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Do we live in a small world? Measuring the 
Spanish-speaking Blogosphere 
Fernando Tricas 
(Departamento de Inform´atica e Ingenier´ıa de Sistemas, U. Zaragoza, Spain) 
V´ıctor Ruiz (Blogalia.com) 
Juan J. Merelo 
(Depto. Arquitectura y Tecnolog´ıa de Computadores, U. Granada, Spain) 
30th April 2003 
Abstract 
The blogosphere is the community of bloggers, people or collectives who share 
information and opinions ordered chronologically. The Spanish-speaking blogo-sphere 
contains several thousand blogs; despite its small size, compared to the 
English-speaking (or maybe global) blogosphere, its characteristics are a bit dif-ferent. 
In general, it could be said that the Spanish blogosphere has not reached criti-cal 
mass yet. Moreover, the main reference of the Spanish-speaking blogosphere 
is still the English-speaking web; most links found point outside the Spanish-speaking 
web. 
In particular, it is still quite uncommon that news items seen or generated in the 
Spanish blogosphere become popular throughout it; when this happens, most of the 
time it’s due to the reproduction of the English blogosphere. There is also an “in-creasing 
returns” phenomenon: most bloggers (and readers of blogs) concentrate 
in some blogging sites (such as Blogalia or BarraPunto), and so they dominate 
the link space of the whole blogosphere. Finally, there is a third characteristic: 
the Spanish-speaking blogosphere is slower than the English-speaking one: ideas, 
topics and links spread in a slower way. 
This paper will show our experience in developing blogging tools, in particu-lar, 
the “Blog´ometro” (http://blogometro.blogalia.com), which is an open source 
program that checks on a daily basis the link space in the Spanish-speaking blogo-sphere, 
in a similar way to BlogDex or Daypop, which check the English-speaking 
blogosphere (and a small part of the global one). We will show and analyze data 
gathered from the end of the year 2002 to the beginning of 2003. 
 Fernando Tricas work is partially supported by the Spanish research project CICYT TIC2001-1819 
Authors want to thank Adela Torres for her English revision. Any fault you can find about the language has 
been added later by us. 
1
1 Introduction 
The Spanish blogosphere is, obviously, part of the global blogosphere, and is roughly 
defined as the set of blogs (or, sometimes, blog-looking web pages) that are written 
in Spanish (in any part of the wold) or in any other of the official languages in Spain 
(Catalan, Basque, Galician). We have also considered blogs written in other languages, 
if they are written by people living in countries that naturally fit in the Spanish blo-gosphere 
area of influence (for example, we heard recently about some Venezuelan 
bloggers that write in English to point the mainstream attention to their country, or the 
‘Trilingual blog’, http://trilingual.blogspot.com/). 
It is a quite active group, albeit often disregarded by the Spanish1 traditional media, 
who, very often, when they write a generalist article on blogs, mention any popular 
English-speaking blog (like for instance Megnut, Meg Hourihan’s blog) instead of the 
most popular Spanish blogs (for which there are several candidates, depending on the 
measure we use, as we will see). 
Why would anyone want to undertake measurements on this? First of all, because 
we can. That is, the Spanish blogosphere has a size that is barely manageable by 
the analysis software we use; any bigger size would probably crash it, or the study 
would require other strategies. Second, because we want to understand it, understand 
its mechanisms, and see the position of each blog (notably our own) within this blogo-sphere. 
Third, because we want to look at its possible problems (fragmentation, disre-gard 
of itself, very oriented to the English blogosphere2), and point out possible solu-tions. 
Four, because we believe that this work will help to improve self–consciousness, 
it will bring more people to the activity, and it will help to establish relations. Further-more, 
we hope that this knowledge will enable us to suggest a mechanism to improve 
communication within the Spanish blogosphere, and make it more visible to the non– 
blogging community. 
The rest of the paper is organized as follows: next section is devoted to explain the 
framework we have used for this analysis; section 3 will be devoted to big numbers, 
overall macroscopic measures in the Spanish blogosphere; it will be followed by sec-tion 
4 which will study the Spanish blogosphere as a social network. Finally, we will 
present our conclusions and some hints on how this work will follow in 5. 
2 Methods and Context 
In this section we are going to concentrate on our tools, we will make some comments 
about the Spanish blogosphere, and we will provide some hints about other projects of 
interest. 
1In the context of this work we will use this term often not only in the sense of ‘from Spain’ or ‘speaking 
in Spanish’ but also to refer to things related to the considered blogs, as described above. 
2Again, we are talking about blogs written in English, independently of location 
2
2.1 The tools 
Our project started at the beginning of the Summer of 2002, and it is in a ‘beta’ stage. 
All data in this study have been taken from the Blog´ometro, a suite of tools whose 
main visible aspect is its blog (http://blogometro.blogalia.com), hosted 
in Blogalia (http://www.blogalia.com/). There, a list of fresh links taken 
from our list of blogs (ranked by the number of sites pointing to them) is published 
daily. The Blog´ometro is an open–source collaborative project, offering our research 
to the community. It is open to the participation of interested people. In this sense, not 
only its source code is available at the project page (http://sourceforge.net/ 
projects/blogometro), but also the list of sites scanned daily. 
The bot that cralws the sites is written in Python and every day, early in the morning, 
checks all blogs in the list. From each raw HTML file, it scrapes the links, and stores 
them in a database if they have not been included before. In consequence, a link is 
considered new or fresh if its URL has not been seen before in that particular blog; that 
means that if a blog refers to another several times by its URL, it will count as a single 
reference; that also means that links included in the blogroll list are considered only 
once (during the lifetime of the data). 
The DBMS is PostgresSQL, a free, open source program, that is easily interfaced 
via languages such as Perl or Python. The database contains only two tables, one for 
the blogs themselves, with URL and description, and another for the URLs. Data has 
been stored for approximately 4 months, from November, 15, 2002, to April, 15, 2003. 
The database was purged in two ways: 
 First of all, as the amount of data grows very fast, we need to delete from time 
to time what we consider ‘irrelevant links’; that is, links that only appear once in 
the database, and are old enough (two months at this moment), in order to keep 
the database manageable with our hardware. 
 Second, and only for the analysis of the social network aspects, self–links have 
been excluded when possible. That is not always possible, except in the case 
that links to a blog include the blog’s URL. People use their own customized 
systems of publishing (frames, iframes, skeleton in one domain and postings in 
other different one, ...) making it difficult to do this part of the work. 
The addition of new blogs to our list is done by hand and, even though we have 
found moderate interest about the project, we have not received many submissions of 
sites from other people, so the list is mainly ours (with the pros and cons this may 
have). 
2.2 About the Spanish blogosphere 
As far as we know, the weblogging phenomenon started with BarraPunto (http: 
//barrapunto.com/), a collective weblog oriented to provide news and discus-sion 
about free and open source software. In fact, it started as a Spanish clon of Slash-dot 
(http://slashdot.org/). Some features make BarraPunto different from 
Slashdot (and more interesting from the point of view of blogging and, in particular, 
personal blogging); let us remark two of them. 
3
Table 1: Number of blogs hosted in popular sites in the Spanish blogosphere 
Site Number of blogs 
Blogging sites 
BarraPunto 648 
Blogspot 315 
Blogalia 164 
Pitas.com 24 
Antville 16 
General hosting sites 
i! (Espa˜na) 34 
geocities.com 22 
cjb.net 19 
 The ‘miBarrapuntos’: an adaptation of other ‘my’ services that allow people to 
create their own BarraPunto-like sites, with support for comments, sections, top-ics, 
and even collaborative weblogs. It is a more advanced tool than the ‘Diaries’ 
you can find at the standard Slash code. 
 Ecolutions: a mechanism to get any history posted in any part of the site, and 
copy it -maybe with some editing, and with a link to the original story- to our 
own blog. 
In parallel, many people started blogging, using some of the ‘standard’ sites: mainly 
BlogSpot (http://blogspot.com/) and others, but also home-made blogs (using free or 
paid hostings, and free or commercial tools). Finally, let us comment the site that pro-vides 
hosting to our tools. Blogalia (http://www.blogalia.com/) was created 
at the beginning of the last year, and it has become a populated site, with a very strong 
sense of community. It started as a personal project of one of us, V´ıctor Ruiz, to pro-vide 
a simple and usable tool to Spanish–speaking people interested in starting a blog. 
It was also planned as a site where established bloggers could find a more friendly tool. 
In Table 1 we can see the sites where most of the Spanish blogs are hosted. They 
are approximately half of the total number of blogs in our list, so there exist a wide 
set of blogs made with very different tools and hostings. They have been separated in 
sites oriented specifically to the hosting of blogs and other sites, oriented to general 
free–hostings. It is interesting to note that we are not aware of blogs hosted in some of 
the other popular blog–hosting sites. Further research will be needed in this area, we 
hope that people will start sending sites when our project will be more widely known. 
As a final remark, le us notice that there are some bloggers that use these same hosting 
sites hidden behind their own domain, so this table can show a slightly different picture 
of the reality. 
2.3 Related initiatives 
We want to talk here about other initiatives born in the Spanish blogosphere that par-tially 
overlap with our work, either in the community construction side, or in the mea- 
4
suring aspects. 
First, let us concentrate on the community aspects: 
 During last Christmas, a game that maybe many of you have played as children 
was proposed in the Spanish blogosphere: the ‘Ciberamigo Invisible’ (http:// 
www.awacate.com/amigo/), a blogging version of this well-known game, 
also know as ‘Secret Santa’ in some places. The idea is to exchange gifts in a 
group of people in such a way that each person has to give something to another 
member of the group, with pairs selected in a random way. In our case the gifts 
were virtual things such as: graphics, banners, texts, ... 
It was an important social success with around one hundred participants (Anec-dotally, 
a search in Google (http://www.google.com/) for ‘Amigo invis-ible’ 
gives the page of the event as the first one in the list at this moment). 
 Concentrating on more technical aspects, and as an implementation of the ‘Ridicu-lously 
Easy Group Forming’ (http://www.myelin.co.nz/cgi-bin/ 
wcswiki.pl?RidiculouslyEasyGroupForming), Philip Pearson cre-ated 
‘The internet Topic Exchange’ (http://topicexchange.com/). At 
this site, anybody can create a ‘channel’ dedicated to any topic of his inter-est. 
Then, anybody blogging about this topic can send an adequately crafted 
request, and gets its contribution listed in the channel page. Surprisingly, the 
most active topics at this moment belong to the Spanish blogosphere: the ‘bita-coras’ 
channel (http://topicexchange.com/t/bitacoras/, whose 
main topic is blogging about blogs) and ‘directorio de blogs hispanos’ (http: 
//topicexchange.com/t/directorio_blogs_hispanos/, whose 
objective is to be a way to publish newborn blogs). 
 Finally, there are a number of directories that try to offer comprehensive listings 
of blogs with different classifications but, as far as we know, none of them has a 
list longer than ours. 
Now, let us talk about some more technical approaches. 
 The ‘vecindario’ (http://www.pisotrece.com/vecindario/) is an 
implementation of the ‘Blogging Ecosystem’ (http://www.myelin.co. 
nz/ecosystem/) that uses a lists of blogs smaller than ours (around 700 
blogs) but that shows interesting results. 
 Very recently, in the last days another project has been shown: the ‘Mapa de la 
Blogosfera hispana’ (http://www.hiperespacio.com/blogosfera/) 
which is a hand–made graphic representation of the relations of the Spanish blo-gosphere 
as perceived by the author. 
In some of these projects and also as a personal feeling of our own work, the con-clusion 
is that it is very difficult to get an idea about the size and extension of our 
blogosphere. One of the problems detected is that not many blogs ping sites like We-blogs. 
com (http://www.weblogs.com/) that would allow us (and others) to try 
some kind of auto–discovery. Most of the other blog–related tools rely on this site, so 
we are out of luck in this automation. 
5
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0 
01/06 01/13 01/20 01/27 02/03 02/10 02/17 02/24 03/03 03/10 03/17 03/24 03/31 
Date 
maxEnlaces.plot using 1:2 
Figure 1: Evolution of the number of fresh links per day. 
3 Big Numbers 
During the period of study 281648 links were observed (109687 excluding self-links 
and purged entries), which yields an average of 1573 links in a day; considering the 
number of blogs, this makes an average of 1.14 links per blog per day. present at If we 
assume that each new history posts a new link, we will have around 1500 new histories 
a day in the Spanish blogosphere. Not a big deal, but at least we have a ballpark 
estimate. Another measure that can be of interest is the activity of the blogs in our 
list: during the last month 1160 have posted at least one history, with a link. We can 
compare these data with the activity in January (1299 blogs), and in November (943 
blogs). We can see the number of daily links in Figure 1. In this figure the grid shows 
weekly periods, allowing us to see some periodical behavior. There are some spurious 
peaks (too high, or zero) due to problems with our spider (network failure, bugs in the 
program, accidental deleting of some data that is recovered in the same scrapping, ...). 
From the point of view of blogging, the week clearly starts at Mondays and grows 
until the weekend: at the end of these periods the number of links shows always a de-creasing 
pattern; there is almost no life during the weekends. Our guess is that there are 
many techies blogging from work (even as part of their work, as a way to interchange 
information with others) and that during weekends they tend to be disconnected. If we 
pay more attention, we can discover a curious descending peak in most of the weeks, 
corresponding toWednesdays (some weeks on Tuesdays): it seems that people start the 
week wanting to blog, and they needed to relax in the middle of the week, to continue 
later with the activity. Finally, let us point the difference of size in the weeks previous 
6
to the one starting at Jan, 27 that corresponds to the last purge of the database. Any-way 
(and supporting our definition of uninteresting links) the weekly structure is also 
observable with sets of data that have been purged. 
What was the most popular link during that period? Unsurprisingly, the first 20 
links or so are taken by banners that have appeared in weblogs, such as popular we-blogs 
such as Slashdot (number 2), and blog hosting sites and software such as Slash, 
Blogger, Blogspot and Blogalia. BarraPunto (http://www.barrapunto.com) 
starts to show up here, first, by itself, and then, by having its banners as the most 
pointed-to links). The first real link is http://www.librodenotas.com/mt/ 
prestige.html (75 links), a (quite critical) page on the Prestige wreck, which 
was part of a campaign to Google–bomb the word prestige. It obviously succeeded. 
The daily newspapers “El Pa´ıs” and “El Mundo” show up roughly the same num-ber 
of times, 48 and 45, with El Pa´ıs having a slight edge. However, this counts 
only references to the main page, not to particular news. Unsurprisingly, this edge 
is lost when we take into account all references: “El Mundo” is four times as pop-ular 
as “El Pa´ıs”, 887 vs 278; this is not surprising, since El Pa´ıs switched recently 
to a pay-per-content model. That is why it is almost reached by “Periodista Digi-tal” 
(http://www.periodistadigital.com, 204 links), who usually makes 
some of El Pa´ıs content publicly available under the “fair quoting” provision of the 
copyright act. Looking at individual blogs, Mini-D (http://www.minid.net), 
a popular weblog on design and current events is the most popular one with 151 
links, and Cuaderno de Bit ´acora (http://rvr.blogalia.com/), one of our own 
(Ruiz’s), with 130 links, the second. The links from one point of the blogosphere 
to another represent roughly one tenth of the total, namely, 12533 for the studied 
period. Within these links, once again, a popularity contest takes place, with Liber-tonia 
(http://libertonia.escomposlinux.org) winning hands on. How-ever, 
much of the links to Libertonia come from its own blog-like diaries, so maybe we 
should consider Libro de Notas. (http://www.librodenotas.com) the win-ner3 
4 Spanish blogosphere as a social network 
The data obtained from the Blog´ometro have been analyzed using a number of soft-ware 
tools, most of which have crashed under the load (very specially GraphViz and 
UCINET (several times)). However, we have managed to obtain some useful infor-mation 
from them. The first analysis performed was to check if the Spanish blo-gosphere 
fits itself to a power law. We fitted a power law
using the 
open-source tool GnuPlot, resulting and	. However, the chi-square 
test was around 6, much bigger than one, which means that the model does 
not fit itself well to the data. Data and function are shown in figure 2 Besides the 
fact that this data does not fit to the model, unlike data published by Kottke in http: 
//www.kottke.org/03/02/030212screw_the_po.html, where it finds a 
perfect fit for the (global? English–speaking?) blogosphere, and an exponent of -0.83. 
3We also live in the blogosphere, so let us share with you our ranks #7 (Ruiz’s), 13 (Merelo’s) and 14 
(Tricas’s), just in case you wanted to know. 
7
350 
300 
250 
200 
150 
100 
50 
0 
Link vs blog distribution 
0 200 400 600 800 1000 1200 
# links 
rank 
data 
fitted curve 
Figure 2: “Powerlaw” distribution of links per blog; x axis represents the blogs ordered 
by number of incoming links, and y axis the number of links. Data points have been 
fitted to ; however, the fit is not good enough. 
8
Our working hypothesis here is that there is some fundamental critical mass that makes 
a certain community behave like a power law; unfortunately (or maybe fortunately), the 
community we belong to does not seem to have reached that level yet. 
Other superstructures on the blogosphere were analyzed using Visone (available 
from http://www.visone.de). Visone is a tool that allows to plot maps of the 
social network under analysis, as well as perform some measurements on it. One of 
these measures is the betweenness, which roughly measures how often a particular 
blog is found when traveling using links from one blog to another. In that particular 
sense, as can be seen in Figure 3, eCuaderno (the blog of another BlogTalk speaker, 
Jos´e Luis Orihuela, #208, http://orihuela.blogspot.com) takes the central 
place among all Spanish blogs (with almost 6% centrality). Several others, including 
http://bitacoras.net (#8) and http://www.gistain.net/ (#14) also 
are lying prominent places. 
These “central” blogs play a prominent role within the blogosphere: they regis-ter 
memes in the community, and expose them, so that they can be picked up by 
other blogs, and thus, act as veritable “meme mills” that spread memes throughout 
the Spanish blogosphere. This fact is also reflected in other two measures: “hub” 
and “authority”. The first hub is, once again, Libertonia, but taking into account that 
most of its links would be automatically generated, we will consider the second, ’Fer-nand0’ 
s barrapunto’, a journal hosted by “BarraPunto” and authored by one of us 
(Tricas) the hub in the Spanish community; curiously enough, our other two Barra- 
Puntos (Victor’s and Merelo’s) are placed 4th and 5th. This might be mainly due to 
the fact that we are editors within BarraPunto, and have automatic references when 
a person places one of the newsitems edited by us in their own journals. Maybe this 
only emphasizes the role that collective blogs such as BarraPunto, EsCompOsLinux 
of PuntBarra (the catalan-language equivalent) play as hubs in the community. Actu-ally, 
they take 9 out of the first ten places, the other corresponding, you guessed it, 
to one of us: Tricas, whose manually edited blog is #9. Hubs’ main feature is how 
often they quote other blogs; the opposite, being quoted, is measured by the authority 
quotient, which was also measured using Visone. Authorities are “quotables”, in the 
sense that other blogs mention their histories very often. Most of the 10 first places 
are taken by collective blogs, notably Libertonia, but some others show up: PJorge 
(http://www.pjorge.com), which seems thus widely respected within the com-munity 
(#7), simbiosis (http://simbiosis.blogalia.com), a blog that daily 
comments other blogs, and our own (#9, 10 and 11). Linux and open source-related 
blogs are the most prominent in these places, which shows its importance within the 
Spanish community, since maybe blogging in Spanish had its origin in it. Authority 
measures take into account not only the number of incoming links, but also their “qual-ity”, 
that is, the authority of the blog that posts them. Finally, another macroscopic 
measure is the “degree of separation”, that is, the average number of links needed to 
reach a blog from another. It has been measured using UCINET, yielding a value of 
3.761, that is, on average, approximately 4 links separate each Spanish blog from any 
other. That means that, quite matter-of-factly, the Spanish blogosphere is a small world. 
9
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Figure 3: Betweenness plot for the Spanish blogosphere. Each blog is situated on a 
filled circle according to its betweenness measure. The “most betweened”, that is, the 
one with that particular value highest, is placed on the center. 
10

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Do we live in a small world? Measuring the Spanish-speaking Blogosphere.

  • 1. Do we live in a small world? Measuring the Spanish-speaking Blogosphere Fernando Tricas (Departamento de Inform´atica e Ingenier´ıa de Sistemas, U. Zaragoza, Spain) V´ıctor Ruiz (Blogalia.com) Juan J. Merelo (Depto. Arquitectura y Tecnolog´ıa de Computadores, U. Granada, Spain) 30th April 2003 Abstract The blogosphere is the community of bloggers, people or collectives who share information and opinions ordered chronologically. The Spanish-speaking blogo-sphere contains several thousand blogs; despite its small size, compared to the English-speaking (or maybe global) blogosphere, its characteristics are a bit dif-ferent. In general, it could be said that the Spanish blogosphere has not reached criti-cal mass yet. Moreover, the main reference of the Spanish-speaking blogosphere is still the English-speaking web; most links found point outside the Spanish-speaking web. In particular, it is still quite uncommon that news items seen or generated in the Spanish blogosphere become popular throughout it; when this happens, most of the time it’s due to the reproduction of the English blogosphere. There is also an “in-creasing returns” phenomenon: most bloggers (and readers of blogs) concentrate in some blogging sites (such as Blogalia or BarraPunto), and so they dominate the link space of the whole blogosphere. Finally, there is a third characteristic: the Spanish-speaking blogosphere is slower than the English-speaking one: ideas, topics and links spread in a slower way. This paper will show our experience in developing blogging tools, in particu-lar, the “Blog´ometro” (http://blogometro.blogalia.com), which is an open source program that checks on a daily basis the link space in the Spanish-speaking blogo-sphere, in a similar way to BlogDex or Daypop, which check the English-speaking blogosphere (and a small part of the global one). We will show and analyze data gathered from the end of the year 2002 to the beginning of 2003. Fernando Tricas work is partially supported by the Spanish research project CICYT TIC2001-1819 Authors want to thank Adela Torres for her English revision. Any fault you can find about the language has been added later by us. 1
  • 2. 1 Introduction The Spanish blogosphere is, obviously, part of the global blogosphere, and is roughly defined as the set of blogs (or, sometimes, blog-looking web pages) that are written in Spanish (in any part of the wold) or in any other of the official languages in Spain (Catalan, Basque, Galician). We have also considered blogs written in other languages, if they are written by people living in countries that naturally fit in the Spanish blo-gosphere area of influence (for example, we heard recently about some Venezuelan bloggers that write in English to point the mainstream attention to their country, or the ‘Trilingual blog’, http://trilingual.blogspot.com/). It is a quite active group, albeit often disregarded by the Spanish1 traditional media, who, very often, when they write a generalist article on blogs, mention any popular English-speaking blog (like for instance Megnut, Meg Hourihan’s blog) instead of the most popular Spanish blogs (for which there are several candidates, depending on the measure we use, as we will see). Why would anyone want to undertake measurements on this? First of all, because we can. That is, the Spanish blogosphere has a size that is barely manageable by the analysis software we use; any bigger size would probably crash it, or the study would require other strategies. Second, because we want to understand it, understand its mechanisms, and see the position of each blog (notably our own) within this blogo-sphere. Third, because we want to look at its possible problems (fragmentation, disre-gard of itself, very oriented to the English blogosphere2), and point out possible solu-tions. Four, because we believe that this work will help to improve self–consciousness, it will bring more people to the activity, and it will help to establish relations. Further-more, we hope that this knowledge will enable us to suggest a mechanism to improve communication within the Spanish blogosphere, and make it more visible to the non– blogging community. The rest of the paper is organized as follows: next section is devoted to explain the framework we have used for this analysis; section 3 will be devoted to big numbers, overall macroscopic measures in the Spanish blogosphere; it will be followed by sec-tion 4 which will study the Spanish blogosphere as a social network. Finally, we will present our conclusions and some hints on how this work will follow in 5. 2 Methods and Context In this section we are going to concentrate on our tools, we will make some comments about the Spanish blogosphere, and we will provide some hints about other projects of interest. 1In the context of this work we will use this term often not only in the sense of ‘from Spain’ or ‘speaking in Spanish’ but also to refer to things related to the considered blogs, as described above. 2Again, we are talking about blogs written in English, independently of location 2
  • 3. 2.1 The tools Our project started at the beginning of the Summer of 2002, and it is in a ‘beta’ stage. All data in this study have been taken from the Blog´ometro, a suite of tools whose main visible aspect is its blog (http://blogometro.blogalia.com), hosted in Blogalia (http://www.blogalia.com/). There, a list of fresh links taken from our list of blogs (ranked by the number of sites pointing to them) is published daily. The Blog´ometro is an open–source collaborative project, offering our research to the community. It is open to the participation of interested people. In this sense, not only its source code is available at the project page (http://sourceforge.net/ projects/blogometro), but also the list of sites scanned daily. The bot that cralws the sites is written in Python and every day, early in the morning, checks all blogs in the list. From each raw HTML file, it scrapes the links, and stores them in a database if they have not been included before. In consequence, a link is considered new or fresh if its URL has not been seen before in that particular blog; that means that if a blog refers to another several times by its URL, it will count as a single reference; that also means that links included in the blogroll list are considered only once (during the lifetime of the data). The DBMS is PostgresSQL, a free, open source program, that is easily interfaced via languages such as Perl or Python. The database contains only two tables, one for the blogs themselves, with URL and description, and another for the URLs. Data has been stored for approximately 4 months, from November, 15, 2002, to April, 15, 2003. The database was purged in two ways: First of all, as the amount of data grows very fast, we need to delete from time to time what we consider ‘irrelevant links’; that is, links that only appear once in the database, and are old enough (two months at this moment), in order to keep the database manageable with our hardware. Second, and only for the analysis of the social network aspects, self–links have been excluded when possible. That is not always possible, except in the case that links to a blog include the blog’s URL. People use their own customized systems of publishing (frames, iframes, skeleton in one domain and postings in other different one, ...) making it difficult to do this part of the work. The addition of new blogs to our list is done by hand and, even though we have found moderate interest about the project, we have not received many submissions of sites from other people, so the list is mainly ours (with the pros and cons this may have). 2.2 About the Spanish blogosphere As far as we know, the weblogging phenomenon started with BarraPunto (http: //barrapunto.com/), a collective weblog oriented to provide news and discus-sion about free and open source software. In fact, it started as a Spanish clon of Slash-dot (http://slashdot.org/). Some features make BarraPunto different from Slashdot (and more interesting from the point of view of blogging and, in particular, personal blogging); let us remark two of them. 3
  • 4. Table 1: Number of blogs hosted in popular sites in the Spanish blogosphere Site Number of blogs Blogging sites BarraPunto 648 Blogspot 315 Blogalia 164 Pitas.com 24 Antville 16 General hosting sites i! (Espa˜na) 34 geocities.com 22 cjb.net 19 The ‘miBarrapuntos’: an adaptation of other ‘my’ services that allow people to create their own BarraPunto-like sites, with support for comments, sections, top-ics, and even collaborative weblogs. It is a more advanced tool than the ‘Diaries’ you can find at the standard Slash code. Ecolutions: a mechanism to get any history posted in any part of the site, and copy it -maybe with some editing, and with a link to the original story- to our own blog. In parallel, many people started blogging, using some of the ‘standard’ sites: mainly BlogSpot (http://blogspot.com/) and others, but also home-made blogs (using free or paid hostings, and free or commercial tools). Finally, let us comment the site that pro-vides hosting to our tools. Blogalia (http://www.blogalia.com/) was created at the beginning of the last year, and it has become a populated site, with a very strong sense of community. It started as a personal project of one of us, V´ıctor Ruiz, to pro-vide a simple and usable tool to Spanish–speaking people interested in starting a blog. It was also planned as a site where established bloggers could find a more friendly tool. In Table 1 we can see the sites where most of the Spanish blogs are hosted. They are approximately half of the total number of blogs in our list, so there exist a wide set of blogs made with very different tools and hostings. They have been separated in sites oriented specifically to the hosting of blogs and other sites, oriented to general free–hostings. It is interesting to note that we are not aware of blogs hosted in some of the other popular blog–hosting sites. Further research will be needed in this area, we hope that people will start sending sites when our project will be more widely known. As a final remark, le us notice that there are some bloggers that use these same hosting sites hidden behind their own domain, so this table can show a slightly different picture of the reality. 2.3 Related initiatives We want to talk here about other initiatives born in the Spanish blogosphere that par-tially overlap with our work, either in the community construction side, or in the mea- 4
  • 5. suring aspects. First, let us concentrate on the community aspects: During last Christmas, a game that maybe many of you have played as children was proposed in the Spanish blogosphere: the ‘Ciberamigo Invisible’ (http:// www.awacate.com/amigo/), a blogging version of this well-known game, also know as ‘Secret Santa’ in some places. The idea is to exchange gifts in a group of people in such a way that each person has to give something to another member of the group, with pairs selected in a random way. In our case the gifts were virtual things such as: graphics, banners, texts, ... It was an important social success with around one hundred participants (Anec-dotally, a search in Google (http://www.google.com/) for ‘Amigo invis-ible’ gives the page of the event as the first one in the list at this moment). Concentrating on more technical aspects, and as an implementation of the ‘Ridicu-lously Easy Group Forming’ (http://www.myelin.co.nz/cgi-bin/ wcswiki.pl?RidiculouslyEasyGroupForming), Philip Pearson cre-ated ‘The internet Topic Exchange’ (http://topicexchange.com/). At this site, anybody can create a ‘channel’ dedicated to any topic of his inter-est. Then, anybody blogging about this topic can send an adequately crafted request, and gets its contribution listed in the channel page. Surprisingly, the most active topics at this moment belong to the Spanish blogosphere: the ‘bita-coras’ channel (http://topicexchange.com/t/bitacoras/, whose main topic is blogging about blogs) and ‘directorio de blogs hispanos’ (http: //topicexchange.com/t/directorio_blogs_hispanos/, whose objective is to be a way to publish newborn blogs). Finally, there are a number of directories that try to offer comprehensive listings of blogs with different classifications but, as far as we know, none of them has a list longer than ours. Now, let us talk about some more technical approaches. The ‘vecindario’ (http://www.pisotrece.com/vecindario/) is an implementation of the ‘Blogging Ecosystem’ (http://www.myelin.co. nz/ecosystem/) that uses a lists of blogs smaller than ours (around 700 blogs) but that shows interesting results. Very recently, in the last days another project has been shown: the ‘Mapa de la Blogosfera hispana’ (http://www.hiperespacio.com/blogosfera/) which is a hand–made graphic representation of the relations of the Spanish blo-gosphere as perceived by the author. In some of these projects and also as a personal feeling of our own work, the con-clusion is that it is very difficult to get an idea about the size and extension of our blogosphere. One of the problems detected is that not many blogs ping sites like We-blogs. com (http://www.weblogs.com/) that would allow us (and others) to try some kind of auto–discovery. Most of the other blog–related tools rely on this site, so we are out of luck in this automation. 5
  • 6. 4000 3500 3000 2500 2000 1500 1000 500 0 01/06 01/13 01/20 01/27 02/03 02/10 02/17 02/24 03/03 03/10 03/17 03/24 03/31 Date maxEnlaces.plot using 1:2 Figure 1: Evolution of the number of fresh links per day. 3 Big Numbers During the period of study 281648 links were observed (109687 excluding self-links and purged entries), which yields an average of 1573 links in a day; considering the number of blogs, this makes an average of 1.14 links per blog per day. present at If we assume that each new history posts a new link, we will have around 1500 new histories a day in the Spanish blogosphere. Not a big deal, but at least we have a ballpark estimate. Another measure that can be of interest is the activity of the blogs in our list: during the last month 1160 have posted at least one history, with a link. We can compare these data with the activity in January (1299 blogs), and in November (943 blogs). We can see the number of daily links in Figure 1. In this figure the grid shows weekly periods, allowing us to see some periodical behavior. There are some spurious peaks (too high, or zero) due to problems with our spider (network failure, bugs in the program, accidental deleting of some data that is recovered in the same scrapping, ...). From the point of view of blogging, the week clearly starts at Mondays and grows until the weekend: at the end of these periods the number of links shows always a de-creasing pattern; there is almost no life during the weekends. Our guess is that there are many techies blogging from work (even as part of their work, as a way to interchange information with others) and that during weekends they tend to be disconnected. If we pay more attention, we can discover a curious descending peak in most of the weeks, corresponding toWednesdays (some weeks on Tuesdays): it seems that people start the week wanting to blog, and they needed to relax in the middle of the week, to continue later with the activity. Finally, let us point the difference of size in the weeks previous 6
  • 7. to the one starting at Jan, 27 that corresponds to the last purge of the database. Any-way (and supporting our definition of uninteresting links) the weekly structure is also observable with sets of data that have been purged. What was the most popular link during that period? Unsurprisingly, the first 20 links or so are taken by banners that have appeared in weblogs, such as popular we-blogs such as Slashdot (number 2), and blog hosting sites and software such as Slash, Blogger, Blogspot and Blogalia. BarraPunto (http://www.barrapunto.com) starts to show up here, first, by itself, and then, by having its banners as the most pointed-to links). The first real link is http://www.librodenotas.com/mt/ prestige.html (75 links), a (quite critical) page on the Prestige wreck, which was part of a campaign to Google–bomb the word prestige. It obviously succeeded. The daily newspapers “El Pa´ıs” and “El Mundo” show up roughly the same num-ber of times, 48 and 45, with El Pa´ıs having a slight edge. However, this counts only references to the main page, not to particular news. Unsurprisingly, this edge is lost when we take into account all references: “El Mundo” is four times as pop-ular as “El Pa´ıs”, 887 vs 278; this is not surprising, since El Pa´ıs switched recently to a pay-per-content model. That is why it is almost reached by “Periodista Digi-tal” (http://www.periodistadigital.com, 204 links), who usually makes some of El Pa´ıs content publicly available under the “fair quoting” provision of the copyright act. Looking at individual blogs, Mini-D (http://www.minid.net), a popular weblog on design and current events is the most popular one with 151 links, and Cuaderno de Bit ´acora (http://rvr.blogalia.com/), one of our own (Ruiz’s), with 130 links, the second. The links from one point of the blogosphere to another represent roughly one tenth of the total, namely, 12533 for the studied period. Within these links, once again, a popularity contest takes place, with Liber-tonia (http://libertonia.escomposlinux.org) winning hands on. How-ever, much of the links to Libertonia come from its own blog-like diaries, so maybe we should consider Libro de Notas. (http://www.librodenotas.com) the win-ner3 4 Spanish blogosphere as a social network The data obtained from the Blog´ometro have been analyzed using a number of soft-ware tools, most of which have crashed under the load (very specially GraphViz and UCINET (several times)). However, we have managed to obtain some useful infor-mation from them. The first analysis performed was to check if the Spanish blo-gosphere fits itself to a power law. We fitted a power law
  • 8. using the open-source tool GnuPlot, resulting and . However, the chi-square test was around 6, much bigger than one, which means that the model does not fit itself well to the data. Data and function are shown in figure 2 Besides the fact that this data does not fit to the model, unlike data published by Kottke in http: //www.kottke.org/03/02/030212screw_the_po.html, where it finds a perfect fit for the (global? English–speaking?) blogosphere, and an exponent of -0.83. 3We also live in the blogosphere, so let us share with you our ranks #7 (Ruiz’s), 13 (Merelo’s) and 14 (Tricas’s), just in case you wanted to know. 7
  • 9. 350 300 250 200 150 100 50 0 Link vs blog distribution 0 200 400 600 800 1000 1200 # links rank data fitted curve Figure 2: “Powerlaw” distribution of links per blog; x axis represents the blogs ordered by number of incoming links, and y axis the number of links. Data points have been fitted to ; however, the fit is not good enough. 8
  • 10. Our working hypothesis here is that there is some fundamental critical mass that makes a certain community behave like a power law; unfortunately (or maybe fortunately), the community we belong to does not seem to have reached that level yet. Other superstructures on the blogosphere were analyzed using Visone (available from http://www.visone.de). Visone is a tool that allows to plot maps of the social network under analysis, as well as perform some measurements on it. One of these measures is the betweenness, which roughly measures how often a particular blog is found when traveling using links from one blog to another. In that particular sense, as can be seen in Figure 3, eCuaderno (the blog of another BlogTalk speaker, Jos´e Luis Orihuela, #208, http://orihuela.blogspot.com) takes the central place among all Spanish blogs (with almost 6% centrality). Several others, including http://bitacoras.net (#8) and http://www.gistain.net/ (#14) also are lying prominent places. These “central” blogs play a prominent role within the blogosphere: they regis-ter memes in the community, and expose them, so that they can be picked up by other blogs, and thus, act as veritable “meme mills” that spread memes throughout the Spanish blogosphere. This fact is also reflected in other two measures: “hub” and “authority”. The first hub is, once again, Libertonia, but taking into account that most of its links would be automatically generated, we will consider the second, ’Fer-nand0’ s barrapunto’, a journal hosted by “BarraPunto” and authored by one of us (Tricas) the hub in the Spanish community; curiously enough, our other two Barra- Puntos (Victor’s and Merelo’s) are placed 4th and 5th. This might be mainly due to the fact that we are editors within BarraPunto, and have automatic references when a person places one of the newsitems edited by us in their own journals. Maybe this only emphasizes the role that collective blogs such as BarraPunto, EsCompOsLinux of PuntBarra (the catalan-language equivalent) play as hubs in the community. Actu-ally, they take 9 out of the first ten places, the other corresponding, you guessed it, to one of us: Tricas, whose manually edited blog is #9. Hubs’ main feature is how often they quote other blogs; the opposite, being quoted, is measured by the authority quotient, which was also measured using Visone. Authorities are “quotables”, in the sense that other blogs mention their histories very often. Most of the 10 first places are taken by collective blogs, notably Libertonia, but some others show up: PJorge (http://www.pjorge.com), which seems thus widely respected within the com-munity (#7), simbiosis (http://simbiosis.blogalia.com), a blog that daily comments other blogs, and our own (#9, 10 and 11). Linux and open source-related blogs are the most prominent in these places, which shows its importance within the Spanish community, since maybe blogging in Spanish had its origin in it. Authority measures take into account not only the number of incoming links, but also their “qual-ity”, that is, the authority of the blog that posts them. Finally, another macroscopic measure is the “degree of separation”, that is, the average number of links needed to reach a blog from another. It has been measured using UCINET, yielding a value of 3.761, that is, on average, approximately 4 links separate each Spanish blog from any other. That means that, quite matter-of-factly, the Spanish blogosphere is a small world. 9
  • 11. 1040 824 1 1 2 1 1 11 1 1 1 1 1 1 1 2 5 2 1 1 1 158 1 1 1 1047 622 1 1 1 1 1 1 1 1 2 1 2 1 1 728 295 703 829 1 1 1 1 1 2 2 1 2 1 1 1 5 1 2 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 611 685 318 810 155 1290 772 1 1 1 2 1 1 1 2 1 1 1 1 2 1 1 1 1 2 1 1 1 1 1 1 1 4 1 1 3 2 1 1 1 4 1 1 1 2 3 1 1 1 1 1 996 457 762 1143 4 1 1 1 1 1 1 2 1 1 1 1 1 8 2 1 1 1 1 1 2 1 1 1 1 1 2 1 1 1 1 1 1 1 2 1 2 1 1 1 2 1 2 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 2 2 1 1 1 1 1 1 2 1 2 1 1 12 1 2 1 1 2 1 1 1 2 1 1 2 1 1 4 1 2 2 1 3 1 1 1 2 5 1 1 1 2 2 1 4 2 1 1 1 1 1 1 1 1 1 1 1 2 1 1 2 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 1 2 1 1 1 1 3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 1 1 1 1 1 1 1 1 2 1 1 3 2 1 2 2 2 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 2 1 1 2 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 3 1 2 1 1 1 3 1 1 1 1 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1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 2 2 1 1 1 2 2 1 1 2 1 1 1 1 1 1 3 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 2 1 1 1 1 1 1 1 2 1 3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 2 1 1 2 1 1 3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 1 1 2 1 1 1 1 1 4 1 1 1 2 1 1 1 1 2 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 2 1 12 1 1 2 1 1 1 1 1 2 3 1 2 1 34 1 1 1 1 1 1 1 1 1 1 1 1 3 1 3 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 2 1 1 1 1 1 2 3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 4 2 1 1 2 1 1 1 1 1 1 1 1 2 1 1 1 1 1 2 2 2 2 1 2 2 1 1 1 2 2 1 1 1 1 2 2 34 1 1 1 1 2 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 24 1 1 1 1 1 2 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 113 3 1 3 3 1 2 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 2 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 2 1 1 1 2 1 1 1 1 1 1 1 1 1 1 2 2 1 1 1 1 1 1 1 1 1 1 182 553 1 2 1 2 1 1 2 1 1 1 1 1 2 1 1 1 267 1 1 1 2 1 1 1 1 2 1 12 1 1 1 1 1 1 4 1 1 2 1 1 1 1 1 1 1 2 1 11 1 1 1 1 1 2 1 1 1 1 5 2 1 4 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 2 4 3 3 5 6 2 4 2 8 2 2 8 3 2 2 3 4 8 4 6 3 3 3 5 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 11 1 1 1 1 9 1 2 1 1 2 2 1 1 1 3 1 1 1 1 1 1 3 1 1 1 1 1 1 2 1 3 1 1 1 1 1 2 2 1 1 1 1 2 1 1 1 2 22 2 1 1 1 1 1 1 1 1 1 1 2 2 1 1 1 1 3 1 13 1 1 1 8 1 1 1 1 1 1 2 1 1264 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 2 2 1 1 1 1 1 1 1 1 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 6 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 3 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 46 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 2 1 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 38 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 3 1 1 1 1 1 1 3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 2 1 3 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 4 1 1 1 1 1 1 1 1 2 1 2 1 2 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 2 2 1 1 1 1 1 1 3 1 1 1 1 1 1 1 1 2 2 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 38 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 3 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 3 1 1 1 1 1 1 1 1 1 1 2 1 1 1 2 1 1 1 3 1 1 7 4 2 1 1 1 2 7 1 1 1 2 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 3 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 4 1 5 3 1 2 1 1 1 1 1 1 1 1 1 2 2 1 1 1 1 1 1 2 3 1 1 1 2 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 4 1 1 1 2 1 1 3 1 1 1 4 2 1 1 1 1 1 1 2 2 8 1 2 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 3 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 7 1 1 1 1 1 1 2 3 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 2 2 17 2 1 1 1 2 2 1 2 1 1 1 1 1 2 2 1 1 1 3 2 1 1 2 1 1 1 2 2 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 1 1 2 1 1 1 1 1 1 1 1 1 3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 3 1 1 1 1 1 1 1 1 3 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 2 1 1 1 1 1 1 2 1 1 1 2 1 1 1 1 1 5 3 1 1 1 1 1 1 1 1 1 1 1 1 1 1 3 1 1 3 1 1 1 1 1 1 1 1 1 1 3 3 1 1 2 3 1 1 1 3 1 1 1 1 1 1 1 1 2 1 1 1 3 1 1 1 1 1 1 4 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 1 1 1 1 1 1 1 2 1 2 1 1 3 2 1 1 2 1 1 1 1 4 1 5 1 1 2 1 4 1 1 936 1193 944 285 1273 274 268 282 1013 1091 1104 265 1062 270 1284 1089 1197 1277 290 1299 1196 292 1 730 558 277 147 1022 1231 1275 1202 840 1301 224 1051 942 1066 214 164 578 947 271 1199 283 576 1281 291 1200 972 273 256 586 77 100 1074 1222 1215 244 974 580 575 881 219 1039 284 1271 276 225 1227 1144 71 253 590 959 240 583 254 43 1125 1267 241 788 587 522 588 144 573 593 1032 1108 1069 1011 1272 234 29 236 293 946 287 687 1198 591 594 1007 263 235 275 721 884 281 251 579 446 221 245 1220 1289 1067 842 1020 589 795 300 1236 1076 1216 596 250 237 222 248 962 264 1208 1096 1146 1189 260 203 279 731 1128 36 1195 262 1023 1294 131 1141 1237 261 581 1269 1259 1052 939 1286 793 980 1035 442 1072 1204 1188 885 1019 1282 725 280 973 1262 520 201 269 286 1257 1233 333 878 242 560 1225 1223 227 879 1053 951 1192 1030 1214 1106 258 958 1015 1307 723 102 215 117 1268 59 979 882 1293 1302 1308 1276 663 123 831 585 1157 1206 1191 1232 1041 778 278 243 719 733 1107 609 1014 246 1278 360 1109 288 1061 289 500 200 932 1288 686 1305 1024 1088 652 1027 1045 1110 385 1256 1043 1140 1005 1059 1137 79 1230 1228 332 720 149 1120 341 3 971 426 607 854 1260 820 328 416 383 504 1048 869 405 104 305 867 1100 796 874 417 1303 503 821 31 497 24 654 141 185 406 1122 490 1235 484 927 990 766 255 499 965 1103 664 915 483 945 381 533 983 359 1169 1139 364 1012 1255 1092 212 1036 145 1135 783 841 1280 1105 799 349 995 823 677 423 530 667 366 372 1058 432 488 1279 837 704 388 863 1224 347 716 132 916 307 327 1238 1113 1077 801 857 556 161 1245 495 604 309 960 803 681 702 1246 1217 210 1244 816 692 691 516 206 690 836 714 643 559 792 749 451 189 683 1292 619 806 34 51 1055 872 510 899 670 1028 1117 429 830 1130 574 858 493 938 438 853 1265 207 808 896 911 898 949 705 126 893 761 539 247 888 35 897 910 981 694 895 52 871 33 696 892 464 336 1116 595 319 597 354 889 815 732 751 715 647 92 886 709 571 674 564 20 523 85 400 1136 314 140 111 107 629 919 306 966 545 325 450 188 1054 441 819 447 693 961 784 492 918 411 572 967 665 928 900 1124 880 834 646 507 459 299 67 130 756 718 475 148 826 848 454 903 968 460 648 672 473 540 1190 920 773 931 1056 658 536 600 1008 339 434 758 569 494 313 1046 467 699 458 639 999 1009 877 791 362 329 745 355 697 561 239 548 1003 139 742 172 608 370 66 1114 419 1102 316 641 403 367 127 948 1218 1249 813893 534 634 1115 930 26 49 481 923 861 529 95 1242 386 323 760 6 513 743 817 445 754 124 739 645 1098 618 94 712 1042 925 489 397 91 398 1306 340 1263 308 444 119 926 933 272 517 542 1070 833 1261 443 550 1004 456 231 777 143 346 1057 177 453 549 1010 713 508 855 1205 150 82 259 775 198 7 1254 752 970 387 862 195 706 1029 964930 74 1203 708 689 871348 809 1111 138 626 202 353 159 844 998 640 959 32 768 735 873 213 384 96 468 1050 924 409 976 566 392 342 1021 170 75 226 97 624 121 847 633 1099 98 813 294 524 1016 753 615 18 514 39 440 1101 617 1240 469 437 461 887 330 787 630 763 112 679 390 906 337 363 101 1287 56 415 334 937 977 1018 448 776 396 16 722 168 511 58 1049 599 632 196 395 60 109 565 614 152 312 627 425 163 228 238 57 769 851 1044 352 1247 455 78 410 71197 770 348 613 297 963 657 466 779 368 357 393 1226 86 740 73 407 1221 790 315 800 0 635 786 852 374 544 322 1006 825 376 964 621 636 356 620 506 41 186 90 755 310 22 805 63 541 11 940 515 65 656 169 414 1097 1253 129 45 27 822 68 684 10 317 605 650 422 746 151248 420 128 845 680 798 625 389 659 700 48 154 512 934 17 695 88 452 176 72 358 736 190 343 125 252 502 166 303 115 612 304 2 9 365 344 135 750 298 538 711 302 80 637 785 1248 180 47 371 402 555 789 832 741 421 311313 21 194 532 197 106 23 744 551 351 474 99 64 870 42 603 110 28 478 15 199 729 394 55 122 187 46 688 54 525 25 192 296 764 375 992 30 914 449 509 136 76 44 105 93 780 547 157 5 220 167 11324 103 153 463 70 345 40 116 181 14 8 208 Figure 3: Betweenness plot for the Spanish blogosphere. Each blog is situated on a filled circle according to its betweenness measure. The “most betweened”, that is, the one with that particular value highest, is placed on the center. 10
  • 12. 5 Conclusions and Future Work This paper shows the still immature state of a community, the Spanish speaking blogo-sphere, which is growing very quickly. Its immaturity is shown by the fact that it has not reached yet the state where incoming links follow a power law, but it is probably in the good path, since it is already well connected, and shows “small world” features. This fact is not connected with the power law distribution, as we had initially expected; probably it only depends on size. The blog´ometro is an ongoing project, and its measures will be periodically taken to show the state of the Spanish blogosphere, and measure its evolution. We will try to improve the software in several ways, including public access to the database using web interfaces, addition of self–discovery features, and improvement of other technical details (detecting links that are equal, even if they look different, among others). Until now, we have concentrated on having a tool for studying the blogosphere and helping others to discover it. Maybe we should do more work on the audience aspects, to do the tool known and useful for others. We expect that by this time, next year (or the next-to-next) we will be able to show a power law. We have the feeling that Spanish bloggers do not link so often and frequently as they should and, maybe, we are loosing topics because no links are provided. We are thinking about trying to measure words or phrases, in order to detect topics without links in a similar way to the recently implemented ‘Word Burst’ of DayPop (http: //www.daypop.com/burst/) or ‘Memeufacture’ (http://memeufacture. com/). A more refined work, separating links to blogs items from links to other gen-eral media will be the subject of our research. Another phenomenon that we would like to measure and detect would be what we could call ‘background histories’; that is, his-tories that appear in the blogosphere and are linked slowly during long periods of time accumulating an important number of links, but that do not appear in daily rankings because of this slowness: for sure some of them will be interesting topics for reading. Other projects we intend to undertake in the future include: cluster formation in the blogosphere, interactive visualization, and, if data is available, take measures on other blog communities (such as, for instance, the Portuguese-speaking, which is probably very similar to ours). Finally, it would be interesting to compare these results with the ones of the global blogosphere, to detect similarities and differences. 11