[Script Info]
Title: 
[Events]
Format: Layer, Start, End, Style, Name, MarginL, MarginR, MarginV, Effect, Text
Dialogue: 0,0:00:13.26,0:00:18.56,Default,,0000,0000,0000,,Welcome to my talk. Thanks for your nice introduction and the nice welcoming from you guys!
Dialogue: 0,0:00:18.56,0:00:25.47,Default,,0000,0000,0000,,You see the talk has the allusive name "Surveillance and language"
Dialogue: 0,0:00:25.47,0:00:28.34,Default,,0000,0000,0000,,which obviously alludes to Foucault with "Surveillance and punish" (Discipline and Punish in English)
Dialogue: 0,0:00:28.34,0:00:36.12,Default,,0000,0000,0000,,However, long before Foucault presented the genesis of the disciplinary society,
Dialogue: 0,0:00:36.12,0:00:41.59,Default,,0000,0000,0000,,you find a lovely moral tale in a children's book,
Dialogue: 0,0:00:41.59,0:00:48.78,Default,,0000,0000,0000,,which is named "The Kid in the glass house" by Heinrich Oswalt, written in 1877 and very foreshadowing
Dialogue: 0,0:00:48.78,0:00:53.11,Default,,0000,0000,0000,,{\i1}In Frankfurt lives a glazier master,\NMr. Lebrecht Sheibenmann his name;{\i0}
Dialogue: 0,0:00:53.11,0:00:56.96,Default,,0000,0000,0000,,{\i1}He had a little daughter,\NWho never wanted to be washed.{\i0}
Dialogue: 0,0:00:56.96,0:00:59.58,Default,,0000,0000,0000,,{\i1}And Gretchen came with sponge and soap,\NSo the bad girl ran away;{\i0}
Dialogue: 0,0:00:59.58,0:01:04.41,Default,,0000,0000,0000,,{\i1}It even flipped the washing table -\NThe water flooded the house.{\i0}
Dialogue: 0,0:01:04.41,0:01:09.70,Default,,0000,0000,0000,,{\i1}So Mr. Lebrecht Scheibenmann began\Nto build a strange house,{\i0}
Dialogue: 0,0:01:09.70,0:01:13.52,Default,,0000,0000,0000,,{\i1}A house made only of glass, that, alas!\NWas transparent throughout.{\i0}
Dialogue: 0,0:01:13.52,0:01:16.48,Default,,0000,0000,0000,,And in this glass house\Nthe bad daughter was then seated.
Dialogue: 0,0:01:16.48,0:01:19.74,Default,,0000,0000,0000,,So that, in order to see,\NPeople stopped on the street.
Dialogue: 0,0:01:19.74,0:01:23.58,Default,,0000,0000,0000,,{\i1}So the kid was ashamed and ran around\NIn the entire house and screamed:{\i0}
Dialogue: 0,0:01:23.58,0:01:26.36,Default,,0000,0000,0000,,{\i1}"Where can I hide?\NYou can see me from everywhere!{\i0}
Dialogue: 0,0:01:26.36,0:01:31.84,Default,,0000,0000,0000,,{\i1}The roof, the cellar, every room\NIs made of glass! you can always see me!"{\i0}
Dialogue: 0,0:01:31.84,0:01:35.97,Default,,0000,0000,0000,,{\i1}The mother said: "My dear child!\NThere is a quick fix to that:{\i0}
Dialogue: 0,0:01:35.97,0:01:40.36,Default,,0000,0000,0000,,{\i1}If people see you decent\NThey will pass by;{\i0}
Dialogue: 0,0:01:40.36,0:01:43.47,Default,,0000,0000,0000,,{\i1}[...]\NThe daughter remembered that;\NAnd tried to be seemly.{\i0}
Dialogue: 0,0:01:43.47,0:01:46.83,Default,,0000,0000,0000,,{\i1}And because it no longer screamed while washing,\NOther people never laughed;{\i0}
Dialogue: 0,0:01:46.83,0:01:50.79,Default,,0000,0000,0000,,{\i1}Since everyone who peeked into the house,\NSees a kid that's very seemly.{\i0}
Dialogue: 0,0:01:50.79,0:01:54.89,Default,,0000,0000,0000,,{\i1}And if you have your own child, you people,\NThat always screams while washing,{\i0}
Dialogue: 0,0:01:54.89,0:02:01.43,Default,,0000,0000,0000,,{\i1}Just tell it Mr. Lebrecht Scheibenmann,\NHe will deliver you a glass house immediately.{\i0}
Dialogue: 0,0:02:01.43,0:02:09.94,Default,,0000,0000,0000,,Yes, there... tentative approaches to applausing {\i1}laughs{\i0}\N{\i1}Applause{\i0}
Dialogue: 0,0:02:09.94,0:02:13.49,Default,,0000,0000,0000,,Yes, interesting story, that is certainly fitting for our times
Dialogue: 0,0:02:13.49,0:02:21.26,Default,,0000,0000,0000,,as Lebrecht Scheibenmann is named Keith Alexander and works for the NSA
Dialogue: 0,0:02:21.94,0:02:26.31,Default,,0000,0000,0000,,The NSA has made glass houses out of all our homes
Dialogue: 0,0:02:26.31,0:02:29.13,Default,,0000,0000,0000,,we can all be seen in these glass houses
Dialogue: 0,0:02:29.13,0:02:39.56,Default,,0000,0000,0000,,and you don't know, or at least I'm quite sure that one pursues educational purposes
Dialogue: 0,0:02:39.56,0:02:43.35,Default,,0000,0000,0000,,that certain actions are no longer acceptable
Dialogue: 0,0:02:43.35,0:02:47.32,Default,,0000,0000,0000,,and that we internalize this observation
Dialogue: 0,0:02:47.32,0:02:51.55,Default,,0000,0000,0000,,Regarding this observation, language obviously plays a very important role
Dialogue: 0,0:02:51.55,0:02:56.54,Default,,0000,0000,0000,,Many of our statements take place in the medium of language
Dialogue: 0,0:02:56.54,0:03:05.66,Default,,0000,0000,0000,,This has also given hackers the idea to trick the NSA with a site like "Hello NSA"
Dialogue: 0,0:03:05.66,0:03:16.77,Default,,0000,0000,0000,,A website which assembles suspicious words into messages like a "bullshitter"
Dialogue: 0,0:03:16.77,0:03:23.90,Default,,0000,0000,0000,,and these are then tweeted, mailed or chatted upon
Dialogue: 0,0:03:23.90,0:03:30.40,Default,,0000,0000,0000,,to achieve something like the "operation Troll the NSA:
Dialogue: 0,0:03:30.40,0:03:35.88,Default,,0000,0000,0000,,that you can jam the NSA scanners, so that you can execute a DDOS attack
Dialogue: 0,0:03:35.88,0:03:44.37,Default,,0000,0000,0000,,simply by sending too much content, which is basically suspicious on the basis of keywords
Dialogue: 0,0:03:44.37,0:03:50.91,Default,,0000,0000,0000,,The point of my presentation is showing that the image of the NSA is wrong.
Dialogue: 0,0:03:50.91,0:03:55.39,Default,,0000,0000,0000,,We cannot assume that at the NSA people really print something
Dialogue: 0,0:03:55.39,0:04:05.36,Default,,0000,0000,0000,,as soon as a keyword is displayed and {\i1}laughter{\i0} start to analyse everything
Dialogue: 0,0:04:05.40,0:04:10.97,Default,,0000,0000,0000,,and look at it closer and do a qualitative evaluation
Dialogue: 0,0:04:11.06,0:04:13.52,Default,,0000,0000,0000,,and this certainly is a very intensive task
Dialogue: 0,0:04:13.52,0:04:26.50,Default,,0000,0000,0000,,and therefore a keyword spam DDoS would certainly be ineffective
Dialogue: 0,0:04:28.90,0:04:34.10,Default,,0000,0000,0000,,You all have probably read the thanksgiving talkingpoints of the NSA.
Dialogue: 0,0:04:34.10,0:04:41.88,Default,,0000,0000,0000,,I don't know if you stumbled across it, that under the 4th point there is something utterly important
Dialogue: 0,0:04:41.88,0:04:47.89,Default,,0000,0000,0000,,"NSA brings together the best linguists, analysts, mathematicians, engineers and computer scientists
Dialogue: 0,0:04:47.89,0:04:52.25,Default,,0000,0000,0000,,in the United States."\Nand the linguists are named first.
Dialogue: 0,0:04:52.25,0:04:56.29,Default,,0000,0000,0000,,{\i1}slight laughter{\i0}
Dialogue: 0,0:04:56.29,0:05:02.06,Default,,0000,0000,0000,,So you can see that the NSA is definitely aware of language as an important medium
Dialogue: 0,0:05:02.06,0:05:08.60,Default,,0000,0000,0000,,and which is also very important to them. In that it surely makes sense to deal with that
Dialogue: 0,0:05:08.60,0:05:16.76,Default,,0000,0000,0000,,It happens that the secretary of the Interior has leaked the most recent analysing software, the "Advanced Security Toolkit"
Dialogue: 0,0:05:16.76,0:05:25.51,Default,,0000,0000,0000,,Developed by the Von-Leitner-Institute for distributed realtime java. {\i1}laughter{\i0}
Dialogue: 0,0:05:27.53,0:05:31.19,Default,,0000,0000,0000,,First, we'll look at today's mission.
Dialogue: 0,0:05:31.19,0:05:35.91,Default,,0000,0000,0000,,Today's task is to check out the German blogosphere
Dialogue: 0,0:05:35.91,0:05:40.19,Default,,0000,0000,0000,,that seems to be radicalizing since the government's take-over by the grand coalition
Dialogue: 0,0:05:40.19,0:05:47.93,Default,,0000,0000,0000,,it's important to check if actions are in preparation to identify radical subjects if necessary,
Dialogue: 0,0:05:47.93,0:05:59.75,Default,,0000,0000,0000,,which are especially striking. As a start, we choose our targets, of course some are suggested to us
Dialogue: 0,0:05:59.75,0:06:03.87,Default,,0000,0000,0000,,Unfortunately I can only present a small selection of possible targets. I would have loved to take more
Dialogue: 0,0:06:03.87,0:06:06.24,Default,,0000,0000,0000,,There are a few socio-critical blogs and news sites
Dialogue: 0,0:06:06.24,0:06:11.90,Default,,0000,0000,0000,,like blog.fefe.de, Indymedia, Mädchenmannschaft, Netzpolitik.org, rebellmarkt.blogger.de
Dialogue: 0,0:06:11.90,0:06:18.36,Default,,0000,0000,0000,,And religiously motivated websites like kreuz.net islambruderschaft.com blog and discussion board salafistic
Dialogue: 0,0:06:18.36,0:06:23.23,Default,,0000,0000,0000,,and of course we confirm the selection. This is a very sensitive selection
Dialogue: 0,0:06:23.23,0:06:31.68,Default,,0000,0000,0000,,The following analyses are possible. Naturally, I can only show a selection of possible analytic tools today
Dialogue: 0,0:06:31.68,0:06:36.42,Default,,0000,0000,0000,,I wish I could show lots more, but there won't be enough time.
Dialogue: 0,0:06:36.42,0:06:42.36,Default,,0000,0000,0000,,First we'll look at what authors write about possible sensitive targets
Dialogue: 0,0:06:42.36,0:06:46.19,Default,,0000,0000,0000,,Meaning we'll make a target analysis.
Dialogue: 0,0:06:46.19,0:06:55.98,Default,,0000,0000,0000,,On the basis of Name Entity Recognition it examines the collocation for possible terror targets
Dialogue: 0,0:06:55.98,0:07:04.39,Default,,0000,0000,0000,,We have to... what is this? ...let's have a look in the manual, what Named Entities are
Dialogue: 0,0:07:04.39,0:07:08.65,Default,,0000,0000,0000,,since it is our first day today
Dialogue: 0,0:07:08.65,0:07:19.58,Default,,0000,0000,0000,,First of all, Named Entities are expressions which distinguish one entity clearly from other entities with similar attributes
Dialogue: 0,0:07:19.58,0:07:25.14,Default,,0000,0000,0000,,Spontaneously one thinks of names, but it's not trivial to say what a name is
Dialogue: 0,0:07:25.14,0:07:31.69,Default,,0000,0000,0000,,Accordingly, Named Entity Recognition is the procedure with which one identifies such Named Entities
Dialogue: 0,0:07:31.69,0:07:43.89,Default,,0000,0000,0000,,There sure are different classes of Named Entities, e.g. people, organisations, places
Dialogue: 0,0:07:43.89,0:07:51.22,Default,,0000,0000,0000,,Sometimes it's not very clear what belongs to a certain Named Entity, e.g. "der Bundestag" (Lower House of German Parliament)
Dialogue: 0,0:07:51.22,0:07:57.36,Default,,0000,0000,0000,,this can be a geographical place as well as an organisation
Dialogue: 0,0:08:02.10,0:08:06.24,Default,,0000,0000,0000,,Now we still need to know what collocations are
Dialogue: 0,0:08:06.24,0:08:12.41,Default,,0000,0000,0000,,They are statistically overly random frequent word combinations
Dialogue: 0,0:08:12.41,0:08:22.85,Default,,0000,0000,0000,,so "we define a collocation as a combination of two words, that exhibit a tendency to occur near each other in natural language that is to cooccur”
Dialogue: 0,0:08:22.85,0:08:27.37,Default,,0000,0000,0000,,like "take a road", "go down a road"
Dialogue: 0,0:08:27.37,0:08:31.76,Default,,0000,0000,0000,,Those are typical connections between the words "road", "go down", or "take"
Dialogue: 0,0:08:31.76,0:08:41.02,Default,,0000,0000,0000,,and these connections form collocations if they are overly random
Dialogue: 0,0:08:41.02,0:08:44.93,Default,,0000,0000,0000,,as we could determine with statistical tests
Dialogue: 0,0:08:44.93,0:08:48.31,Default,,0000,0000,0000,,and we can observe them in natural language
Dialogue: 0,0:08:48.31,0:08:53.57,Default,,0000,0000,0000,,One example - you don't need to read that now - I wanted to show an example for the word "Spezialexperte"
Dialogue: 0,0:08:53.57,0:08:59.10,Default,,0000,0000,0000,,you can see the "keyword in context" here, being the requested key word
Dialogue: 0,0:08:59.10,0:09:07.24,Default,,0000,0000,0000,,and you can see the contexts of this word, so apparently they haven't found a "chosen special expert for internet issues"
Dialogue: 0,0:09:07.24,0:09:12.34,Default,,0000,0000,0000,,We won't have to make a quiz game of what blog it could come from
Dialogue: 0,0:09:12.34,0:09:15.22,Default,,0000,0000,0000,,What you do then, for a collocation analysis you examine contexts
Dialogue: 0,0:09:15.22,0:09:22.46,Default,,0000,0000,0000,,e.g. here five words on the left, five words on the right till the beginning or end of a sentence
Dialogue: 0,0:09:22.46,0:09:28.83,Default,,0000,0000,0000,,You just count the words that are in the blue area
Dialogue: 0,0:09:28.83,0:09:35.83,Default,,0000,0000,0000,,and you compare the relative frequency with the words which are on the left and right in the white area
Dialogue: 0,0:09:35.83,0:09:43.95,Default,,0000,0000,0000,,If a word appears significantly more frequent in the blue area, you can say it is a collocation of the word "Spezialexperte"
Dialogue: 0,0:09:43.95,0:09:49.53,Default,,0000,0000,0000,,What is striking here for example is "kriegen" or "Adobe-Spezialexperten" {\i1}laughter{\i0}
Dialogue: 0,0:09:49.53,0:09:58.40,Default,,0000,0000,0000,,You can visualize collocation as graphs {\i1}laughter{\i0}
Dialogue: 0,0:09:59.67,0:10:05.96,Default,,0000,0000,0000,,The knots denote lexemes (I'm not sure what's there to laugh about)
Dialogue: 0,0:10:05.96,0:10:12.17,Default,,0000,0000,0000,,(that's serious linguistics!) and the edges denote "is collocation of"
Dialogue: 0,0:10:12.17,0:10:18.62,Default,,0000,0000,0000,,So here you see "the best of the best, sir", Sarrazin and Mehdorn belong there.
Dialogue: 0,0:10:18.62,0:10:24.26,Default,,0000,0000,0000,,It proliferates a little more. "Adobe-Backup", "Backup-Spezialexperten“ … interesting
Dialogue: 0,0:10:24.26,0:10:34.88,Default,,0000,0000,0000,,Ok. Now we are in the area of the target analysis. Let's start the analysis.
Dialogue: 0,0:10:34.88,0:10:43.24,Default,,0000,0000,0000,,What is it we are doing there? What we're doing is recognizing all Named Entities in all Corpora
Dialogue: 0,0:10:43.24,0:10:49.54,Default,,0000,0000,0000,,We first calculate it with methods of mechanical learning.
Dialogue: 0,0:10:49.54,0:10:53.41,Default,,0000,0000,0000,,Meaning you examine certain contexts in which the Named Entities stand.
Dialogue: 0,0:10:53.41,0:10:59.36,Default,,0000,0000,0000,,We have a training corpus which already knows what Named Entities are
Dialogue: 0,0:10:59.36,0:11:07.57,Default,,0000,0000,0000,,e.g. that "Bundestag" is an organisation and the software learns from these contexts
Dialogue: 0,0:11:07.57,0:11:16.91,Default,,0000,0000,0000,,what typical contexts for such Named Entities are and tries to apply them to new Corpora
Dialogue: 0,0:11:16.91,0:11:23.16,Default,,0000,0000,0000,,What we're doing here: we identify in all corpora, in all blogs, that we examine, the Named Entities.
Dialogue: 0,0:11:23.16,0:11:28.31,Default,,0000,0000,0000,,we categorize these Named Entities after people, organisation, geographical locations and other
Dialogue: 0,0:11:28.31,0:11:32.41,Default,,0000,0000,0000,,and then we calculate the collocations to the relevant Named Entities.
Dialogue: 0,0:11:32.41,0:11:37.35,Default,,0000,0000,0000,,e.g. "Angela Merkel" could be interesting or something
Dialogue: 0,0:11:37.35,0:11:45.28,Default,,0000,0000,0000,,And then we also look in the collocations, if they contain any danger words
Dialogue: 0,0:11:45.28,0:11:50.63,Default,,0000,0000,0000,,Meaning words that indicate terror plans or others. Now we'll do that.
Dialogue: 0,0:11:50.63,0:12:02.16,Default,,0000,0000,0000,,The analysis seems to be finished and the result is, we have danger level 1 of 5, so it's not really tragic
Dialogue: 0,0:12:02.16,0:12:12.73,Default,,0000,0000,0000,,the software suggests a check of the danger level regarding Berlin
Dialogue: 0,0:12:12.73,0:12:17.38,Default,,0000,0000,0000,,being the location of donalphonso, the blogger of Rebellmarkt
Dialogue: 0,0:12:17.38,0:12:31.77,Default,,0000,0000,0000,,A potential target of Fefe is the SPD (Social Democratic Party) {\i1}laughter{\i0} and the Maedchenmannschaft one is "Kristina Schroeder" (Minister of Family Affairs)
Dialogue: 0,0:12:31.77,0:12:45.94,Default,,0000,0000,0000,,As an example, we now have gotten an order to see what bad things donalphonso writes about Berlin and if he is planning something
Dialogue: 0,0:12:45.94,0:12:50.22,Default,,0000,0000,0000,,Now we can display collocation graphs or geo-collocations
Dialogue: 0,0:12:50.22,0:13:00.59,Default,,0000,0000,0000,,This means that we have a map and at the places which donalphonso writes about there are the correspondent collocations
Dialogue: 0,0:13:00.59,0:13:07.15,Default,,0000,0000,0000,,In America he writes about Boyd and culture, lone perpetrators, confused and "hate mail" and stuff
Dialogue: 0,0:13:07.15,0:13:15.44,Default,,0000,0000,0000,,Germany, Middle Europe is in the focus of course. It goes down till Italy
Dialogue: 0,0:13:15.44,0:13:20.44,Default,,0000,0000,0000,,There you can also see what donalphonso writes about
Dialogue: 0,0:13:20.44,0:13:26.23,Default,,0000,0000,0000,,We're approaching Berlin. There are too many collocations to evaluate
Dialogue: 0,0:13:26.23,0:13:35.80,Default,,0000,0000,0000,,So we look at our collocation graph and look for references to terror that could take place
Dialogue: 0,0:13:35.80,0:13:45.69,Default,,0000,0000,0000,,I'll read out some: " „Berlin“, „Slum“, „Reichshauptslum“, „arm“, „Transferleistung“, „abscheulich“, „Berliner Hipster“ {\i1}laughter{\i0}
Dialogue: 0,0:13:45.69,0:13:54.27,Default,,0000,0000,0000,,While this may show quite a negative attitude towards the subject, it's not exactly suspicious of terror.
Dialogue: 0,0:13:54.27,0:14:01.30,Default,,0000,0000,0000,,The other potential target were the organisations "SPD" with Fefe
Dialogue: 0,0:14:01.30,0:14:13.57,Default,,0000,0000,0000,,We'll look at the collocation graph. Fefe and the SPD. {\i1}laughter{\i0}{\i1}applause{\i0}
Dialogue: 0,0:14:13.57,0:14:17.79,Default,,0000,0000,0000,,hey „betrayer party“, „fall-over party“, let's turn back briefly
Dialogue: 0,0:14:17.79,0:14:20.86,Default,,0000,0000,0000,,In total, in the entire list we really found words such as:
Dialogue: 0,0:14:20.86,0:14:36.77,Default,,0000,0000,0000,,„hang“, „force“, „top candidate“, „betrayer party“, "fall-over party“, „pest“, „cholera“ {\i1}laughter{\i0}{\i1}applause{\i0}
Dialogue: 0,0:14:36.77,0:14:42.28,Default,,0000,0000,0000,,If we look at the collocation graph, we can already see that those are accusations
Dialogue: 0,0:14:42.28,0:14:54.02,Default,,0000,0000,0000,,But Fefe is not planning to finish the top candidate off
Dialogue: 0,0:14:56.16,0:15:02.48,Default,,0000,0000,0000,,Let's continue with the ideology monitor. We'd want to take some measurements now...
Dialogue: 0,0:15:02.48,0:15:15.53,Default,,0000,0000,0000,,It has been proven that the NSA has filed many software patents for algorithms about Named Entity Recognition
Dialogue: 0,0:15:15.53,0:15:19.69,Default,,0000,0000,0000,,There has been quite some research going on some time ago
Dialogue: 0,0:15:19.69,0:15:27.71,Default,,0000,0000,0000,,But first you find out what interesting targets are and what is said about them
Dialogue: 0,0:15:27.71,0:15:34.23,Default,,0000,0000,0000,,You can certainly improve that by measuring ideologies.
Dialogue: 0,0:15:34.23,0:15:44.23,Default,,0000,0000,0000,,What we want to calculate now is the similarity of texts, from blogs to certain ideologies
Dialogue: 0,0:15:44.23,0:15:53.43,Default,,0000,0000,0000,,We have the possibility of measuring extreme leftist, rightist or islamistic attitudes
Dialogue: 0,0:15:53.43,0:16:06.58,Default,,0000,0000,0000,,We do this by calculating typical collocations... for a certain corpus
Dialogue: 0,0:16:06.58,0:16:11.99,Default,,0000,0000,0000,,From this corpus we learn. So that's our model of comparison.
Dialogue: 0,0:16:11.99,0:16:18.27,Default,,0000,0000,0000,,
Dialogue: 0,0:16:18.27,0:16:33.51,Default,,0000,0000,0000,,
Dialogue: 0,0:16:33.51,0:16:42.19,Default,,0000,0000,0000,,
Dialogue: 0,0:16:42.19,0:16:52.58,Default,,0000,0000,0000,,
Dialogue: 0,0:16:52.58,0:16:59.97,Default,,0000,0000,0000,,
Dialogue: 0,0:16:59.97,0:17:09.36,Default,,0000,0000,0000,,
Dialogue: 0,0:17:09.36,0:17:15.40,Default,,0000,0000,0000,,
Dialogue: 0,0:17:15.40,0:17:22.90,Default,,0000,0000,0000,,
Dialogue: 0,0:17:22.90,0:17:24.80,Default,,0000,0000,0000,,
Dialogue: 0,0:17:24.80,0:17:34.77,Default,,0000,0000,0000,,
Dialogue: 0,0:17:34.77,0:17:41.75,Default,,0000,0000,0000,,
Dialogue: 0,0:17:41.75,0:17:49.82,Default,,0000,0000,0000,,
Dialogue: 0,0:17:49.82,0:17:56.85,Default,,0000,0000,0000,,
Dialogue: 0,0:17:56.85,0:18:02.37,Default,,0000,0000,0000,,
Dialogue: 0,0:18:02.37,0:18:09.13,Default,,0000,0000,0000,,
Dialogue: 0,0:18:09.13,0:18:16.86,Default,,0000,0000,0000,,
Dialogue: 0,0:18:16.86,0:18:21.56,Default,,0000,0000,0000,,
Dialogue: 0,0:18:21.56,0:18:28.55,Default,,0000,0000,0000,,
Dialogue: 0,0:18:28.55,0:18:35.57,Default,,0000,0000,0000,,
Dialogue: 0,0:18:35.57,0:18:42.58,Default,,0000,0000,0000,,
Dialogue: 0,0:18:42.58,0:18:48.39,Default,,0000,0000,0000,,
Dialogue: 0,0:18:48.39,0:18:54.60,Default,,0000,0000,0000,,
Dialogue: 0,0:18:54.60,0:19:01.24,Default,,0000,0000,0000,,
Dialogue: 0,0:19:01.24,0:19:12.60,Default,,0000,0000,0000,,
Dialogue: 0,0:19:12.60,0:19:17.84,Default,,0000,0000,0000,,
Dialogue: 0,0:19:17.84,0:19:21.43,Default,,0000,0000,0000,,
Dialogue: 0,0:19:21.43,0:19:35.95,Default,,0000,0000,0000,,
Dialogue: 0,0:19:35.95,0:19:42.99,Default,,0000,0000,0000,,
Dialogue: 0,0:19:43.04,0:19:59.38,Default,,0000,0000,0000,,
Dialogue: 0,0:19:59.38,0:20:03.32,Default,,0000,0000,0000,,
Dialogue: 0,0:20:03.32,0:20:13.59,Default,,0000,0000,0000,,
Dialogue: 0,0:20:13.59,0:20:20.41,Default,,0000,0000,0000,,
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Dialogue: 0,0:20:26.15,0:20:37.68,Default,,0000,0000,0000,,
Dialogue: 0,0:20:37.68,0:20:48.99,Default,,0000,0000,0000,,
Dialogue: 0,0:20:48.99,0:20:55.97,Default,,0000,0000,0000,,
Dialogue: 0,0:20:55.97,0:21:06.48,Default,,0000,0000,0000,,
Dialogue: 0,0:21:06.48,0:21:16.11,Default,,0000,0000,0000,,
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Dialogue: 0,0:21:21.70,0:21:26.53,Default,,0000,0000,0000,,
Dialogue: 0,0:21:26.53,0:21:32.99,Default,,0000,0000,0000,,
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Dialogue: 0,0:21:39.44,0:21:45.85,Default,,0000,0000,0000,,
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Dialogue: 0,0:21:50.77,0:21:56.75,Default,,0000,0000,0000,,
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Dialogue: 0,0:22:11.71,0:22:25.20,Default,,0000,0000,0000,,
Dialogue: 0,0:22:25.20,0:22:30.64,Default,,0000,0000,0000,,
Dialogue: 0,0:22:30.64,0:22:36.96,Default,,0000,0000,0000,,
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Dialogue: 0,0:22:41.13,0:22:51.96,Default,,0000,0000,0000,,
Dialogue: 0,0:22:51.96,0:22:57.73,Default,,0000,0000,0000,,
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Dialogue: 0,0:23:40.20,0:23:45.97,Default,,0000,0000,0000,,
Dialogue: 0,0:23:45.97,0:23:55.53,Default,,0000,0000,0000,,
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Dialogue: 0,0:24:09.67,0:24:12.92,Default,,0000,0000,0000,,
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Dialogue: 0,0:24:20.63,0:24:25.13,Default,,0000,0000,0000,,
Dialogue: 0,0:24:25.13,0:24:36.69,Default,,0000,0000,0000,,
Dialogue: 0,0:24:36.69,0:24:44.57,Default,,0000,0000,0000,,
Dialogue: 0,0:24:44.57,0:24:56.47,Default,,0000,0000,0000,,
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Dialogue: 0,0:25:07.85,0:25:11.71,Default,,0000,0000,0000,,
Dialogue: 0,0:25:11.71,0:25:15.44,Default,,0000,0000,0000,,
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Dialogue: 0,0:26:11.27,0:26:21.40,Default,,0000,0000,0000,,
Dialogue: 0,0:26:21.40,0:26:27.57,Default,,0000,0000,0000,,
Dialogue: 0,0:26:27.57,0:26:32.48,Default,,0000,0000,0000,,
Dialogue: 0,0:26:32.48,0:26:38.52,Default,,0000,0000,0000,,
Dialogue: 0,0:26:38.52,0:26:45.32,Default,,0000,0000,0000,,
Dialogue: 0,0:26:45.32,0:26:56.13,Default,,0000,0000,0000,,
Dialogue: 0,0:26:56.13,0:27:03.14,Default,,0000,0000,0000,,
Dialogue: 0,0:27:03.14,0:27:10.84,Default,,0000,0000,0000,,
Dialogue: 0,0:27:10.84,0:27:18.45,Default,,0000,0000,0000,,
Dialogue: 0,0:27:18.45,0:27:27.56,Default,,0000,0000,0000,,
Dialogue: 0,0:27:27.56,0:27:38.75,Default,,0000,0000,0000,,
Dialogue: 0,0:27:38.75,0:27:46.87,Default,,0000,0000,0000,,
Dialogue: 0,0:27:46.87,0:27:53.87,Default,,0000,0000,0000,,
Dialogue: 0,0:27:53.87,0:28:03.69,Default,,0000,0000,0000,,
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Dialogue: 0,0:28:09.21,0:28:13.73,Default,,0000,0000,0000,,
Dialogue: 0,0:28:13.73,0:28:18.60,Default,,0000,0000,0000,,
Dialogue: 0,0:28:18.60,0:28:27.73,Default,,0000,0000,0000,,
Dialogue: 0,0:28:27.73,0:28:36.62,Default,,0000,0000,0000,,
Dialogue: 0,0:28:36.62,0:28:45.59,Default,,0000,0000,0000,,
Dialogue: 0,0:28:45.59,0:28:51.45,Default,,0000,0000,0000,,
Dialogue: 0,0:28:51.45,0:28:55.79,Default,,0000,0000,0000,,
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Dialogue: 0,0:29:09.35,0:29:16.91,Default,,0000,0000,0000,,
Dialogue: 0,0:29:16.91,0:29:21.31,Default,,0000,0000,0000,,
Dialogue: 0,0:29:21.31,0:29:26.95,Default,,0000,0000,0000,,
Dialogue: 0,0:29:26.95,0:29:32.64,Default,,0000,0000,0000,,
Dialogue: 0,0:29:32.64,0:29:34.62,Default,,0000,0000,0000,,
Dialogue: 0,0:29:34.62,0:29:54.92,Default,,0000,0000,0000,,
Dialogue: 0,0:29:54.92,0:29:58.34,Default,,0000,0000,0000,,
Dialogue: 0,0:29:58.34,0:30:01.82,Default,,0000,0000,0000,,
Dialogue: 0,0:30:01.82,0:30:06.66,Default,,0000,0000,0000,,
Dialogue: 0,0:30:06.66,0:30:14.67,Default,,0000,0000,0000,,
Dialogue: 0,0:30:14.67,0:30:22.89,Default,,0000,0000,0000,,
Dialogue: 0,0:30:22.89,0:30:26.55,Default,,0000,0000,0000,,
Dialogue: 0,0:30:26.55,0:30:29.31,Default,,0000,0000,0000,,
Dialogue: 0,0:30:29.31,0:30:36.76,Default,,0000,0000,0000,,
Dialogue: 0,0:30:36.76,0:30:40.44,Default,,0000,0000,0000,,
Dialogue: 0,0:30:40.44,0:30:48.29,Default,,0000,0000,0000,,
Dialogue: 0,0:30:48.29,0:30:58.71,Default,,0000,0000,0000,,
Dialogue: 0,0:30:58.71,0:31:09.79,Default,,0000,0000,0000,,
Dialogue: 0,0:31:09.79,0:31:17.77,Default,,0000,0000,0000,,
Dialogue: 0,0:31:17.77,0:31:24.81,Default,,0000,0000,0000,,
Dialogue: 0,0:31:24.81,0:31:30.57,Default,,0000,0000,0000,,
Dialogue: 0,0:31:30.57,0:31:35.86,Default,,0000,0000,0000,,
Dialogue: 0,0:31:35.86,0:31:40.85,Default,,0000,0000,0000,,
Dialogue: 0,0:31:40.85,0:31:50.75,Default,,0000,0000,0000,,
Dialogue: 0,0:31:50.75,0:31:58.70,Default,,0000,0000,0000,,
Dialogue: 0,0:31:58.70,0:32:14.27,Default,,0000,0000,0000,,
Dialogue: 0,0:32:14.27,0:32:19.12,Default,,0000,0000,0000,,
Dialogue: 0,0:32:19.12,0:32:25.69,Default,,0000,0000,0000,,
Dialogue: 0,0:32:25.69,0:32:28.41,Default,,0000,0000,0000,,
Dialogue: 0,0:32:28.41,0:32:33.70,Default,,0000,0000,0000,,
Dialogue: 0,0:32:33.70,0:32:36.13,Default,,0000,0000,0000,,
Dialogue: 0,0:32:36.13,0:32:41.82,Default,,0000,0000,0000,,
Dialogue: 0,0:32:41.82,0:32:46.60,Default,,0000,0000,0000,,
Dialogue: 0,0:32:46.60,0:32:50.25,Default,,0000,0000,0000,,
Dialogue: 0,0:32:50.25,0:33:01.20,Default,,0000,0000,0000,,
Dialogue: 0,0:33:01.20,0:33:03.12,Default,,0000,0000,0000,,
Dialogue: 0,0:33:03.12,0:33:10.84,Default,,0000,0000,0000,,
Dialogue: 0,0:33:10.84,0:33:14.99,Default,,0000,0000,0000,,
Dialogue: 0,0:33:14.99,0:33:25.31,Default,,0000,0000,0000,,
Dialogue: 0,0:33:25.31,0:33:30.33,Default,,0000,0000,0000,,
Dialogue: 0,0:33:30.33,0:33:38.48,Default,,0000,0000,0000,,
Dialogue: 0,0:33:38.48,0:33:45.72,Default,,0000,0000,0000,,
Dialogue: 0,0:33:45.72,0:33:52.40,Default,,0000,0000,0000,,
Dialogue: 0,0:33:52.40,0:33:57.14,Default,,0000,0000,0000,,
Dialogue: 0,0:33:57.14,0:34:04.82,Default,,0000,0000,0000,,
Dialogue: 0,0:34:04.82,0:34:09.82,Default,,0000,0000,0000,,
Dialogue: 0,0:34:09.82,0:34:17.19,Default,,0000,0000,0000,,
Dialogue: 0,0:34:17.19,0:34:23.95,Default,,0000,0000,0000,,
Dialogue: 0,0:34:23.95,0:34:29.85,Default,,0000,0000,0000,,
Dialogue: 0,0:34:29.85,0:34:35.72,Default,,0000,0000,0000,,
Dialogue: 0,0:34:35.72,0:34:42.51,Default,,0000,0000,0000,,
Dialogue: 0,0:34:42.51,0:34:46.43,Default,,0000,0000,0000,,
Dialogue: 0,0:34:46.43,0:34:51.43,Default,,0000,0000,0000,,
Dialogue: 0,0:34:51.43,0:34:55.59,Default,,0000,0000,0000,,
Dialogue: 0,0:34:55.59,0:35:04.24,Default,,0000,0000,0000,,
Dialogue: 0,0:35:04.24,0:35:09.40,Default,,0000,0000,0000,,
Dialogue: 0,0:35:09.40,0:35:15.46,Default,,0000,0000,0000,,
Dialogue: 0,0:35:15.46,0:35:22.58,Default,,0000,0000,0000,,
Dialogue: 0,0:35:22.58,0:35:27.55,Default,,0000,0000,0000,,
Dialogue: 0,0:35:27.55,0:35:31.22,Default,,0000,0000,0000,,
Dialogue: 0,0:35:31.22,0:35:37.48,Default,,0000,0000,0000,,
Dialogue: 0,0:35:37.48,0:35:42.45,Default,,0000,0000,0000,,
Dialogue: 0,0:35:42.45,0:35:49.98,Default,,0000,0000,0000,,
Dialogue: 0,0:35:49.98,0:35:54.36,Default,,0000,0000,0000,,
Dialogue: 0,0:35:54.36,0:36:02.55,Default,,0000,0000,0000,,
Dialogue: 0,0:36:02.55,0:36:10.28,Default,,0000,0000,0000,,
Dialogue: 0,0:36:10.28,0:36:17.34,Default,,0000,0000,0000,,
Dialogue: 0,0:36:17.34,0:36:21.87,Default,,0000,0000,0000,,
Dialogue: 0,0:36:21.87,0:36:25.96,Default,,0000,0000,0000,,
Dialogue: 0,0:36:25.96,0:36:32.71,Default,,0000,0000,0000,,
Dialogue: 0,0:36:32.71,0:36:37.70,Default,,0000,0000,0000,,
Dialogue: 0,0:36:37.70,0:36:41.81,Default,,0000,0000,0000,,
Dialogue: 0,0:36:41.81,0:36:47.32,Default,,0000,0000,0000,,
Dialogue: 0,0:36:47.32,0:36:55.84,Default,,0000,0000,0000,,
Dialogue: 0,0:36:55.84,0:37:02.97,Default,,0000,0000,0000,,
Dialogue: 0,0:37:02.97,0:37:06.56,Default,,0000,0000,0000,,
Dialogue: 0,0:37:06.56,0:37:10.27,Default,,0000,0000,0000,,
Dialogue: 0,0:37:10.27,0:37:16.41,Default,,0000,0000,0000,,
Dialogue: 0,0:37:16.41,0:37:20.24,Default,,0000,0000,0000,,
Dialogue: 0,0:37:20.24,0:37:30.74,Default,,0000,0000,0000,,
Dialogue: 0,0:37:30.74,0:37:32.28,Default,,0000,0000,0000,,
Dialogue: 0,0:37:32.28,0:37:38.43,Default,,0000,0000,0000,,
Dialogue: 0,0:37:38.43,0:37:43.97,Default,,0000,0000,0000,,
Dialogue: 0,0:37:43.97,0:37:54.55,Default,,0000,0000,0000,,
Dialogue: 0,0:37:54.55,0:38:02.73,Default,,0000,0000,0000,,
Dialogue: 0,0:38:02.73,0:38:10.34,Default,,0000,0000,0000,,
Dialogue: 0,0:38:10.34,0:38:16.99,Default,,0000,0000,0000,,
Dialogue: 0,0:38:16.99,0:38:21.84,Default,,0000,0000,0000,,
Dialogue: 0,0:38:21.84,0:38:27.26,Default,,0000,0000,0000,,
Dialogue: 0,0:38:27.26,0:38:31.71,Default,,0000,0000,0000,,
Dialogue: 0,0:38:31.71,0:38:38.82,Default,,0000,0000,0000,,
Dialogue: 0,0:38:38.82,0:38:42.57,Default,,0000,0000,0000,,
Dialogue: 0,0:38:42.57,0:38:47.13,Default,,0000,0000,0000,,
Dialogue: 0,0:38:47.13,0:38:53.89,Default,,0000,0000,0000,,
Dialogue: 0,0:38:53.89,0:38:58.19,Default,,0000,0000,0000,,
Dialogue: 0,0:38:58.19,0:39:01.53,Default,,0000,0000,0000,,
Dialogue: 0,0:39:01.53,0:39:08.94,Default,,0000,0000,0000,,
Dialogue: 0,0:39:08.94,0:39:15.99,Default,,0000,0000,0000,,
Dialogue: 0,0:39:15.99,0:39:23.39,Default,,0000,0000,0000,,
Dialogue: 0,0:39:23.39,0:39:30.52,Default,,0000,0000,0000,,
Dialogue: 0,0:39:30.52,0:39:40.31,Default,,0000,0000,0000,,
Dialogue: 0,0:39:40.31,0:39:44.48,Default,,0000,0000,0000,,
Dialogue: 0,0:39:44.48,0:39:48.22,Default,,0000,0000,0000,,
Dialogue: 0,0:39:48.22,0:39:57.22,Default,,0000,0000,0000,,
Dialogue: 0,0:39:57.22,0:40:05.11,Default,,0000,0000,0000,,
Dialogue: 0,0:40:05.11,0:40:11.30,Default,,0000,0000,0000,,
Dialogue: 0,0:40:11.30,0:40:14.29,Default,,0000,0000,0000,,
Dialogue: 0,0:40:14.29,0:40:23.53,Default,,0000,0000,0000,,
Dialogue: 0,0:40:23.53,0:40:30.21,Default,,0000,0000,0000,,
Dialogue: 0,0:40:30.21,0:40:33.83,Default,,0000,0000,0000,,
Dialogue: 0,0:40:33.83,0:40:40.37,Default,,0000,0000,0000,,
Dialogue: 0,0:40:40.37,0:40:45.53,Default,,0000,0000,0000,,
Dialogue: 0,0:40:45.53,0:40:51.34,Default,,0000,0000,0000,,
Dialogue: 0,0:40:51.34,0:40:57.34,Default,,0000,0000,0000,,
Dialogue: 0,0:40:57.34,0:41:05.73,Default,,0000,0000,0000,,
Dialogue: 0,0:41:05.73,0:41:11.72,Default,,0000,0000,0000,,
Dialogue: 0,0:41:11.72,0:41:18.38,Default,,0000,0000,0000,,
Dialogue: 0,0:41:18.38,0:41:25.68,Default,,0000,0000,0000,,
Dialogue: 0,0:41:25.68,0:41:30.71,Default,,0000,0000,0000,,
Dialogue: 0,0:41:30.71,0:41:38.30,Default,,0000,0000,0000,,
Dialogue: 0,0:41:38.30,0:41:43.15,Default,,0000,0000,0000,,
Dialogue: 0,0:41:43.15,0:41:46.25,Default,,0000,0000,0000,,
Dialogue: 0,0:41:46.25,0:41:52.11,Default,,0000,0000,0000,,
Dialogue: 0,0:41:52.11,0:41:58.79,Default,,0000,0000,0000,,
Dialogue: 0,0:41:58.79,0:42:06.25,Default,,0000,0000,0000,,
Dialogue: 0,0:42:06.25,0:42:12.81,Default,,0000,0000,0000,,
Dialogue: 0,0:42:12.81,0:42:25.52,Default,,0000,0000,0000,,
Dialogue: 0,0:42:25.52,0:42:30.20,Default,,0000,0000,0000,,
Dialogue: 0,0:42:30.20,0:42:37.66,Default,,0000,0000,0000,,
Dialogue: 0,0:42:37.66,0:42:44.92,Default,,0000,0000,0000,,
Dialogue: 0,0:42:44.92,0:42:50.30,Default,,0000,0000,0000,,
Dialogue: 0,0:42:50.30,0:42:52.34,Default,,0000,0000,0000,,
Dialogue: 0,0:42:52.34,0:42:56.50,Default,,0000,0000,0000,,
Dialogue: 0,0:42:56.50,0:43:00.100,Default,,0000,0000,0000,,
Dialogue: 0,0:43:00.100,0:43:10.24,Default,,0000,0000,0000,,
Dialogue: 0,0:43:10.24,0:43:15.91,Default,,0000,0000,0000,,
Dialogue: 0,0:43:15.91,0:43:19.13,Default,,0000,0000,0000,,
Dialogue: 0,0:43:19.13,0:43:27.64,Default,,0000,0000,0000,,
Dialogue: 0,0:43:27.64,0:43:32.99,Default,,0000,0000,0000,,
Dialogue: 0,0:43:32.99,0:43:40.75,Default,,0000,0000,0000,,
Dialogue: 0,0:43:40.75,0:43:48.99,Default,,0000,0000,0000,,
Dialogue: 0,0:43:48.99,0:43:57.91,Default,,0000,0000,0000,,
Dialogue: 0,0:43:57.91,0:44:07.69,Default,,0000,0000,0000,,
Dialogue: 0,0:44:07.69,0:44:13.83,Default,,0000,0000,0000,,
Dialogue: 0,0:44:13.83,0:44:18.21,Default,,0000,0000,0000,,
Dialogue: 0,0:44:18.21,0:44:23.99,Default,,0000,0000,0000,,
Dialogue: 0,0:44:23.99,0:44:26.92,Default,,0000,0000,0000,,
Dialogue: 0,0:44:26.92,0:44:34.36,Default,,0000,0000,0000,,
Dialogue: 0,0:44:34.36,0:44:42.11,Default,,0000,0000,0000,,
Dialogue: 0,0:44:42.11,0:44:47.65,Default,,0000,0000,0000,,
Dialogue: 0,0:44:47.65,0:44:53.11,Default,,0000,0000,0000,,
Dialogue: 0,0:44:53.11,0:44:58.49,Default,,0000,0000,0000,,
Dialogue: 0,0:44:58.49,0:45:06.82,Default,,0000,0000,0000,,
Dialogue: 0,0:45:06.82,0:45:12.82,Default,,0000,0000,0000,,
Dialogue: 0,0:45:12.82,0:45:18.66,Default,,0000,0000,0000,,
Dialogue: 0,0:45:18.66,0:45:27.81,Default,,0000,0000,0000,,
Dialogue: 0,0:45:27.81,0:45:41.84,Default,,0000,0000,0000,,
Dialogue: 0,0:45:41.84,0:45:50.81,Default,,0000,0000,0000,,
Dialogue: 0,0:45:50.81,0:46:00.81,Default,,0000,0000,0000,,
Dialogue: 0,0:46:00.81,0:46:12.46,Default,,0000,0000,0000,,
Dialogue: 0,0:46:12.46,0:46:18.52,Default,,0000,0000,0000,,
Dialogue: 0,0:46:18.52,0:46:21.93,Default,,0000,0000,0000,,
Dialogue: 0,0:46:21.93,0:46:24.57,Default,,0000,0000,0000,,
Dialogue: 0,0:46:24.57,0:46:28.62,Default,,0000,0000,0000,,
Dialogue: 0,0:46:28.62,0:46:34.74,Default,,0000,0000,0000,,
Dialogue: 0,0:46:34.74,0:46:42.51,Default,,0000,0000,0000,,
Dialogue: 0,0:46:42.51,0:46:48.37,Default,,0000,0000,0000,,
Dialogue: 0,0:46:48.37,0:46:56.59,Default,,0000,0000,0000,,
Dialogue: 0,0:46:56.59,0:47:00.63,Default,,0000,0000,0000,,
Dialogue: 0,0:47:00.63,0:47:04.68,Default,,0000,0000,0000,,
Dialogue: 0,0:47:04.68,0:47:09.32,Default,,0000,0000,0000,,
Dialogue: 0,0:47:09.32,0:47:15.98,Default,,0000,0000,0000,,
Dialogue: 0,0:47:15.98,0:47:25.32,Default,,0000,0000,0000,,
Dialogue: 0,0:47:25.32,0:47:30.92,Default,,0000,0000,0000,,
Dialogue: 0,0:47:30.92,0:47:41.31,Default,,0000,0000,0000,,
Dialogue: 0,0:47:41.31,0:47:50.19,Default,,0000,0000,0000,,
Dialogue: 0,0:47:50.19,0:47:55.97,Default,,0000,0000,0000,,
Dialogue: 0,0:47:55.97,0:47:58.90,Default,,0000,0000,0000,,
Dialogue: 0,0:47:58.90,0:48:02.92,Default,,0000,0000,0000,,
Dialogue: 0,0:48:02.92,0:48:07.87,Default,,0000,0000,0000,,
Dialogue: 0,0:48:07.87,0:48:15.98,Default,,0000,0000,0000,,
Dialogue: 0,0:48:15.98,0:48:24.56,Default,,0000,0000,0000,,
Dialogue: 0,0:48:24.56,0:48:28.11,Default,,0000,0000,0000,,
Dialogue: 0,0:48:28.11,0:48:33.67,Default,,0000,0000,0000,,
Dialogue: 0,0:48:33.67,0:48:37.47,Default,,0000,0000,0000,,
Dialogue: 0,0:48:37.47,0:48:43.27,Default,,0000,0000,0000,,
Dialogue: 0,0:48:43.27,0:48:50.38,Default,,0000,0000,0000,,
Dialogue: 0,0:48:50.38,0:48:57.44,Default,,0000,0000,0000,,
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