While DFW bloggers may have been less motivated
to find new friends, they were twice as likely to be interested in
maintaining existing relationships with friends and family through
blogging (46%), than either the Kuwait (26%) or UAE bloggers
(23%) (p < 0.05). One blogger from Dallas/Fort Worth shared her
enthusiasm for keeping in touch through blogs:
I wish everybody would blog. It's such an easy way of
knowing what's up in someone's life and what thoughts
are on their mind, important or not. People often think,
'Oh, nobody'd want to read about /my/ boring life,' but
really, sometimes just seeing the world from someone
else's point of view can be fascinating.
Even though many bloggers started blogging to express
themselves, they have certainly become aware of blogs social
nature, as we will see in the next section.
DFW Kuwait UAE
percentage
0.0 0.4 0.8 1.2
expression
online journal
inspired by friend's blog
find new friends
share news w/ friends & family
Fig. 4: Main motivations for blogging
4.4 Intersection of blogging and offline
relationships
Since at least some of the bloggers are motivated by a desire to
share news with friends and family, we were also interested in
quantifying the intersection of bloggers blogging and offline
lives. We did so by focusing on the interactive medium of
comments, which were enabled by nearly all bloggers, and by
asking about the relative proportion of comments the bloggers
receive from people they know offline. Across communities, a
majority of survey respondents (79% of Kuwait bloggers, 81% of
UAE bloggers, and 66% of DFW bloggers) reported that few or
none of the comments they receive are left by individuals whom
they know offline. Moreover, bloggers were also asked about the
comments that they leave on others blogs. 94% of UAE bloggers,
74% of Kuwait bloggers, and 65% of DFW bloggers reported that
few or none of the comments that they write are on the blogs of
individuals whom they know offline. For all three communities,
bloggers are interacting with new people whom they do not know
in real life.
4.5 Using blogs to sustain real-life
relationships with non-bloggers
As small as the overlap is between commenting interaction and
offline interaction, it is even smaller if the offline relationship is
with a non blogger. 99% of Kuwait bloggers, 94% of
UAE bloggers, and 79% of DFW bloggers reported that few or
none of the comments they received were made by people who do
not blog but whom they know offline. It appears that blogs do not
help individuals maintain their real life relationships to non-
bloggers. This finding may not necessarily signify a weakness of
blogging as a communication medium. It may be merely a
function of blogging being a fairly new technology, whereby a
minority of ones real life social network actually blogs.
Moreover, there is a possibility that non-blogging real life friends
and contacts do read blogs but do not leave comments.
Furthermore, in the case of Kuwait and UAE bloggers, many blog
anonymously by using a pseudonym, and so are potentially able to
keep their real-world and blogging interactions separate. This also
correlates with our earlier mentioned finding that UAE and
Kuwait bloggers were less interested in blogging to share news
with friends and family.
4.6 Using blogs to maintain and form
relationships
Along with bloggings role in maintaining existing offline
relationships, we were interested in its ability to facilitate new
relationship formation. When asked how many of the bloggers on
their blogrolls they had met in person, bloggers in Kuwait and
DFW cited a median of 5 others, while bloggers in the UAE cited
a median of 2 Here we use the median or the middle value rather
than the mean because the distribution is highly skewed. Bloggers
in all three communities had most often reported meeting just 1 or
2 others in person, while some responded that they had met
dozens. These results signal that bloggers do meet each other
offline but they appear to be reserved in doing so. Nonetheless,
bloggers hesitancy to meet bloggers listed on their blogrolls may
be reflective of the casualness of blogroll links.
Bloggers do appear to be more willing to communicate
with other bloggers listed on their blogrolls through email (citing
a median of 5 bloggers in Kuwait, 10 in UAE and 12 bloggers in
DFW), but less likely to communicate through the telephone or
instant messaging (for telephone conversations, citing a median of
3 bloggers in DFW and 2 bloggers in Kuwait and UAE; for
instant messaging, citing a median of 6 bloggers in Kuwait, 2.5
bloggers in UAE, and 2 bloggers in DFW).
Finally, we wanted to know not just whether a blogging
relationship coincided with other forms of communication, but
whether blogging was the cause for the relationship to form in the
first place. When asked to estimate the number of bloggers listed
on their blogrolls whom they initially met through blogging but
whom they now communicate with in person, by phone, email, or
instant messaging, the Kuwait bloggers listed a median of 5, the
UAE bloggers listed a median of 4 other bloggers (approximately
20% of their blogroll), while the DFW bloggers listed a median of
just 3 other bloggers, although two DFW bloggers mentioned
having met upwards of 100 people through blogging.
Along with the quantitative evidence, there is
qualitative support that blogging does enable new relationship
formation. In this regard, one Kuwait Blogs survey respondent
stated:
Most of the Kuwaiti bloggers know one another, either
directly (friends/relatives) or indirectly (friends of
friends, friend's relatives, etc.). If they don't know one
another, then they don't remain strangers for long. []
I know of several people who used their blogs to make
new friends in Kuwait.
A survey respondent in the Dallas/Fort Worth community shared
a similar experience:
The DFW Blogs community was an incredible social
network for me. I had recently moved back to the Dallas
area when the group began. Through that group I was
able to meet highly intelligent, talented, motivated, and
creative people. We all had a common interest - blogs -
but we were all so diverse. The group was amazing and
I'm so thankful I was apart of it for so many years.
The above questionnaire revealed that blogging relationships tend
to predominantly form online with few of them being existing
offline ties. At the same time they tend to stay online, usually at
most extending to email communication. However, some new
offline relationships did form showing that online community
formation can translate to real world connections.
5. Conclusion and future work
In this paper we examined three blog communities in different
geographical locations, both by analyzing the network structure of
their blogrolls, citations, and comments, and by surveying the
bloggers directly. In all three communities, there is strong
evidence that blogs do enable relationship formation, with some
of those new relationships later extending to other communication
media and offline meetings. On the other hand, blogs do not play
a large role in helping bloggers sustain their real life relationships;
nonetheless, this finding may be due to bloggings relatively
young age. In general, all three communities show high degrees
of reciprocity and cohesion. But we find that bloggers in DFW
tend to more heavily link to A-list blogs outside their community,
while Kuwait and UAE bloggers link more inwardly. In future
work, we would like to compare the strength of the tie specified
by the survey respondents (friend, acquaintance, etc), with the
frequency and type of blog interaction.
Acknowledgments
This study was conducted while the first author was a masters
student at the University of Michigan School of Information. We
would like to thank Kate Williams for insightful discussions, TJ
Giuli for helpful comments and suggestions, and the bloggers who
participated in our surveys. We would also like to thank several
anonymous reviewers for their feedback on an earlier draft.
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