Latest / Parsing the Truth: One Byte at a Time / Karen Read 1-3: Jessica Hyde Testimony Part 2
Transcript
- 0:01Join former FBI Senior Forensic Examiners Becky Passmore and
- 0:05Stacey Eldridge as they dig into the world of digital forensics
- 0:08one bite at a time. Now leading their own consulting
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- 0:23From deep dives into business e-mail compromise and ransomware
- 0:26attacks, Becky's specialty, to cracking the complexities of
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- 1:29Now on to our episode. Welcome back to parsing the
- 1:33truth one bite at a time. I'm Stacey Eldridge and with me,
- 1:37as always, is my fabulous Co host Becky Passmore.
- 1:40We focus on the digital evidence in today's modern crimes.
- 1:44Our focus is the facts and artifacts from evidence in these
- 1:48cases and we're digging into what the digital forensic
- 1:52examiners are doing and saying. So, Becky, what are we digging
- 1:57into tonight? So tonight, we are continuing
- 2:00our coverage of the first Karen retrial tonight.
- 2:04In tonight's episode, we're headed into Part 2 of the
- 2:07testimony of Jessica Hyde. So if you remember, she was
- 2:12called as an expert witness to discuss the digital evidence
- 2:15from Jennifer McCabe's iPhone. Part one of her testimony is in
- 2:21Season 1 Episode 43, so if you haven't listened to it yet, you
- 2:25might want to jump back and do that first.
- 2:28And a quick like 5 second summary about what she talked
- 2:31about in the first half of her testimony.
- 2:33She talked about those two main searches that she was brought
- 2:37in. And so she was focusing on House
- 2:39Long to die in cold and and how long to die in Kiki.
- 2:45She gave us some overview of like what an SQLite database is
- 2:50and a wall file and how they work to gave together.
- 2:53She gave us that great analogy about a wall file, but she's
- 2:57really spending a lot of time kind of starting to lay the
- 3:01ground about what is the browser state dot DB and what is this
- 3:062:27 AM timestamp that shows up. And she's had one table up for
- 3:11people to look through that laid out some of that information as
- 3:14she laid out the timeline of different searches out.
- 3:17So we're going to jump right back in and discuss where now
- 3:20hide is called to then publish Table 2 from her report, which
- 3:26lists the locations that can potentially hold Safari data and
- 3:31what kind of data each location can hold.
- 3:35It helps the jury understand table one by breaking down the
- 3:39type of data you could find in each artifacts, such as whether
- 3:44it includes private or non private searches and whether it
- 3:48includes closed tabs. So Table 2 is titled Description
- 3:53of the file that stores Safari related data on iOS devices.
- 4:00Yes, I think we'll just run through the table here and
- 4:03again, we'll link to her report in our show notes if you want to
- 4:06go through and read this one. This one's actually pretty
- 4:10readable, but she notes that the history dot DB contains non
- 4:14private searches, close tabs, and the time stamp is the time
- 4:19that the user visited the site. Safari tabs dot DB contains both
- 4:24private and non private tabs, but only shows tabs that have
- 4:29not been closed. It's essentially an active tabs
- 4:33database. And of course browser state dot
- 4:36DB. We've been talking about it a
- 4:37lot. It contains non private
- 4:40searches, close tabs and shows a last viewed time.
- 4:45That's the name of the column. But that last viewed time column
- 4:49is about the tab itself, not the search or whatever website is
- 4:55listed in there. And she also noted that the name
- 4:58of a column in a database doesn't necessarily reflect its
- 5:03actual function. And then she finally also noted
- 5:07that com dot apple dot mobile safari dot P list records the
- 5:12time that something was queried, something was searched.
- 5:16Now, one of the things we want to stress here is again, the
- 5:21name of the column is not necessarily indicative of what
- 5:25it means. We don't know why Apple names
- 5:28things the way they do. They don't like there's no
- 5:31documentation of their source code out there for us to know
- 5:35the whys behind any of it. We don't know why so many
- 5:39columns start with the letter Z, and some of them have repeated
- 5:43Z's at the beginning of the column names.
- 5:45But they do like, I don't know if it's a race to be like the
- 5:47last column in the table or something.
- 5:49And so they're like, oh, there's ZZZZ, let me just set a fifth Z.
- 5:53And then I could be at the end, like, I don't know why.
- 5:56But something that's interesting to note with these column names
- 6:00is there's a difference between Celebrite and Axiom here.
- 6:03Celebrite will report the column name as it's reported in that
- 6:09native database, where Axiom does some of the interpretation
- 6:13for you when reporting that data from the database.
- 6:17And it's based on their research.
- 6:19And I think another key take away from all of this here is,
- 6:24you know, you have to do your own testing.
- 6:28You know, just take, don't just take the tool for its word,
- 6:31especially when it's super important to your case.
- 6:33Make sure you know what that column name actually means, what
- 6:37the actual significance of it is, just not the name, because
- 6:41especially some of the names don't really make much sense
- 6:44anyway. So you're going to have to
- 6:45figure something out at some point.
- 6:47That's right. So then the attorney asked Hide
- 6:50to explain to the jury how Sequel Lite databases relate to
- 6:54the wall file. After giving that high level
- 6:57overview, she was asked specifically about the interplay
- 7:01and complexities between the two.
- 7:03Hyde said one of the biggest incorrect assumptions people
- 7:07make is that because data exists in the wall file, the user must
- 7:13have taken action to delete it. That assumption often stems from
- 7:18forensics tools marking the artifact as recovered and
- 7:22putting an X on it, she said. It's more accurate to simply say
- 7:28the data was recovered. So the take away here is don't
- 7:32assume deleted. Don't jump to the word deleted
- 7:36as the default assumption. We know for a fact that the wall
- 7:41has both new data that needs to be added to the live database
- 7:46and then data that's been marked also for removal.
- 7:51She explained that to figure out whether the data in the wall is
- 7:55waiting to be committed or deleted or removed, whatever you
- 7:59want to call it is that you can make a copy of the database and
- 8:04then open it with a non forensic tool.
- 8:06So that means you have to have both the database and the wall
- 8:08file together in the same location, and then you can see
- 8:12what changes are actually made. Yeah.
- 8:15For sure. Then came the big question from
- 8:17the attorney. Why is it at your conclusion
- 8:21that those search terms were not deleted by the user?
- 8:27We have to remember that in Richard Green affidavit episode
- 8:30we discussed how Green stated in his affidavit that the user had
- 8:35deleted this. Search it also.
- 8:37States that users can delete tabs.
- 8:40Hide answers that from a functional perspective, there is
- 8:46no user deletion function for a tab.
- 8:50There was also no evidence that the search term was present
- 8:54prior to 24 AM. So just remember we talked about
- 8:58this in the last episode where neither Stacy or I were familiar
- 9:04with the ability to delete a tab or people saying they delete
- 9:08their tabs. What we stated previously
- 9:11matches the testimony Hyde gave in or open court.
- 9:15Yep, and she continued talking about the tabs.
- 9:18The action of a tab being closed would not mean that the search
- 9:23was deleted, because that would show up in a different database,
- 9:27one that pertains to the actual actual searches in history, not
- 9:31one that just pertains to tabs. She stated it's possible that
- 9:36the tab was closed, but that is not the same thing as deletion.
- 9:42And then she continues on and they have her published Figure 1
- 9:45from her report. And this shows the 16 instances
- 9:50of the house long to die in cold search from the browser state
- 9:54dot DB law file. And you can see in this figure
- 9:59it's all the same search term with the same time stamp,
- 10:03identical UUID's. And what it's doing is
- 10:07confirming a single search that was stored multiple times.
- 10:12And the title of that figure that she published was Instances
- 10:16of Google search house Long to die in cold from browser state
- 10:21dot DB. And I can tell from looking at
- 10:25this, and maybe I can't remember if she documented it or not, but
- 10:27this is coming from Sanderson's tool where she was looking at
- 10:31the browser state DB in the wall file.
- 10:33And this is just the artifacts limited strictly to that house
- 10:37long to die in search, so you can see the 16 instances of it
- 10:41that she spoke about earlier. That's right.
- 10:43So now hide explained that browser state dot DB doesn't
- 10:48track how many times something was searched.
- 10:52For that you would look at mobile safari dot P list and
- 10:56knowledge C dot DB. The 16 entries which were
- 11:01presented in Figure 1 all had the same time stamp and were
- 11:05simply stored in the wall file at multiple offsets.
- 11:10Then the attorney asks another great question.
- 11:13Great question in my opinion, He says.
- 11:15What conclusions was she able to reach about the time the website
- 11:20was actually viewed? And Hyde explained that the
- 11:23Apple Webkit time stamp shown in Figure 1.
- 11:28And she said that when it was decoded, it revealed a date and
- 11:32time of January 29th, 2022 at 2:00, 27 AM Eastern.
- 11:39And her analysis ended there on that point.
- 11:43Now, it's unclear what the purpose of that question was,
- 11:47because if it was to explain based on her answers, it's
- 11:50unclear to me now, right? Because when I heard that
- 11:53question, I was getting ready to, I would have explained
- 11:55something else. But she goes on to explain, and
- 11:58maybe I wasn't clear when I summarized it, but she just
- 12:00explains that you see a long string of numbers and it's
- 12:04actually an Apple Webkit timestamp.
- 12:07And when you convert it, you can see the actual time.
- 12:10And so she explains that and it just kind of ends there as you
- 12:14see as we continue the discussion.
- 12:15So I don't know if if he was asking her to explain that or if
- 12:20she just started there and didn't get a finish with the
- 12:23rest of her opinion, because then he continues on with with
- 12:27something else. So Becky, why don't you go into
- 12:30where they moved on next? Yeah, so hi then moved into
- 12:34testing to determine what the browser state dot DB timestamp
- 12:39actually reflects. She conducted testing using a
- 12:43jail broken iPhone so she could monitor data and storage in real
- 12:48time. She manipulated tabs, conducted
- 12:51Google searches, closed and moved tabs, and performed
- 12:55several different searches, all while following NIST guidelines
- 13:00for data set generation. Her testing was also peer
- 13:05reviewed and. She was actually briefly stopped
- 13:07during the testimony for using the word we.
- 13:11And I hear a lot of examiners do it.
- 13:12We just talked about we, we, we, we, we.
- 13:14So being asked about the word we, she was asked to clarify who
- 13:18else was involved and she that's where she explained that her
- 13:21work had been peer reviewed. But ultimately through her
- 13:25testing, she explained that she was able to observe how the
- 13:29browser state changed when she interacted with the tabs and
- 13:34when she was interacting with the tabs on a Mac using the same
- 13:37signed in Apple account. And she found that she could
- 13:40generate a timestamp in the browser state dot DB that was
- 13:45earlier than the current time. And she was able to do that
- 13:48through a variety of means. And that included manipulating
- 13:51tabs, closing them and opening them and switching the tabs,
- 13:55putting it in the foreground. And she said even viewing that
- 13:58tab on an on a different device, like going from the iPhone and
- 14:02then viewing it on a Mac or an iPad, played a role in all of
- 14:05those changes. Yeah, absolutely.
- 14:07So then the attorney asked Kai directly whether she observed
- 14:12any issues with Green's affidavit.
- 14:15She responded that Green drew a conclusion that a search
- 14:18occurred at 2:27 AM on January the 29th based on the artifact
- 14:23recovered from browser state dot DB as parsed by Celebrite, and
- 14:28that there were two errors with that assumption.
- 14:31The first error was treaty in the browser state dot DB time
- 14:36stamp at the time of the search when it is actually the time of
- 14:40the movement of the tab. The second error was concluding
- 14:44the data was deleted based on celebrate marking it as
- 14:48recovered. Now the attorney asked for her
- 14:51overall conclusions based on the totality of her analysis and
- 14:56testing, Right. So there's there's the open
- 14:58door. What do you want to say about
- 15:00all of this? So she went on and agreed at she
- 15:04agreed with Green that the phone was actually in use at 2:27 AM
- 15:08and that's when those Hockomock sports searches were occurring.
- 15:11And that was at that time and it and there was some browser
- 15:15activity that continued on past that.
- 15:17But she said she concluded that at 623 AMA search was initiated
- 15:23for how long T so TI And then at that point Apple started
- 15:28suggesting how long to digest food.
- 15:32She said the user did not take that that suggestion and instead
- 15:36completed the search as how long T die in Kikti.
- 15:40And then a new search was later conducted at 6:24 AM and that
- 15:46624 AM search was for house Long to die in cold and that became
- 15:53the last search made in that particular tab.
- 15:56And As for deletion, she said she found no evidence that any
- 16:01of those search term artifacts had been deleted.
- 16:04Yeah. So on cross examination, the
- 16:06defense attorney asked Hyde whether she had essentially
- 16:10concluded that the 2:27 AM time stamp was triggered by the
- 16:15closing of a tab. Hyde corrected him, clarifying
- 16:18that it is not a 227 time stamp on Google search.
- 16:23It is a time stamp on a tab. And so the defense attorney
- 16:28basically is opening with, you're explaining to the jurors
- 16:31what is a really complex set of facts that led you to conclude
- 16:35that this 2:27 AM time stamp on the Google search was triggered
- 16:39by closing a tab. And did I essentially sum that
- 16:43up correctly? And she clarified, like Becky
- 16:47said, it is not a Google search time stamp.
- 16:51It's about a tab. And then the defense attorney
- 16:55reviews the different artifacts sources that she's spoken about.
- 16:59And then the attorney asks, OK, this is where he's getting into
- 17:02it, right? He said, said, would you agree
- 17:05with me that another simple explanation for that 2:27 AM
- 17:10time stamp was that the user conducted the search at or
- 17:14before 2:27 AM on January 29th, 2022?
- 17:20Hide answers again, that time stamp is not indicative of a
- 17:25time of search. So then the attorney asks.
- 17:29What I'm saying is your analysis of the phone does not rule out
- 17:34that the user of the phone performed that Google search at
- 17:40or before 2:27 AM. Hide answers.
- 17:44There is no indication of a Google search at or before 2:27
- 17:50AM. So the defense attorney again
- 17:53says, I'm getting to whether you can rule that out.
- 17:57Ma'am, that's really the crux of my question.
- 18:00Can you rule out that the user of the phone conducted that
- 18:04search at or before 2:27 AM on January the 29th and hide
- 18:13answers? There is very likely
- 18:17possibility. There is a very unlikely
- 18:19possibility based on the fact that there is no evidence that
- 18:23the search occurred before that time, and it's just like saying
- 18:28that the user search for pandas at 2:27 AM.
- 18:33Could you rule that out? I can't rule out something that
- 18:36doesn't exist. Yeah, So this is what what she's
- 18:39coming, you know, that kind of line of questioning and what she
- 18:41was saying about like the pandas and I can't rule out something
- 18:45that doesn't exist. This line of questioning, you
- 18:47know, it's, it's one of those things, is it strategy?
- 18:51Is the question phrased in such a way that it's so hard that you
- 18:54can't give a correct answer or the question is so wrong,
- 18:58there's no correct answer to it. And you know, and what is the
- 19:01answer he wants ultimately, he probably wants the answer to be
- 19:05yes, it's possible that the search happened at 2:27 AM or
- 19:10before because you know, that was going to fit the defensive
- 19:14narrative. So that's why they're coming at
- 19:15that with, with that line of questioning.
- 19:18But to heights point, it's really hard to rule out
- 19:21something that doesn't exist, right?
- 19:24And I think that goes back to like in the legal system.
- 19:27That's why the state, the government has this burden of
- 19:31proof. They have to demonstrate that
- 19:33something happened. If you didn't do something,
- 19:37don't you think it's really hard to show evidence of not doing
- 19:41it, Becky? Yeah, for sure.
- 19:42I also think that again, this is the strategies from defense, the
- 19:47strategies from court testimony is that he's he, the attorney is
- 19:54trying to get Hyde to agree with him instead of testifying to
- 20:01what she's tested, what she's validated and what she has
- 20:04identified as the locations of this evidence.
- 20:10And that is why it's very important to go back and test
- 20:14and validate and confirm and then continue to repeat yourself
- 20:19because he's trying to get her to agree with him and.
- 20:25She embraces it. With what?
- 20:26Did you agree with me, you know? Yeah, and I and I, I really
- 20:32appreciate Hyde's testimony. I think people can learn from
- 20:36that. You don't have to get
- 20:38aggressive. You don't have to get combative.
- 20:40You don't have to get defensive. You have to do what she does and
- 20:44just repeat what she knows and repeat that what he's trying to
- 20:49get her to agree to is not accurate and true based on the
- 20:54evidence. Yeah, yeah, I agree.
- 20:56It was, you know, I, I think she was maybe a little frustrated
- 20:58because it's like, well, you know, like we all would be
- 21:01right. Like what's sure?
- 21:02How do I answer this question that is not phrased in any sort
- 21:06of way? I could logically answer it with
- 21:09with, you know, of course, wouldn't you agree with me?
- 21:12And how many times is he going to ask it to her in a different
- 21:16way and try to get a different result and she's going to
- 21:19continue to give the same result and the same answer?
- 21:22Yeah, yeah. So I don't know because she
- 21:24never did just go like, no, you know, she did give some
- 21:28explanation every time they were kind of going around that that
- 21:31line of questioning. And I don't know, you know,
- 21:33eventually she switched and said, you know, it's a good
- 21:36thing about the Panzas. And I can't rule out something
- 21:38that doesn't exist. But if she wouldn't have went
- 21:41down that lane, how much longer would he have kept harping on
- 21:43that? And at some point, would her
- 21:45lawyer have objected or where the judge finally said, let's
- 21:49move it along, right. And we'll see some other
- 21:53instances of that sort of situation go on with a trial
- 21:56about like the question being kind of weird and the person
- 22:00testifying, like struggling to answer it because it's kind of
- 22:05like, you know, what do you mean?
- 22:06You know? And it's, I think anytime you
- 22:08talk about something super technical with someone who kind
- 22:13of knows some stuff about it, like enough to be dangerous and
- 22:16they think they know this thing and then they're trying to ask
- 22:19you about it. And you're just like, those are
- 22:20not the words I would use. I'm you know, what is your
- 22:23point? So that that struggle is not
- 22:26like a rare thing, especially when it's not coming from your
- 22:29attorney or it's coming on the cross or it's coming on the
- 22:32redirect because again, redirect, you can't exactly
- 22:36prepare for that even though it's coming from your attorney
- 22:39as much as you can on the direct.
- 22:41That's right. So the defense attorney also
- 22:43questioned her about the limited scope of her examination.
- 22:47Hyde explained that Tully gave her a limited a limited scope,
- 22:51asking her only to look at the extraction as it related to
- 22:56Safari search history on January the 29th and any related
- 23:01artifacts showing the phone was in use at that time.
- 23:05She did not examine the call logs.
- 23:07There was no redirect from the prosecution after cross
- 23:12examination. So I think we've discussed a
- 23:14whole lot in this last episode about her testimony and in this
- 23:18episode trying to break it all down and give you some learning
- 23:21points. But I think the key take away
- 23:23here, the thing to remember is that just like Becky was just
- 23:27saying she had a very limited scope.
- 23:30And it's not every case where you get to run wild and do
- 23:32whatever you want to and look at whatever you want to.
- 23:35You could be very narrow focused.
- 23:37And that's also in the amount of information that they feed you
- 23:40to the stuff that they tell you about the case.
- 23:43Sometimes you get very little information going into it.
- 23:47Is it is that a good thing or a bad thing?
- 23:48Because they don't want you to be biased.
- 23:50But it's like I need to know a little bit about whatever was
- 23:54happening so I can try to figure out if that did or did not
- 23:57happen. What so I know where to look on
- 23:59the phone or the evidence for those things.
- 24:02But getting back to her testimony.
- 24:04So she was focused on those two searches, the house long to die
- 24:07in cold and how long to die and kick the and the artifacts
- 24:12related to that were that contain those trace evidence of
- 24:16those searches. And her conclusion ultimately
- 24:19was that search for house long to die in cold was not deleted.
- 24:25It was not a deleted search is not a deleted tab because she
- 24:29said a user can't delete a tab either.
- 24:31And we had said that before a couple episodes ago.
- 24:34With regards to that remark in Green's affidavit, she, you
- 24:38know, did say that that time stamp is present in that record
- 24:43in the browser state dot, but it doesn't reflect the date and the
- 24:48time of the search. And she said that at several
- 24:51different points in the testimony.
- 24:54I'm so I think it's good to repeat that.
- 24:56So, you know, that's good for the jury to hear your fact
- 25:01multiple times because they're going to hear a lot of stuff.
- 25:03And this is not like a simple 2 or 3D trial.
- 25:06This this goes on for a few weeks.
- 25:08So I think that repetitions good to distress that what that
- 25:13means. Exactly.
- 25:15Especially when there's contention on it over it,
- 25:17because we know the contention is coming based on that
- 25:20affidavit. So she knows that she and she
- 25:22knows she has a different opinion than Richard Green based
- 25:25on his affidavit and what she just said in the stand and what
- 25:29she wrote in her report. But so she's reiterating, you
- 25:32know, the significance of that time and what the browser state
- 25:35dot DB is doing. And, you know, I think she did a
- 25:39really good job doing that. And ultimately, you know, she
- 25:41concluded that that time stamp is related to the the movement
- 25:45of the tab itself based on the second-half of her testimony.
- 25:49Becky, anything else you want to dig into?
- 25:52Here, I just think that reinforcing and discussing the
- 25:57fact that how important it is to test and validate all of this
- 26:04evidence so that you're accurate, so that when an
- 26:07attorney comes at you and says why don't you agree with me,
- 26:11then you state the facts you stated right back to that is not
- 26:15the location, that is not the evidence, that is not what is
- 26:19happening here. And you can be confident because
- 26:22you tested, you validated, you verified, you reviewed, you
- 26:26analyzed, and now you're communicating about it through
- 26:30testimony. So I think highlighting and
- 26:33emphasizing that for examiners to understand, yeah, it takes
- 26:36time. It takes more time to do those
- 26:39kind of things things, but it gives you a lot more confidence
- 26:42to be able to talk about it on the stand.
- 26:44Yeah, it's that double check. And if you're like me, maybe you
- 26:48look at it three or four or five times just to make sure,
- 26:50especially if it's like in this case they're disagreeing.
- 26:54So yeah, I would double check that multiple times.
- 26:58And I also feel like in almost every case I work, especially on
- 27:04iPhones and Androids, if this is super important to the case, I'm
- 27:09probably not having to do a whole entire testing and
- 27:11validation for that thing every time.
- 27:14But I am always jumping out and out of the forensic tool and
- 27:19looking at the raw data in a database viewer so I can see if
- 27:24it's being interpreted correctly by the tool.
- 27:27And another important thing is that it's not missing anything,
- 27:30right? Like, is there war in there that
- 27:32could add to the story that the tool did not report?
- 27:37Sometimes there is, sometimes there isn't.
- 27:39But I always feel more comfortable matching those two
- 27:42things up again, that validation, yeah.
- 27:45Do things line up? Or are they different?
- 27:47Yeah. And then of course, if they're
- 27:48different now you've got to go and test and figure out or maybe
- 27:52you make that call to to the manufacturer and be like, hey,
- 27:56what's up with that, you know? Exactly.
- 27:59All right, so another great episode.
- 28:01Join us every week on Thursday as we continue to dive into
- 28:05Karen Reed's first trial. And who do we have next week,
- 28:09Becky, or who are we going to talk about next week?
- 28:12Next week's testimony, we'll be talking about and covering the
- 28:16testimony of Ian Whoopin. So really excited about that.
- 28:21So if you've enjoyed this episode, we're asking a favor.
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- 28:26And as always, until next time, stay safe, stay sharp, and as
- 28:31always, keep parsing the truth, one bite at a time.
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- 28:56training next year in Orlando. Thanks.
- 29:03Yeah, yeah, yeah, yeah. Yeah, yeah, yeah, yeah, yeah.