Sean Gourley on the mathematics of war

102,291 views ・ 2009-05-04

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Prevoditelj: Davorin Jelačić Recezent: Mislav Ante Omazić - EFZG
00:12
We look around the media, as we see on the news from Iraq,
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Pregledavamo po medijima i vidimo vijesti iz Iraka,
00:15
Afghanistan, Sierra Leone,
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Afganistana, Sierra Leonea,
00:18
and the conflict seems incomprehensible to us.
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i sukob nam izgleda neshvatljiv.
00:22
And that's certainly how it seemed to me when I started this project.
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A tako je svakako izgledao meni kad sam započeo s ovim projektom.
00:26
But as a physicist,
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Ali kao fizičar,
00:28
I thought, well if you give me some data,
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mislio sam, no, ako mi date podatke,
00:31
I could maybe understand this. You know, give us a go.
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možda ću razumjeti. Znate, dajte nam neki početak.
00:33
So as a naive New Zealander
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Pa sam, kao naivni Novozelanđanin
00:35
I thought, well I'll go to the Pentagon.
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mislio, pa, idem u Pentagon.
00:37
Can you get me some information?
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Možete li mi dati neke informacije?
00:39
(Laughter)
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(Smijeh)
00:42
No. So I had to think a little harder.
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Ne. Pa sam morao ozbiljnije razmišljati.
00:46
And I was watching the news one night in Oxford.
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I jedne večeri sam u Oxfordu gledao vijesti.
00:49
And I looked down at the chattering heads on my channel of choice.
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Gledao sam brbljave glave na programu koji sam odabrao.
00:52
And I saw that there was information there.
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I uvidio sam da tu postoje informacije.
00:54
There was data within the streams of news that we consume.
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Postoje podaci u tim strujama vijesti koje konzumiramo.
00:57
All this noise around us actually has information.
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Sav taj šum oko nas zapravo sadrži informacije.
01:01
So what I started thinking was,
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Pa sam počeo razmišljati
01:03
perhaps there is something like open source intelligence here.
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da možda postoji nešto poput javno dostupne inteligencije ovdje.
01:06
If we can get enough of these streams of information together,
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Ako dovoljno tih struja vijesti možemo okupiti
01:09
we can perhaps start to understand the war.
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možda možemo početi razumijevati rat.
01:12
So this is exactly what I did. We started bringing a team together,
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Pa sam upravo to učinio. Okupili smo tim,
01:15
an interdisciplinary team of scientists,
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interdisciplinarni tim znanstvenika,
01:17
of economists, mathematicians.
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ekonomista, matematičara.
01:20
We brought these guys together and we started to try and solve this.
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Spojili smo te ljude i počeli s pokušajima da ovo riješimo.
01:23
We did it in three steps.
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Učinili smo to u tri koraka.
01:25
The first step we did was to collect. We did 130 different sources of information --
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Prvi korak je bio prikupljanje. Obradili smo 130 različitih izvora informacija --
01:29
from NGO reports to newspapers and cable news.
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od izvješća neprofitnih organizacija do novina i kablovskih vijesti.
01:32
We brought this raw data in and we filtered it.
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Unijeli smo sirove podatke i filtrirali ih.
01:35
We extracted the key bits on information to build the database.
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Izvukli smo ključne dijelove informacija i izgradili bazu podataka.
01:38
That database contained
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Baza je sadržavala
01:40
the timing of attacks,
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vrijeme napada,
01:42
the location, the size and the weapons used.
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lokaciju, snagu i oružje koje se upotrijebilo.
01:44
It's all in the streams of information we consume daily,
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Sve je to u strujama informacija koje dnevno trošimo,
01:47
we just have to know how to pull it out.
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i samo moramo znati kako to izvući.
01:49
And once we had this we could start doing some cool stuff.
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A kad smo to učinili, mogli smo početi s nekim sjajnim stvarima.
01:51
What if we were to look at the distribution of the sizes of attacks?
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Što ako pogledamo distribuciju snage napada?
01:54
What would that tell us?
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Što bi nam to reklo?
01:56
So we started doing this. And you can see here
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Pa smo počeli s time. I ovdje vidite
01:58
on the horizontal axis
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na vodoravnoj osi
02:00
you've got the number of people killed in an attack
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imate broj ljudi ubijenih u napadu
02:02
or the size of the attack.
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odnosno snagu napada.
02:04
And on the vertical axis you've got the number of attacks.
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A na okomitoj osi imate broj napada.
02:07
So we plot data for sample on this.
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Pa smo ucrtali podatke da dobijemo uzorak.
02:09
You see some sort of random distribution --
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Vidite neku vrstu slučajne distribucije --
02:11
perhaps 67 attacks, one person was killed,
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možda 67 napada, jednu ubijenu osobu,
02:14
or 47 attacks where seven people were killed.
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ili 47 napada u kojima je ubijeno sedam osoba.
02:17
We did this exact same thing for Iraq.
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Baš ovo smo uradili i za Irak.
02:19
And we didn't know, for Iraq what we were going to find.
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I nismo znali što ćemo otkriti.
02:22
It turns out what we found was pretty surprising.
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Pokazuje se da smo otkrili nešto prilično iznenađujuće.
02:26
You take all of the conflict,
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Uzmete sve sukobe,
02:28
all of the chaos, all of the noise,
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sav kaos, sve te šumove,
02:30
and out of that
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i iz toga
02:32
comes this precise mathematical distribution
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proiziđe ova precizna matematička distribucija
02:34
of the way attacks are ordered in this conflict.
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onoga kako napadi izgledaju u ovom sukobu.
02:37
This blew our mind.
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Ovo nas je zaprepastilo.
02:39
Why should a conflict like Iraq have this
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Zašto bi sukob poput iračkog pokazao ovo
02:43
as its fundamental signature?
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kao svoj fundamentalni potpis?
02:45
Why should there be order in war?
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Zašto bi postojao nekakav red u ratu?
02:47
We didn't really understand that.
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Nismo to zaista razumjeli.
02:49
We thought maybe there is something special about Iraq.
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Mislili smo da možda ima nešto posebno u iračkom ratu.
02:53
So we looked at a few more conflicts.
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Pa smo pogledali još neke sukobe.
02:55
We looked at Colombia, we looked at Afghanistan,
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Pogledali smo Kolumbiju, pogledali smo Afganistan,
02:57
and we looked at Senegal.
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i Senegal.
02:59
And the same pattern emerged in each conflict.
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I isti se uzorak pojavio u svakom sukobu.
03:01
This wasn't supposed to happen.
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Ovo se nije trebalo dogoditi.
03:03
These are different wars, with different religious factions,
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To su različiti ratovi, s različitim vjerskim skupinama,
03:06
different political factions, and different socioeconomic problems.
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različitim političkim frakcijama i različitim socioekonomskim problemima.
03:09
And yet the fundamental patterns underlying them
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Pa ipak, fundamentalni uzorak u temeljima
03:13
are the same.
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bio je isti za sve.
03:16
So we went a little wider.
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Pa smo proširili promatranje.
03:18
We looked around the world at all the data we could get our hands on.
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Pogledali smo po svijetu, sve podatke do kojih smo mogli doći.
03:21
From Peru to Indonesia,
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Od Perua do Indonezije,
03:24
we studied this same pattern again.
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opet smo proučavali isti uzorak.
03:26
And we found that not only
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I otkrili smo ne samo da su
03:29
were the distributions these straight lines,
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distribucije ove ravne linije,
03:31
but the slope of these lines, they clustered around
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već i nagib tih linija, da se grupiraju oko
03:33
this value of alpha equals 2.5.
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vrijednosti Alfa od 2,5.
03:36
And we could generate an equation
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Pa smo mogli napisati jednadžbu
03:38
that could predict the likelihood of an attack.
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koja bi predvidjela vjerojatnost napada.
03:41
What we're saying here
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Ono o čemu govorimo jest
03:43
is the probability of an attack killing X number of people
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da je vjerojatnost kako će napad ubiti X ljudi
03:47
in a country like Iraq
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u zemlji poput Iraka,
03:49
is equal to a constant, times the size of that attack,
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jednak konstanti, puta snaga napada,
03:52
raised to the power of negative alpha.
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a sve na potenciju negativnog Alfa.
03:55
And negative alpha is the slope of that line I showed you before.
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A negativni Alfa je nagib linije koju sam vam već pokazao.
04:01
So what?
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Pa što?
04:03
This is data, statistics. What does it tell us about these conflicts?
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Ovo su podaci, statistika. Što nam ona govori o tim sukobima?
04:06
That was a challenge we had to face as physicists.
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S tim smo se izazovom morali suočiti kao fizičari.
04:09
How do we explain this?
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Kako to objasniti?
04:12
And what we really found was that alpha,
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A ono što smo doista otkrili je da,
04:14
if we think about it, is the organizational
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ako doista promislimo o tome, Alfa predstavlja
04:16
structure of the insurgency.
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organizacijsku strukturu pobune.
04:19
Alpha is the distribution of the sizes of attacks,
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Alfa je distribucija snaga napada,
04:22
which is really the distribution
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koja je zapravo distribucija
04:24
of the group strength carrying out the attacks.
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snage skupine koja izvodi napade.
04:26
So we look at a process of group dynamics:
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Pa smo promotrili proces dinamike skupine --
04:28
coalescence and fragmentation,
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ujedinjenje i fragmentaciju.
04:31
groups coming together, groups breaking apart.
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Skupine koje se ujedinjuju. Skupine u raspadanju.
04:33
And we start running the numbers on this. Can we simulate it?
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I počeli smo analizirati te brojke. Možemo li to simulirati?
04:36
Can we create the kind of patterns that we're seeing
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Možemo li stvoriti takve uzorke kakve vidimo
04:39
in places like Iraq?
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na mjestima poput Iraka?
04:42
Turns out we kind of do a reasonable job.
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Pokazuje se da nam uspijeva razumno dobro.
04:44
We can run these simulations.
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Možemo pokrenuti simulacije.
04:46
We can recreate this using a process of group dynamics
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Možemo to ponovno stvoriti rabeći proces dinamike skupine
04:49
to explain the patterns that we see
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kako bismo objasnili uzorke koje vidimo
04:51
all around the conflicts around the world.
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posvuda u sukobima širom svijeta.
04:56
So what's going on?
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Pa, što se događa?
04:58
Why should these different -- seemingly different conflicts
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Zašto bi ti različiti – naizgled različiti sukobi
05:01
have the same patterns?
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pokazivali isti uzorak?
05:03
Now what I believe is going on is that
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Ono što ja vjerujem je
05:06
the insurgent forces, they evolve over time. They adapt.
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da pobunjeničke snage evoluiraju tijekom vremena. Prilagođavaju se.
05:10
And it turns out there is only one solution
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I pokazuje se da postoji samo jedno rješenje
05:12
to fight a much stronger enemy.
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u borbi protiv puno jačeg neprijatelja.
05:14
And if you don't find that solution as an insurgent force,
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A ako ste pobunjenici i ne nađete to rješenje,
05:17
you don't exist.
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tada ne postojite.
05:19
So every insurgent force that is ongoing,
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Pa svaka pobunjenička sila koja opstaje,
05:21
every conflict that is ongoing,
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svaki sukob koji traje,
05:23
it's going to look something like this.
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izgleda nekako ovako.
05:25
And that is what we think is happening.
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I to je ono što mislimo da se događa.
05:28
Taking it forward, how do we change it?
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Gledajući unaprijed, kako to možemo promijeniti?
05:30
How do we end a war like Iraq?
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Kako okončati rat poput iračkog?
05:32
What does it look like?
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Kako to izgleda?
05:34
Alpha is the structure. It's got a stable state at 2.5.
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Alfa je struktura. Njezino stabilno stanje je pri vrijednosti od 2,5.
05:37
This is what wars look like when they continue.
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Tako izgledaju ratovi koji traju.
05:41
We've got to change that.
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Moramo to promijeniti.
05:43
We can push it up:
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Možemo to gurnuti prema gore.
05:45
the forces become more fragmented;
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Snage postaju usitnjenije.
05:47
there is more of them, but they are weaker.
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Ima ih više, ali su slabiji.
05:51
Or we push it down:
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Ili to možemo pogurati nadolje.
05:53
they're more robust; there is less groups;
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Snažniji su. Ima manje skupina.
05:55
but perhaps you can sit and talk to them.
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Ali možda možemo sjesti i s njima razgovarati.
05:59
So this graph here, I'm going to show you now.
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Pa ovaj grafikon, sada ću vam ga pokazati.
06:01
No one has seen this before. This is literally
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Nitko ovo još nije vidio. Ovo je doslovno
06:04
stuff that we've come through last week.
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ono što smo otkrili prošli tjedan.
06:06
And we see the evolution of Alpha through time.
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Vidimo evoluciju Alfa vrijednosti kroz vrijeme.
06:10
We see it start. And we see it grow up to the stable state
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Vidimo početak. Vidimo rast do stabilnog stanja
06:13
the wars around the world look like.
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kako izgledaju ratovi širom svijeta.
06:15
And it stays there through the invasion of Fallujah
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I vrijednost ostaje takva tijekom invazije na Faludžu
06:18
until the Samarra bombings in the
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sve do bombardiranja u Samarri
06:20
Iraqi elections of '06.
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na iračkim izborima 2006.
06:23
And the system gets perturbed. It moves upwards
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I sustav se preokreće. Giba se nagore
06:25
to a fragmented state.
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u fragmentirano stanje.
06:27
This is when the surge happens.
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Ovdje se događa pobuna.
06:29
And depending on who you ask,
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I, ovisno o tome koga pitate,
06:31
the surge was supposed to push it up even further.
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pobuna ju je trebala gurnuti još više gore.
06:34
The opposite happened.
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A dogodilo se suprotno.
06:36
The groups became stronger.
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Skupine su postale jače.
06:38
They became more robust.
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Postale su moćnije.
06:40
And so I'm thinking, right, great, it's going to keep going down.
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Pa si mislim, dobro, sjajno, nastavit će se spuštati.
06:43
We can talk to them. We can get a solution. The opposite happened.
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Možemo razgovarati s njima. Možemo naći rješenje. A dogodilo se obrnuto.
06:46
It's moved up again. The groups are more fragmented.
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Opet je krenulo prema gore. Skupine su usitnjenije.
06:49
And this tells me one of two things.
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A to mi govori jednu od dvije stvari.
06:51
Either we're back where we started
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Ili se nalazimo na početku,
06:54
and the surge has had no effect;
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i pobuna nije imala učinka.
06:56
or finally the groups have been fragmented to the extent
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Ili su, napokon, skupine do te mjere usitnjene
07:00
that we can start to think about maybe moving out.
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da možemo početi razmišljati o izvlačenju.
07:04
I don't know what the answer is to that.
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Ne znam koji je odgovor na to pitanje.
07:06
But I know that we should be looking at the structure of the insurgency
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Ali znam da bismo trebali promatrati strukturu pobune
07:09
to answer that question.
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kako bismo odgovorili na to pitanje.
07:11
Thank you.
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Hvala vam.
07:13
(Applause)
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(Pljesak)
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