Anna Faris gazes into new bf Michael Barrett's eyes while sipping wine during
intimate date Anna Faris looked smitten on a PDA filled romantic lunch date with
her new boyfriend Michael Barrett in Seattle on October 27th see the pics of
the sweet couple here Anna Faris forty is slowly but surely becoming more
public with her new boyfriend Michael Barrett 47 after they were seen on a
sweet and romantic lunch date on October 27th at the cutters crook house in
Seattle check out the pics here the pair gazed
into each other's eyes while holding hands and sipping on wine at the
restaurant there were even reports of some kissing going on as well all eyes
have been on the couple since news of their relationship became public and it
looks like they're not letting any criticism or controversy get in the way
of enjoying each other's company the duo met on the set of the upcoming
film overboard and acted in the film and her new beau worked as a cinematographer
they were first seen spending time together last month in and around
Pacific Palisades not too long after Anna announced her split with husband of
eight years Chris Pratt 38 in August the former couple have a son Jack five
together and continue to co-parent him in the midst of their separation check
out some pics from Anna and Chris's relationship here Anna recently released
her book unqualified in which she shares some insight on how she got to where she
is today and also gives dating advice in addition to her book Anna runs a
successful dating advice podcast similarly called Anna Faris is
unqualified the show has had many talented celebrity guests including
Alanis Morissette Eva Longoria and Lance Bass it looks like the blonde beauty's
life both personally and professionally is only looking up from here
For more infomation >> Anna Faris Is Slowly But Surely Becoming More Public With Her New Boyfriend Michael Barrett - Duration: 2:06.-------------------------------------------
Ophir Frieder - Searching Harsh Environments | Science Public Lecture | NASA Lecture - Duration: 51:00.
Welcome to the 2016 NASA Ames summer series
If a tree falls in a forest and no one is around to hear it does it make a sound
Another way to look at that question if a species a race or a data point
Disappears and we do not have a record of it
Did it exist?
Or does it have any value in the results of where we see
Today's presentation is entitled search searching harsh environments and will be given by dr. Or fear Frieda
He is a professor of biostatistics
bioinformatics and Bethel biomathematics in the Georgetown University Medical Center
He is he also holds the Robert and Katherine McDevitt chair
in computer science and information processing
Besides that he also holds an external position as a chief scientific officer of Umbra Health Corp
He received a bachelor's in science and computer science and communication studies and
Masters of Science and computer science and engineering and a PhD in computer science and engineering all from the University of Michigan
He's the fellow of the triple is the ACM I dub I Triple E. And nai
Please welcome, please join me in welcoming dr. Freda
Good morning, which is for me a little odd to say consider. It's really good afternoon, but for you it's good morning
Thank you for being here. I see the lights are nice, and shiny. I'm not used to
Bright lights, but we'll do what we can do so
Today's talk is about searching in harsh environments and before I came here. I looked at the
variety of talks are gonna be given through this summer series and
This one is not quite in the same a spirit as some of the other ones
This will be a little different this, but we'll save hopefully you'll piqued your interest at least
something
Alright, so first of all I have to correct you a well-known myth how many of you use Google?
Ok it's considering am I like a stone's throw away. It'd be pretty sad how many of you basically use Google today?
Ok no surprise
Well if you actually give a talk in any search community what you'll hear is that Google solved it all and for the most part
they actually have solved quite a bit of it, but it isn't exactly the truth because
Google really solved computerized data and a lot of data
Isn't computerized it judaized, and I'll show you what I mean in a second and more so
Google is hardly a
social media player how many of you have actually used Google+
Wow there's actually three of you impressed
I've given these talks in large audiences and
Not even a single hand so obviously
Google+ didn't quite make the splash we're hoping it to make and obviously it's
Social media is here all over the place. So Google me is hardly a social media player
so what I'm going to talk to you about today as
you can see I'm going to talk about a gambit of things and
The way I usually talk give a presentation is I usually pick something that I considers more engineering
Meaning that the solution to a real problem exists. I put it together
by me I say nice to actually put it together and
Be basically is in real use
So the other extreme is research which is something we hope to do in the future
We hope to get it to go into applied practice, and I'll talk to you about searching and mining of social media
But first I'm gonna start talking to you about what is complex document information processing and by complex information
I try to find something that would relate to NASA along the way now
I gotta tell you that I'm not an expert in anything that NASA does in fact
I'm not even a novice, but I do realize that when you actually look at the brochures
and you actually look at some of these stuff that you find online you talk about the
mission assurance
System and they talk about having timeliness of information that it will get you complete information as quickly as you can
Now complete information really means that you need to get it from all sources
Not just the standard computerized as you know it
So I'm going to talk about that and obviously I'm going to talk about the research direction in this area, so let me
By the way feel free to raise your hand and stop me
All right, so this is a complex document
When I talk about what is complex document I talk about documents like this and as you can see this is not your standard web
Document or isn't your standard Microsoft Word document, it's got
Stamps, it's got signatures. It's got logos. It's got a whole variety of things and that's pretty complex, but
This one's a little more complex
So this was a government funded project. I was working on and this too has
Logos and it too has signature and it also has
Different type components including tables and handwriting and by the way anybody can read this
No one can read this
Okay, anybody can read it from right left to right
I'm glad nobody said yes because they arabic you read from right to left
But anyway the fact the matter is that this is a complex document and you need to search that
now
Fortunately we know how to search it
Always know how to play with it
Like most of software development today your target is to be able to have software that basically you can utilize other people's software or
Freely available commodity software because if you actually tried to redevelop your software what you're gonna end up doing is
Having lots of errors if you ever succeed at all to have anything done, so what we do is we capitalize on other people's technology
freely available software
For the available component some more robust than others and we try to get an answer
And we do know how to deal with handwriting recognition
And we do know how to deal with DES with structured extraction
and we do know how to do with OCR and we do know how to do with all of that and
The way we deal with all that is simply we take the document
we basically a
We basically here's a code occupant. We then basically enhance a document because you can see it's kind of bad
We layer it
We OCR the various components we take all the various components that we run it through all the various software routines that we know
we put it together and
Then we try to either search it or mine it now
Obviously here
I can tell you that there's a need to quote unquote enhance the document that I have to prove it to you obviously
Taking the documents. You'll give me as granted and
Extracting stuff from it
you'll give me as granted, but your what I still owe you is an explanation of why I have to enhance it and
Why does integration make any difference at all?
So I owe you that explanation, so let me start with this
You can guess which side is enhanced and which side is not
Right, I'm looking people are like wondering. Okay. You do know very good
So you can tell which size enhancer inside that and one and you can tell it's a handwritten
document what this is is documents taken from a
Diary an old diary. That's gone through. Let us say adverse conditions during World War two and
Basically, it's a store in the museum so what we have here is basically a scanned image of it
and as you can tell you have to scratch it, and you and you can't really read it and
Even if you did try to do OCR forget it you can't get anywhere with it
But how about this one?
Now you can get somewhere on it, this one's even a little harder because it's got a conversation of a hand written and
Typed and
This one shows you that if you enhance it you really can get anywhere, which you can look at it. If you look at the
Black square rectangle you can't really read anything in the unenhanced and you can easily read it in the other enhance
Anybody want to try to translate it I?
Could make it beer and you speak fluent German well if you speak fluent German then you could translate it ah
Very enough I can translate it for you if you'd like but it's a little hard even for me to read. I'm a little closer
Anyway, so you'll by the fact that you need to enhance
Right you you should enhance because if you don't enhance
Things like that you won't be able to play a process certainly now with OCR
But I also only proof that you actually then
integration actually makes a difference and that you really do want to break the pieces into the whole into summer pieces and summit together and
The best way to do is this this is me
It's kind of like a business card
don't really use business cards anymore, but it's an old historical artifact, and I have to ask you the question of
What positions do I hold now if you actually look at it
and you did not deal with the text if you basically only deal with the
Components, they're non text you cannot answer that well. That's a given
but the real question is in which institution am I act and
As you can see without processing the logo you couldn't answer that so without
integration you couldn't answer either these two questions, so
Let me show you a little bit of what we did
But before we do that and I look at the age of the audience and this se makes it very clear for me
I have to address the notion of technology we built this prototype and by the time we were done. No one would use it
Because technology moves so quickly and so rapidly that it becomes out-of-date fairly quickly, but unfortunately or fortunately
What doesn't come out of date our?
benchmarks now I'll show you how sad or
inspiring whichever way you want to view it benchmarks are
so in
Early on days there's some competition called Trek anybody ever heard a track
nobodies ah
More than the number of people that use Google Plus
Trek is an international competition for text
It's basically not a competition. It's sponsored by NIST. It's a bake-off where everybody gets together they submit
They give you a set of queries they give you a set of a data
and they tell you go run your system on it submit the results you send it to the internist and this basically does the
evaluation for it's been running on for a long long time in
1993 which based on some of the audience age here was probably before some of you were born in 1993
They basically had a very very large collection a collection that was so large
They basically felt that the academics
Can't really do a lot of with it and what they did was that they actually had a subset of it
They also evaluated on it
So anybody want to guess what is a large collection in?
1993 a very large collection that academics couldn't handle
Order magnitude was it thinking terabytes
No, how about hundreds of Terra how about hundreds of a gigabytes?
It was actually two gigabytes
People couldn't store it forget
Forget actually products store it and they had to rely on a small subset collection which was 500 megabytes
If you take your iPhone in your pocket
Or whatever device you have and think how much you've got storage on it
And think of how many songs you have on it well anyway
that benchmark that they still still is used periodically today a
long time ago
Still used today, so we felt that we if we're going to have any benchmarks that we were going to build any benchmarks
We actually needed to build a benchmark. They would stand the test of time but more of the fact
We knew we had to build a bedroom because no such systems that we described were available and no was no way of evaluating him
Was possible so we had to spend a lot of time creating our own benchmarks
And you know what the cardinal rule of creating your own benchmark is
Are you you're you're guaranteed to be the best you're also guaranteed to be the worst, but you never say that
So we built a benchmark and what are the benchmarks well in order to have a benchmark we build a set of characteristics
What are the characters that we felt important it had a very?
Inputs it had a very in fonts it had a very in graphical
elements had a very and everything had a varying the whole things and
Key to it is it had to be
Free
How many times have you bought so when I was growing up and we wanted to buy music
We did something that's very archaic called we bought records
seen records
So when we we would buy records later on and we would buy CDs you've seen CDs
now let us say you borrow music from various different sources and
You never pay for data
You don't pay to read the newspaper you
Don't pay to search any media
it has to be free so for anybody to actually use it you had to worry about the copyright problems and
You had to make sure that if you solve the copyright
And you solved it in such a way that was free so we actually built a system built the benchmark. That's free
Make a long story short
We built this benchmark. It was used. It's about 7 million documents 42 million TIFF images. It's about a hundred
It's about hundred a gigabytes of OCR after you ocr'd it
It's one point five terabytes in size it's still credible, and it's most importantly it's still used
It's still there if you want it. You can go to nist and you can get it
Basically what we did was we actually came up with a way of actually searching this collection
And it was that's been used in like but suffice to say is we built a simple piranha type system that
had very simple integration they do all the components to it you just plug in component to gether and
You basically ran it now
Without going into details. Let me show you why this system isn't it should be a bigger interest so here's a query for you
The query says you want a logo of the American tobacco company it
Has to talk about the documents to talk about income forecast, and it has to be of talking about income for COS of greater than
500,000
now if you look at it the logo is pretty clear and
If you actually look at it the word in a red box that you probably can't see says income forecast
So far pretty straightforward, but in the black box it says 800,000
Now the reason I use that as an example is if you actually did a text search
You wouldn't find this document
Even if you found the logo because the text documents when you basically type in the number
500,000 what are you actually doing?
You're looking for a string that says 500,000
But in a database search when you say 500,000 or greater than 500,000 say in SQL
You actually get a result that's greater than 500,000 so this document fits
Here's another example
RJR logo with the filtration efficiency in a signature why do you care about signatures?
When do you sign?
Typically if you are in management particularly all you do all day long is like this
Because that's an authorization
So this is a way of identifying
something that has a logo it talks about filtration and somebody has an
authorization that did something about it hence this document
another example is
five find the five highest signatures of dollar allocations by people
Now you can imagine. There are some organizations that care about payments that are paid to people by certain authorizing people I
Guess too many people's in that commentary
but
To the goal in order to solve that you have to identify all the documents signed by the people you
Have to sum total any money that they talk about and then you have to sort order the ones to be most highest paid
But that's only relatively easy part of the challenge
How many how many people signed ten things in a row
More view than that I'm sure
The problem is when you sign ten times in a row how similar is your signature?
Hundred times in a row for that matter every time I sign something it looks different
So the fact that matters you have to do signature matching and
Unlike simple straightforward things signatures are very hard to match
But we cheat
How do you think we cheat?
Well we take different extraction procedures since we're integrating everything together and some byline who's gonna have a name where some headers gonna
Have a name and that's the way we match it
So that so these are the five people who paid the most amount of money and some payments on tobacco litigation
Here's another example
This is a query about the association's of people
Where they've paid who they've paid who dr. Stone has paid?
Again not your typical search that is supported and
Of course when I actually say that I build it actually I didn't do it very it was just running the effort
These are the people who actually did it and they did it over time and over time they've changed their affiliations
Some are students some are collaborators some are
Colleagues and so on and so forth and since I am an academic
And we have to worry about
Publications in the new age of a universities today a lot of people are looking at patents
So there are some patents about it later on
So that was kind of basically in the middle ground it was somewhere between
Research and practice you were trying to solve a real problem. We were trying to get something in a prototype stage
But it hasn't really seen major deployment or any specific deployment
the next effort we're talking about is a little bit more a
to the point and it's actually very relevant to systems that basically of user reporting's and
user reporting systems have wildly interesting Spelling's and have wildly interesting phrasing and have wildly interesting grammars and
When you have a real problem searching those
Like you have in the various reporting systems like NASA has
you need to come up with such a solution so
searching in advanced
conditions
What does it mean?
Spelling
Is difficult?
it's getting worse of a problem because we've got autocorrect for everything so basically people learn how to spell less and less well and
then they basically try to spell using the twig Twitter ease or
Any other encryption mechanism that they call spelling?
And it gets very difficult in spelling as a faculty I look at spelling when people write on exams is getting worse and worse
But it's even worse when you start in a spell in foreign languages
Particularly if you don't know the foreign language, but you're going to do a search that is related to the foreign language
So once at a situation exists in a collection called e score books
and
The other issue is when you start dealing with medical texts
And I'll tell you about both of them independently so e score books the score is an word in Hebrew means remember
it's a collection of books that are scattered around the world including in the Hong Kong United States Holocaust Memorial Museum and
In this collection the restriction there's restricted access
and there's also an X section that actually has an archive and
The archive people come in there and say I'd like to find
Meishan about
someone
And so okay fine, who are you looking for? Oh? They lived in some city?
Okay, fine, when is this from oh? This is from a World War 2 era, okay fine?
Could you be a little bit more specific? Where did they live in?
Europe
Not really helpful, but to start
Okay, what about?
Could you tell me what language they spoke? Oh? Yeah? Yeah, they spoke German getting a little better
What was the name of the city they lived in I?
Don't know, but he's had a
Berg in it
Anything else I'm not quite. I don't know I kind of sounds like
So I said, okay, so
Where would you be an example of it so what example of such city is called?
Bratislava
Anybody heard of Bratislava
Since a Slovakia
Does righty slava have the Berg in it I
Don't know how to spell about this lava - well, but doesn't sound like his Berg in it
But it does because in the board flesh Berg
was another name for Bratislava and
That one does have it
So it gets a little difficult, and they did speak German because the Jews of that area called it Pressburg
And they actually were speaking German
So we wanted to build a search system where people didn't quite know how to pronounce things people didn't quite know and how do
Location-wise find it PA people ready, but yet they wanted information, and we built a system that basically has
such an interface
But most importantly they give you when they give then they do a search
they actually can find a collection from the
Documents that actually have multiple languages in the same documents let alone different documents of different languages
And it produces a simple ranking system now as you can see it's not doing particularly great
but it is finding it and the way it finds is is based on this simple algorithm if
You look at the top green box
Segment section that is basically breaking things up in random pieces
And if you look at the bottom green box that is a traditional approach of what people do it's called engrams
Engrams is sliding character windows that go overlap each other in order to find what you're looking for
The problem is is
its sliding windows and
Sliding means contiguous, and if it's contiguous you cannot find some things that are basically chopped in the middle
so the top one takes care of it and
We built this system
in use in the archive section of the Holocaust Museum today and
It uses simple simplistic rules to break things up which are kind of crazy-looking
but they are to try variety and add mutations into things and
Here's a standard way of evaluating it
So the way you evaluate these systems is by taking the standard approach that is basically language basis called DM. Sound X
It's a sound X approach. It's by sound
Which doesn't help if you cannot pronounce it?
Anybody speak Czech here? Ah
Okay, then you can validate my statement, I don't speak Czech
But there are words that are yay long that just forget about
Vowels, they just don't think it's necessary
and
For somebody like me to try to pronounce them is a new experience
Make a long story short
Doesn't help the phonetics of it so the way that
Generally other approaches is called engrams and ours is the one in the bottom
And what you're looking at is basically a standard way of evaluating search and techniques for looking for letters
it's basically you add a letter you drop a letter you replace letter or you swap a random pair and
what you're looking at the ones in red are the ones that actually is the best score and
What you're looking at and when you talk about the rank is where in the list?
Did you find that what was the average rank for all the collections you tried?
And the reason there's two numbers is
for the bottom number
Sorry, the top the bottom number is what did you find that engrams also found so the u.s.. U-ace?
Hmm search finds everything the engrams search does plus some other ones
So if you only look at what the US hmm did in with the Engram that Engram also found?
It's the bottom number and as you can tell you these are ugly numbers, but what you want to see is where the trend is
And this is if you wanted to get really scary
add
Two characters add three characters add four random characters removes two three and four
Replace two three and four and swap two three and four and whatever you what you see is the trends of the same
So this is the algorithm that's used today in the archive section to find names
But I'm in a Medical Center one of my appointments is the Medical Center and
If you're in the Medical Center you basically want to show that you're doing something introduced for medicine
So we actually tried to deal with transcriptions, and how much errors occur
now
By transcription how many of you been to a hospital I?
Mean you've been treated in the hospital
It's quite a few how many of you would wish they would not be there during the time shifts between
And when nurses go from 3:00 to 3:30 or from 7:00 to 7:30?
the
nurses overlap and the reason they overlap is they hand off the information from one shift to the next
But a lot of times they kind of write things down and so and how many of you seen doctors handwriting's
They don't write things down. They kind of scribble
The bottom line is that transcription errors in the names and the medications and so on forget about it
so a
lot of these errors occurred and they account for quite a bit of the a
Possibilities now. Not all not all necessary are transcription errors, but some of them are
So we ran it on a
medical dictionary and this is a standard characteristics, and we were actually quite happy we did it okay and
Again, we did fairly well in fact. We found almost everything even when you basically tried
A complete mess of four swaps and so on and so forth
So that just shows this algorithm or and this is again
This is basically straight forward combination of modifying and Grahm solutions that are well known
Adding a little noise into it because noise helps by the way how many of you deal with optimization algorithms here
Some of you, there's a famous optimization algorithms there's things like
Simulated annealing and genetic algorithms, and you know what a key of their successes add some noise
Mutations random heating's
Right so we did the same thing here and then worked here to
Again these are the people involved and by what I when I say I didn't do much. It's
obviously my collaborators, and we think the massive users of the system for their comments and
again being an academic and of course my student very much appreciated the last a
academics stint to Santorini in April a very nice place
And now I
Kind of want to leave you with it to show you that really
We do some things that are hopefully for the future, and I'm going to talk about sorts in social media
and I don't need to motivate that I don't need to give you an a NASA program that does that it's
Everywhere everything to do with social media
So I'm going to talk about public health surveillance and
The way that it's usually done is it takes a long time
Because it takes a huge amount of a human knee
Effort it basically involves when somebody comes around and looks for you and goes to the doctor feeling sick and enough time
Different people go to the doctor. Eventually the doctor eat kourt's it and if enough doctors reported. Eventually. It's caught
but it takes a long time and
Therefore you need it expedited, and it's a way you expedite almost everything nowadays is
social media
So
How do you deal with social media? Well we're not the first in fact many people have done it typically they talk about a known
basic problem, so they're gonna say I'm gonna look for influenza, and they're gonna find influenza and
They're gonna look through it and because they know what exactly what they're looking for
This is a problem. If you don't know what you're looking for often. They use complex solutions I
firmly believe in the KISS principle
Anybody know the kiss principles. I'm sure you do keep it
I'll leave it to you to complete the rest of it
So the and those don't usually work because complex solutions take forever, and they aren't it really heavily adopted
Or they use their own resources that you can't get access to
for example query logs
Query logs are heavily used. Do you have an access to the query log?
Not really, so you can't do it
So what we wanted to do was we wanted to change the old way which was saying is there a flu
Ie looking for something specific to general things like is there something occurring
is there something new if
So yes, there is something occurring. It's the flu
So what we have was we have a collection of tweets, it's two billion tweets, which were given to us by Johns Hopkins
We basically took those tweets we partition them by time we then checked for them being trending and
Once we identify what is trending we saw if it's something that should alert us. That's the nutshell but I'll go in more specifics
So here's a tweet collection two billion we cleaned out the ones that are not health-related. We left 1.6 million
That it's partition over time so then we partition it over the time
We clean it up some more got rid of some punctuation stop words and so on and so forth
then we found out what is actually associated with one another and
We saw that if you took the tweens pounding heavy pounding headache sore throat and low-grade flu and fever
Versus the other ones you saw that certain things had a certain sufficient amount of support of what's going on so flu sore throat
had support three fever head support three coffin supported two and
Basically we decided to clean out and keep only things that above a certain threshold, so that's an example
Then we decide to see if that information is trending and what we did was we looked for us, we look for slope
Andesite
How many of you are still thinking writing your dissertations or
think about writing dissertations
thinking writing writing research papers
okay, I
Said we look for the change in slope
bad word
Tell you a better word
we change we look for the
derivative
because
Slope is a is. Delta-y over delta-x
Not to be confused with derivative which is Delta Y over Delta X
Sounds a saying it is the same but
But one is easier to publish with
Because it sounds very sophisticated derivative
And one is much sounds like you're in junior high you're talking about slope so we did derivatives. We didn't do slope
forget the slide
So here's an example of things which we look for its derivative
So here's the trending decision this one occurs very frequently right so the torso feel sick occurred very clear over time
This one did not occur so frequently, but this one trends the first one does not trend because although it's high not
Let's change to it
We took those
We used Wikipedia to map things to like the two alike sections
And why Wikipedia because it's layman's terms what's tweets written in
you see you see neoplasm or
sarcoma
Listed in tweets no see words like cancer so we wanted to clean use clean English
We looked for where in Wikipedia and mapped on to a concept
So here's the words that mapped on sore throat. We knew is actual medical thing. How do we know that?
We cheat
See the red circle this is icd-9 and icd-10 codes, what are icd-9 and icd-10 codes?
Billing codes
Billing codes for medicine now it's icd-10 previously was icd-9
If it has a billing code. It's a medical condition
Most likely
and
We compared in our reaction to two
flu and as you can see
The corrected Google and the CDC and ours you do not shouldn't compare the scale
But you should compare that you see we detected the trends at the right time
So we were a little optimistic and said maybe there's a hope for it
But I have to give you a word of warning
using tweets
While they are helpful in times they're not quite as helpful in others
So it is true that the landing on the Hudson and the Mumbai terror attacks were detected quickly in Twitter it
Is also true
Slightly less accurate is the flu tweet detection
Hurricane sandy had a bunch of misses in fact some cases where the misses were indicating in the wrong locations and
Some locations for the meet up to the wrong locations occurred in
Off to the east of New Jersey, which if you know geography is not exactly a very useful place to meet
But most was a full it was a my favorite of the celebrity deaths ah Goss of Colbert Report
I don't even used to see The Colbert Report
He had a show of speaking the Jeff Goldblum from the dead
Because on Twitter Jeff Goldblum was killed only problem, not problem only good thing is that Jeff Google isn't dead
So a Colbert talked to Jeff Goldblum from the dead
Because obviously Twitter had killed him, so don't necessarily bank on it being the case
So we
Actually looked to see what it can do and we try ended on sinuses
And we've noticed that there's a problem around the April and May time frame
We then look allergic response
And we saw that that trended along the April and May and in fact
So did food allergies along that same timeframe, so we said, maybe there's something to it
But the truth is that
What we used it is not to validate a situation because if you
Validated a Jeff Goldblum is dead. You would have validated it true, and it is false
Social media should not be necessarily the guide for validation of a concept
But should be a guide potentially for telling you something potentially has changed now
It may be a false alarm, or it may be reality
And if it's reality you will detect it by other sources it at least will give you something to do
It'll give you something to explore, so it is very useful as the hypothesis generator. Not so useful as a truth indicator and
that's what we did and
By we I mean all these people
Including Alec Colts when he was at Twitter
And so on and so forth along the way, and he are some
publications
again student appreciated he went not only to cologne, but he continued to go slovenia and a two and a half week vacation courtesy of
yours truly
So
What do we do I?
Showed you that
The whole is greater than some of the parts when you integrate things you can actually get somewhere you can solve problems
you couldn't solve otherwise I
Showed you that searching, which we all know is very easy
It's not so easy
if you can't really do the search, and if they've got very very adverse spelling and grammar and conditions along the way and
I sold you that social media
Should be used as a warning mechanism or an alarm indicator
But may not be the ideal situation for you to go solve via
truth indication
So let me conclude with one
Would would the way I always conclude I?
Always conclude with a bunch of statements one I
Have three cardinal rules?
rule number one is
Always finish on time and the reason it's important to finish on time is if you don't finish on time
people start to wonder
If you didn't know how to organize your talk, or didn't organize it so rule number one finish on time
rule number two
Rule number two is always leave room for questions and
It's very important leave room for questions because if you don't leave room time for questions people are start to say okay
This was a Kant speech
Person hadn't rehearsed
Was not did not want to answer any questions because they were afraid that they'll be asked questions
They don't know how to answer so rule number two is
Always leave room for questions, but not any rules is important is rule number three
Rule number three is by far the most important rule number. Three is never leave room for too many questions
because if you do they will
Realize that you didn't know what you were talking about and they will ask the questions that you cannot answer
So I was told that I would have a total of about 45 minutes. I
Was told I should leave room for questions
And it is now exactly 43 minutes 42 minutes and 25 seconds into the talk
so I
Very much, thank you for coming and are they I open the floor for questions
So great great rules and so we have time for questions
And maybe some deep questions that will challenge the speaker if you have a question
Please raise your hand and wait for the microphone and ask a question
In one of your tables of results you had drop a character add a character drop multiple characters add multiple characters
Those are different tables, but yeah
So it seems like for misspellings, you'd need combinations of those two did you also include?
dropping and adding and or maybe that was replacing or so we try we added we
evaluated using adding a character
Dropping a character replacing that character and random swaps of characters
And we did it up to a combination of four
So we basically you if you actually looked at what we searched with and you compared it to what?
To actually what we were really meant to search with
It was completely different. You wouldn't recognize some of the terms
And we also used actual real logs of a of a user's to compare as well
Um right now the FBI and CIA are doing huge numbers of searches to try to figure out if there are
People stalking us at this very moment etc
Are you working on any of that and does some of the some of the approaches that you're using help to root out this evil?
part of our society
Am I working on?
Stalking people
I try not to stalk people
I
work on technology a
Technology is used in various different ways and built various search systems along the way
so I don't actually know a
What people are using the systems or the algorithms or they that I have built?
So I really can't answer that but I try not to stalk people if that's the question the answer to your question
If I didn't answer your question ask it again
I
Said I was thinking more of using your technology to read between the lines and some of these
some of these communication systems that you know organizations like Isis is supposedly using over the Internet and
Whether or not. I mean you're not directly involved is what you answered me is saying
but
So you're not working with the FBI
And the CIA as far as you know as far as you know that your technology is not part of that
As far as I know no, but I can tell you that you can search
You can search a basic different languages along the way
Using different algorithms and different approaches some which I've actually used and developed
So what you are doing is great
But before you can do this you have to have these
documents digitized in this electronic form and
That's a big barrier both
technically and
Like legally so not all documents
available for this and actually maybe
too few documents are
How about this barrier
So the reason that we had the first part that I talked about is in order to try to get
Quote-unquote scanned documents into a form that you can actually OCR some of it, so you can actually do some of this interpretation
the goal is that if you can do the OCR and it's a big if
You can do the OCR then you can use some of these
foreign language search techniques or foreign
garbled search techniques to try to correct some of the OCR errors on top of it or at least start to search the
Documents that have them even if they're poor OCR Corrections, but yes
Digitization is the process and OCR doesn't always work in fact it works it often fails in some
documents
from various collections
we've actually tried to help people actually OCR and
We basically put our hands up and said it's never gonna happen at least never as far as computer science, which means five years
Are there any other lessons you learned from your work that you can apply to other areas of your life
if I ever learned any lessons I
Learned a lot of lessons
first and foremost when you do search technology
you should actually get your hand or do any evaluation of search development you better have a
Solid a benchmark to actually evaluate your systems with gold standard is
There's no replacement for gold standards and every approximation that you have
Fails to actually having the reality of it now
I'm not saying that you necessarily will always have it
But you should try to aspire it another thing is get really solid graduate students
Being an academic I made my a
Career whatever it is
Based on the hard work and ingenuity of my graduate students
I'm indebted for and also my colleagues, but really the fundamental works is done by the graduate students, so I guess
Resources get the resources you need it's probably the best. We have a grouping everything together, so that's the short answer for you
So in your Twitter example you got a very large database from John Hoffman
Is it possible to actually apply your model to live data?
And is it something that anyone's planning to do in the future?
So it's interesting you asked the initial goal was to try to do it on a live data in fact. We had an intern
Collaborator plus a
researcher at Twitter at the time
that was going to try to do it live we wanted to do what we wanted to as a real live feed and
basically be able to
parse any trend situation for different domains you need a domain because we have to identify the
vocabulary and is likely what you're trying to track but
the what that was the intent
Hasn't gone, very far. We're trying. We're trying to do some of that now
But it's still in an infancy so I can't really tell you if it actually will work or not
That's that's why when I piece this talk together. It was
What is kind of ripe for reality? What is?
What is in use and versus what is we hope will be eventually ripe for reality a?
So vocabulary was one two was noise
You need a strong enough signal you need a base enough of general vocabulary so that you'll be able to
be able to track enough information you needed specific enough so that it basically can isolate it correctly and
The problem comes in that you need also enough noise to be able to detect on the live stream
That when it spikes and when it when it goes down so the isolating noise and non
non
Major topics is it was the biggest problem if you have a major topic like influenza no problem
If you have a topic that basically deals with foodborne illnesses
we didn't quite get as far because
geographical coding of foodborne illnesses and people tweeting on it was not sufficient for us to catch it as of yet, I'm
hopeful
But can I guarantee it for you
Well now we're way over so with that please join me in thanking dr. Freda, they're like
You
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Barbara Block - Sushi and Satellites: Tracking Predators Across the Blue Serengeti | Public Lecture - Duration: 1:04:02.
Welcome to the 2016 NASA Ames summer series
Imagine being on a spacecraft
Exploring the universe and not knowing how your life-support system works and its weaknesses
This for NASA will be considered a very risky mission
Planet Earth
Is such a spacecraft where its surface is mostly covered by oceans that we don't fully understand
Today's presentation is entitled sushi and satellites
Tracking predators across the blue Serengeti will be given by dr. Barbara block
Dr.. Block is a Charles and Elizabeth proto Protheroe professor in marine sciences
evolutionary cellular and molecular
physiology at Stanford University
she is the co-founder of the
Monterey Bay Aquarium of the tuna research and conservation center
And is a co chief scientist for the tagging of Pacific predators program
Dr.. Block started her career with a Bachelors of Arts at from the University of Vermont
and
began in her
oceanography career with Atwoods Hall
Institute
She earned a PhD from Duke University and did a postdoc at the University of Pennsylvania
Please join me in welcoming dr. Block
Well it's a honor a privilege to be here at a NASA facility giving a talk about Earth
And I hope that today I can take you planetary
Explorers back to our planet and give you a sense of what's happening in the fluid part of the the world the oceans
So how many of you a personal question?
eats sushi
Everybody all right, then who's having a tuna fish sandwich for lunch today, Oh
Someone in the back all right so today
I hope that you're going to learn more about one of the Olympians in the sea
Some of the animals we study the oceans they move through and then walk away from the talk with an understanding of how NASA
satellite oceanography and NOAA satellite oceanography provides a lot of the background for
How we understand how animals are moving?
across two-thirds of our planet
So the challenge if I take you back to earth, and we watch the the spinning seawifs
view of the planet is
I'm going to argue today that
Significant portions of our federal budget should be spent on our planet because we really don't understand two-thirds of it
All right, so our view has changed radically since we've had earth orbiting satellites
We see the seasonal changes, but the challenge for
The terrestrial vertebrate the primate called man or woman is we have a hard time understanding
the mathematics the fluid dynamics and the challenges of
modeling
Organisms as they live in this fluid realm. That's not very transparent and to this day. We're just beginning
All right, we haven't been here very long
And we're just trying to figure out really how this planet works now put in context what I do
I study the Olympian of the see the giant bluefin tuna or a white shark
And as they slip and eat the waves just like a whale
Everything becomes non transparent and radio signals don't work
So how do you study animals who move across such large realms and what can it teach us if we're trying to go
to other galaxies season study other places
I've always enjoyed this view this NASA view of our planet. I used it many times in a program called the census of marine life
perhaps our
globe's largest program ever in the last
Decade to understand the biodiversity of our planet. I was fortunate enough to lead one of the projects
Called top and this enabled us to basically
Study large predators as they moved across the Pacific Ocean the largest ocean on the planet
So the dots that you'll see on maps today
Represent where animals go and part of a lesson today is how is it that we build engineering devices?
That enable us to see where the fastest animals in the ocean go
Beneath the waves where you can't use radio signals. I want you to be thinking about that because the challenge is great
So up until recently our view of our own planet
Coming from this institution too was one in which all we could do was see the surface
We didn't really see beneath the sea and the level of spending that we do to understand our planet isn't high enough
to actually ensure that the next generation of engineering tools the next generation of
Computational tools are getting into our ocean quick enough, so we solve the major questions of our time
What's the ocean-atmosphere?
Interaction and how is it?
Creating and
Impacting the change that we call climate
We have to separate the variability from the overall
Change that we know is occurring on this planet, and we haven't yet really spent the time
Created the mathematics created the tools that are allowing us to understand two-thirds of our planet Earth
So then add to that that researchers like myself want to study the animals who live in the planet
beneath the sea that it's not transparent and
Try to figure out how they work before it's too late for many of these populations because our appetite
Across the globe for sushi is actually the many populations of animals such as tunas in the sea
So I'd argue
Here at NASA, but the most important thing we do in the next hundred years the most important thing
We're doing in the next 50 years is using some of the technology. You're creating to go to
other planets
Right here on earth so that we can better understand
How is it that we will know what our seascapes are changing and what is it? We should know to prevent?
having any big surprises happen on our planet and
We're going to tell you today as oceanographers
it's not easy and it requires a
national commitment to
Oceans that we haven't yet seen
So I study big tunas I became fascinated with tunas at the age of an intern in this room a
person who basically started as a
intern in a laboratory at Woods Hole Oceanographic Institution and was fascinated because these are
one of the few warm fish in the sea, they're
Endothermic warm bodied like we are they're powerful animals that if you catch one at the end of a hook in line
You may be battling it for hours
So these Olympians are known across the planet to everybody else does sushi alright
And the next time you have your sushi dinner or lunch. I want you to take a good look at that piece of red muscle
Which is really white muscle it looks red and ask yourself
Where did it come from and then hopefully you'll share one of the lessons perhaps that you'll learn today
We've made it easy for all of you to see tunas
Just a hundred miles down the road at the Monterey Bay Aquarium. Where behind a wall of very thick acrylic
We've got one of the largest displays of
Bluefin tuna from the Pacific an animal that's now being proposed
for an ESA and Endangered Species Act listing here in North America
We've also had in the past
Excuse me. White sharks. We're the only
Aquarium that's been able to keep alive
Young white sharks in captivity, so what's the importance of having tunas and white sharks behind glass?
Well the first thing is if you look at this
Animal moving and perhaps, can we bring the lights down at all so that we can see the ocean a little better?
You'd be interested to know that from a Navy perspective tunas are quite interesting. They're one of the most fusiform
Shapes in the sea they have the lowest coefficient of drag that you'll ever find in nature
And we're interested in how everything from their skin to their biomechanics is
uniquely
Formed morphologically and physiologically to help enhance these animals as they cross the oceans we only just in the past year
we're able to put a
Camera that working with a company. We've helped to
engineer to do exactly what we want on a tuna so that we can watch the flip of its tail as
It goes behind the sea how this animal creates vorticity
Maybe a secret of how the most efficient machines on the planet
If they were in the ocean should be moving all right. These are animals who cross tens of thousands of nautical miles
In a year in the ocean
So my real fascination is what makes the Olympian so unique the tuna
I don't want to give that lecture today, but I've just left you with a few thoughts
They're actually moving like a kangaroo a kangaroo bounces stores elastic energy
And then hops again at a almost free energetic cost but tuna bends its tail
stretching elastic tendons as we've been learning and
actually can bring its tail back to its centre position
without much muscular energy being
utilized if we could make a
Autonomous vehicle, that's using the biomechanics of a tuna. We might be able to go places further
These animals are powered as that infrared image shows you its heat
By warm muscles and it helps us understand the mechanical advantages really of being warm
But when it comes to understanding a tunas journey beneath the sea as I've said they're difficult to study
That's why we know so little up until recently
they're highly migratory a single tuna will be born in the seize off Japan and its lifetime swim over to
Mexico spend four years here in California water swimming north and south between
California and Mexico go back to Japan and then take a post spawning migration down to New Zealand and come back
Largest life history of any fish we know and to see how can we study that?
so in our field
There's been a push towards small miniature electronic devices that we can put on the animals
There's been a push towards using
Genomics and chemical markers these would be elements in the animal that tell us where it's been has it been off the waters of Fukushima
And then come on over we can actually measure that and then we can begin to put together the migrations
And there's a lot of novel techniques in the last few years that have developed
But overall these fields aren't well funded and so knowing simple questions like how many white sharks there are in the sea?
How many are there off, California?
How big is the spawning population of bluefin left in the Pacific Ocean these are not easy to answer questions they require?
interdisciplinary science of ocean science satellite oceanography
electronic tagging and
computational mathematics to help put together models of how many animals there are
So certainly you won't forget this that the next time you go over the Golden Gate Bridge
Let me be the first to tell you that our research has shown that
White sharks are crossing beneath you and moving into the San Francisco Bay
All right, so we know this primarily from electronic tags, but when you see across the bridge into the surface you hardly know
What's happening beneath you?
We know from electronic tags
And I'm just giving you an overview at this point that we can see in the white dots from satellite tags
I'll explain how they work shortly we can see where a white shark goes and the only
boundaries for its protection are the green areas barely visible on the map those would be
sanctuaries and reserves and
You're looking at a third if you will of the Pacific
they're from our shores to Hawaii and
The black areas are easy so a white shark if we're asking is this an animal that has any protection
It's an animal it's listed at the highest levels of
being concerned
It's really got this huge open space where it roams and these open spaces
We've only just been studying, so this is tracks from our satellite tags
I'll be talking about in which a white shark is moving from California to a center place
halfway between Hawaii and California place we call the white shark cafe and
These places weren't even known less than a decade ago
all of the North American white sharks gather in a single place and
This single place. We've never been to but we know it exists, and we want to know why?
We want to know why because that's a picture that has been generated through listening to the radio signals of AIS
That's what we use on ships to avoid collisions our collaborators at
Google and
Sky truth have created a program called global fish watch
That's human beings or predators. That's where we are this is just the fishing human beings with AIS and
Right in the cafe. We've got an area that
humans are actually
Interacting with it so we're concerned that no matter what we do for white sharks on our coast if we have this human predation
Situation this is all sort of the wild west of where humans are on our planet
We might have a problem
Conserving these animals if we can't actually keep track of who's there I?
Also do what some of you do here at NASA at Ames, I'm actually a card-carrying animal physiologist
That's what I teach at Stanford
I'm interested in how an organism works from its genes to its environment?
I'm interested primarily in the cardiac physiology of how the Olympic athlete the tuna works I
Think as a nation. We're not really considering enough if we really are
Headed towards this warming world. What will be the impact on mammals such as ourselves
I study what the impact is on fish and what we're learning is that the atrium of our hearts is actually a
very sensitive or
All right, so what we can learn from studying fish physiology can teach us about what's happening in the world around us of humans
polar bears all from studying an Olympic cart of a tuna
We do this by having unusual facilities in Monterey and back of the Monterey Bay Aquarium at Stanford University. We've got
Treadmills that allow us to put fish
Inside the flume and ask the question
What's it like to swim to Japan and we can find out how these animals operate? We can work with our friends from onr?
Instrument the animals all along their bodies or make models and instrument them and try to learn the secrets of how when they swim they
Actually keep flow laminar across most of their body in a way
That's extraordinarily unique, and then we can build a you v's or automated vehicles that that use these principles
In the mechanical design and then most important even for a mission to Mars
We have to as physiologists work together to understand. What is resilience in the physiological system
What is it that we need to be paying attention to in a warming sea or a cooling sea?
What do you need to be paying attention to?
For an organism that has to travel a long distance without
much gravity and
We are at the cutting edge of trying to figure out. What are the tools of genomics that can teach us?
The clear signals we should be watching for in our
Organelles as we look for these changes that we call
adaptation or resilience to warming seas
It's hard to focus on the individual organism when we really have this collective planet this planet that all of us in this room
Need to be thinking about which is undergoing
extraordinary physiological changes
But we've only just begun to develop the monitoring system to keep our eyes on what's happening this
Ocean is warming along with the planet
Perhaps less understood is the fact it's D oxygenating?
This ocean that gave rise to all of life on this planet
Is losing its oxygen as the physics of warming happened, and then the most?
Concerning aspect of the oceans is as it buffers this planet the co2 that's being absorbed
We're getting an increase of acidity
The physiology of Earth may be the most important thing that we're studying right now
And yet the NASA budget probably doesn't have a whole lot in it for this particular enterprise
All right
This is really our future this planet
Our planet is a planet in which climate change is real
And it's happening and we can measure it in the seas and our planet is a planet in which humans across this planet are
taking the Sharks and the tunas all of the large predators out at an alarming rate and
Despite enormous efforts of good management here in our nation
We still have to actually deal with the fact that much of the problems are in unregulated seas
So predators are in decline and when you put a long line in to capture a tuna or a shark
It often captures a leatherback every species of turtle on this planet
That's the marine turtle is endangered and albatross or many other species
This happens because of our appetite on this planet for sushi and tuna all right
We're at a point where there's 7 billion people headed to potentially eight or nine and now that tuna stocks are down
sharks are becoming a targeted species I
Like to remind myself that all of this happened in my lifetime when I was born
and the Apollo missions were happening our oceans were virgin places barely understood I
Always drawn into Woods Hole Oceanographic like many of you too exploration because of the enormous
excitement around discovery of the vents and
the 50 years of
this lifetime my own is the 50 years that a lot of the
Challenges that we're facing on this planet at the level of Earth have happened
And so the optimism in the room is that we have such great young people
Great universities and that we have to come up with solutions that are based in new technologies
I'm gonna just give you one last glimpse of this. This is a
The Atlantic Ocean number of hooks this is when I was born
This is Japan and other nations exploring what it would be like to set hooks in log scale
Hot color would be lots of hooks. This is when I went to I guess I must have graduated from high school
This is graduating from college
Red areas being very hot and then this is when I came to Stanford and now
After being a professor so when we see these pictures
What they represent are hundreds of thousands of hooks and 5x5 blocks being set across the planet and?
Because it's out of sight and out of mind maybe a tuna might sell for a million dollars, and you'll hear about it
That's not what most tunas sell for but it really is amazing. How much of
the planetary organism ol
Fish and sharks get removed and nobody really pays attention to it all right
So we don't want our kids to grow up in an ocean as daniel pauly says in which we're fishing down the marine food chain
And that jellyfish will be the future we want an ocean with healthy ecosystems
So to have it an ocean with healthy ecosystems
Means we have to build the technologies of today
That will take us into our oceans and allow us to see what's happening a reef
That's changing its acidity a shark population. That's being overfished
We have to use the new tools that we have around us in ways that are really ways they haven't been used and
So my community of scientists have responded to this challenge first for the interest in physiology
but then because of the conservation need
So we call the area of bio logging the area of being able to take data and telemetry it back
An area that certainly NASA created without question I can still remember
Being in my car and hearing about an astronaut who's having its body temperature monitored in two limited at home
And I remember thinking to myself gee I'd like to do that in a tunafish
I want to measure when the tuna eats a meal and learn in the tank exactly when it happens
so we've been building tags with companies for a long time and these tags which you might think of our fish and chips type of
Activity they're helping us understand where everything goes in the sea and to take back our seas
We're even imagining a day soon when chips on fish will allow us to catch the poachers
The bigger challenge we face, and this is one of my favorite images of Earth. It's a seawifs satellite image is
We don't entirely understand how the ecosystems that these animals live in
Actually operate so when we look at a picture of Earth see if I can get the laser pointer working
We see this gorgeous picture in which the green is the pastures of our oceans
The blue is the deserts and until I saw that image
I've learned everything in a textbook about oceans, but then I saw our planet and I realized how it really works
Here are the big gyres where you might not want to go if you're feeding and you begin to understand
Why fisheries happen along our coastlines?
We have the satellite imagery, but why is it we don't know we're carnivores go in the ocean
Why is it that all of you can close your eyes and really?
Imagine what it's like when a white shark excuse me when a lion
Takes down its prey, but it's a little harder for a tuna a little easier for a white chick because of Shark Week
We don't know the basics though, we know how many Lions there are how many giraffes there?
Are we know we're losing elephants and rhinos and we know that disastrous situation for many animals
In the African plains and the Serengeti, but we don't really understand the answers to those questions
For tunas and sharks we barely understand what's going on in Monterey on a summer afternoon
Cloudiest could be all summer there we as oceanographers have begun to figure it out
We know that the winds of spring the northwest winds that are so strong in
Spring are creating upwelling bringing up the nutrient-rich water
That then seeds the pastures of summer, and that would be the phytoplankton that then draws in the krill
That then brings the anchovy
Or the sardine and then brings in the blue whale the humpback in the bluefin tuna
We barely understand until our tagging program where the places like for wildebeest are in which there might be a long
migration or how the seasonal migrations of the Serengeti might work at an ocean scale and who'd be at the watering hole
And it wasn't until 2002 that we began actually putting the first
electronics on a bluefin tuna
Who might swim from our site back to Japan and down to New Zealand him back, and hope that we might see that tag again?
All right, so the challenge is not only in the electronics
But it's also in that challenge of how do you put things on large?
Objects that move through a fluid medium that has a lot of salt
And I didn't keep the engineering going or how like my colleagues in Top?
dr. Bruce mate from Oregon State University
How do you go up to a blue whale and put an electronic tag on a blue oil and?
Then how do you take all of this and put it in a context of a moving fluid?
That changes it both seasonal and decadal scales and tell a story about how our planet earth functions
So you begin by building a tunas Center, which we did in 1994 with the Monterey Bay Aquarium in Stanford
And then you have to convince your colleagues or engineers that this is an exciting area
It's not the most well funded part of our science stream, but what we began doing?
partnered with the Navy and
NOAA and many different funding streams
Under not is we began building the instruments we needed to put on the animals that we can measure what's happening in the ocean
My favorite instrument that we spent a lot of time building. It's called an archival tag. It's simply a computer
I'd say it has the most sensitive light sensor on the planet
It's arguable but it's a nine decade light sensor has oceanographic quality temperature and pressure
It goes into a fish surgically the fish carries it in the ocean
And we want to get it back up to six years later
That's what we're doing right now and tell the journey that fish took. How do we do that?
Well, we have to depend upon humans to get it back. That's not always a good thing to depend upon so there's a fishery
Targeted fishery in which there's about three or four languages on the tag
It says return the tag return the computer, and if you get it back
Rabil underneath the sea to draw a map of a fish that was tagged here went up the coast moved offshore
Once all the way back again, and then went back to Japan and got caught so how did we do that?
We did it using the mathematics that was invested in astronomy and sailing from a long time ago
and that is if I have an accurate clock not an easy thing to build and keeping a tuna and I have
photons I can measure sunrise and sunset
and I can actually do mathematical algorithms that tell me where I am on the planet and
Correct for the diving fish all right, so that's what we're doing and that geolocation
Has now been input into a variety of tag types that sometimes you have to get back and on other times
You can actually pop it off the animal and get it back through satellite uplink and I'm going to tell you about a whole
family of tags that engineers have built around the bio logging community that have really led to a
breakthrough in understanding where animals go a
Second type of tag that happens in animal tagging is
Obvious to most people you put a radio tag on the back of an animal when it comes to the surface it sends up its
signal
but it's harder to put that on a fish because fish don't come to the surface so we use pop-up satellite archival tags at the
top
Sometimes we can take a dorsal fin of a shark
And we can put a tag at the tip
We're only learning every day more and more about how to do this we can send Argos satellite signals
we can now send GPS signals, but only just as a
community learning how to do that well we hope to bring fast lock technology from military applications into
The marine realm because when an animal comes to the surface like a whale and goes
And gets a breath or uh pinniped it's not there for very long and so how long does it take to get a?
Global satellite signal a lot longer than a breathing whale at the surface or a shark who's finning
This is the first shark over the past year that we've put GPS at the tip of its dorsal fin
And what we're able to do is in
Tan is our Argo signal and yellow is our GPS signal
I didn't put the geolocation signal, but we learned that you know we're doing pretty well with the
Methodologies we have and GPS is getting us somewhere there, but it's hard to get the signal off the animal
So these are the types of tags the most complex tags
We're doing right now our camera tags with magnetometers and accelerometers that tell us everything about
pitch and speed underneath the sea
And we're trying to put these on tunas and sharks and find out how they work
But the most important thing we do is we get a lot of points about animals
Who are the most targeted animals on the planet about a hundred thousand points from two thousand days of tagging huge amounts of effort?
catching each fish
Individually and in the Pacific. I took this off the web this morning
There's this is from ten hours ago. It says Pacific bluefin tuna could become extinct without a fishing, ban
All right, so the importance of this type of work is that without
Finding out what they do we can't manage these animals, so I'm gonna give you a couple examples. This is the Atlantic Ocean?
60 nations are meeting next week in Europe in Spain to decide
How does the science support best splitting up the last?
Two not for the two different sides of the ocean and how can we best manage?
What we hope is a recovery so we have two populations that are thought to not cross the ocean originally
But now we've learned from tagging they do
We manage the western side of the basin differently than the eastern side we have a smaller stock in the West off
North America a larger stock in the mid, this is the American stock
So this is lots of breeding tunas it declined long ago. Hovering near its
Minimum down here. Maybe there's an uptick, but then we had a Gulf oil spill, and it's not really clear. What's going on
So as I mentioned we surgically put these tags into the tuna. We let them go we mark the tuna with a
Small mark that's green that says if you return me you'll get $1,000
And we get fishermen returning the tags and when they return the big tunas
It's about 22 percent of our instruments come back and the small tunas where there's a higher
Mortality rate in the Pacific we get about half of them back, and that's a lot to get back from a wild ocean
so then what we do is we compute where the fish went so in the color is a
Track of a fish beneath the sea, it's never sent us a radio signal
This is all beneath the sea all done with the geolocation algorithm
It's a probability function of where is the animal we hook those probabilities together with an error and then?
What we're able to do is run a state-space model that over time has improved
telling us where an animal that's completely beneath the sea is going and
What is the reward for your hard work over 20 years is to get tracks like this the colors are date or months in which?
the first year the animal you was over in America then the animal went to Ireland and then Ireland to Spain and
back and forth again
They breed in the Mediterranean so you start over here and realize that a fish that you met off the coast of North Carolina
is really a
Mediterranean breeder so we begin to separate
Who's who in the ocean?
another
Example of fish in the first year swimming right across to Spain and then the same thing going in the Balearic stew breed for three
Years in a row and so it's through this type of activity that we can begin to separate populations
This is a population. This is one fish who's gone into the Gulf twice to breed and we begin to see that
There is a very very small North American giant bluefin tuna
That's separate from the European bluefin tuna, but they mix on their foraging grounds
We can also see into the ocean with the animal as it dives. It's become a
Sensor there's a day in the life of a tuna down here in which the animals diving
Maybe to get a cod or something like that. This is the ambient temperature
There's the warm body temperature the animal is moving along this trajectory
And over the life of this tag a year and a half of data. You get this gorgeous data at the level of oceanographic equipment
To get the pop-up tag to work took a lot of effort by many people and so this is a
pop-up tagging here at moiré
learning how to pop the tags off first in
Pens and then building an instrument that was robust enough to work in the wild now what we do routinely is
Put the external tag on the outside of a fish pretty hard to keep it on it's 30 grams
hard to get it smaller with its radio transmitters it then does all the
Computational math of the modeling of sunrise and sunset on the tag we correct
The latitude by taking the zero pressure in blue and temperature and fitting that with
Sea surface temperature we get from satellites from NASA, NOAA
We then can bring these two models of where the fish is along a known light longitude together
And then get that probability and the hard part about pop-up tags is you have to send that data back?
So the tag is small it rides records all this data
Does some smart computational functions comes to the surface on a release that you program in and then sends the data back to?
Argos
system so then we're able to take
Imagery from NASA NOAA bring it together with the track and for the first time in our lives
Really see how it is that the Gulf Stream becomes for example the transporter of?
The tuna and how rings off the Gulf Stream are places that they really love to
Go and then how an animal might probe the Gulf of Maine
Look for something in there find
It's too cold and then go back before heading back down to North Carolina, and so this type of work is challenging to do
So we also are able to as I said send back these
oceanographic signals find out how a fish
And a population are using the Gulf of Mexico
We're able to see that some of these fish move across
To the Mediterranean as I told you combine it with
Genetics such that we can see gulf fish Mediterranean fish and fish that are sort of in the North Atlantic
We can use ear bones with elements to tell us from which
Population read from the Gulf and blue from the Med the saltier see the animals come from and we take all this
Information and for the first time we're able to say to the world
There's two populations, maybe a third that's residential in the Med
And we need to manage the mathematics of how many tuners there are we're this
Understanding and tell the bodies that manage the tuna that your models need to have an overlap mathematics and not the separation
Tunas also came into the Gulf of Mexico to breed and this is where we had the world's largest oil spill not too long ago
And we're just publishing some papers now in which we look at what happened after spawning
What did the Gulf oil do to the animals and what did it do to their spawn?
That's going to impact the population and we do that with satellite oceanography again
coming from both no and NASA in which along a trajectory of where a tuna is we can tell a
Behavior of spawning that is we can tell when the tunas if you will have sex and they do like us some unusual things
I'm not going to go into the detail
They have a pattern up here of
Behavior of temperature and pressure that you could almost with your eyes see is on a dial basis different than the pattern below
and
We know from our own work physiologically that petroleum is a cardiac arithmetic agent
we actually showed that and so we can actually then make some population estimates of what happened when
tunas spawn in oceanographic places that are
Oiled so we can bring the layers together and then ask the question
What was the probability in the oil spill of a tuna habitat in?
High probability green being covered with oil and then also having a spawning event occur and that's how we bring together these
disparate fields of satellite oceanography and behavior
I'm going to skip past this because of time and tell you
Slightly about our other projects so out here in the Pacific
Which is a bit more of the unknown? We have big sanctuaries and we're trying to understand as I mentioned
We've been talking about the tunas how does an ocean as big as the Pacific operate?
To do that we took all of our equipment our satellite tags on the heads of seals our
Popup tags or tuna archival tags and the simple questions that we're asking are if we understand that there's a relationship between
Upwelling and productivity how do you get optimum habitats off?
California and why does it occur only for about four to five months of the year?
Why is the hotspot if you will July to November?
So we satellite ocean
oceanographic Li tagged from
UCSC and Daniel Kostas lab in top the
heels off of off of
Ano nuevo we built special tags with our British colleagues that carried CT DS on the top there?
So these are true CT D's like you'd see off an oceanographic ship. They measure salinity
Temperature they now do fluorescence and we put this on
Animals along with the fast lock a GPS and we began to get you know precision oceanography about what they're doing
and what we learned from this type of activity the elephant seal goes a
Third to a half way across the Pacific and comes back to a beach where you can get the data back
We've got the Sharks. I told you about here's some salmon sharks. Here's some tuna here
We found that we had a neighborhood in our backyard
That we have this ocean called the Pacific but once we put tags on we found that from Hawaii to here is sort of an
ocean neighborhood and then in the summer months
from New Zealand from Indonesia from the Bering Sea
Animals know it's such a great place to feed it's sort of the McDonald's of the west coast that they all come up here on
remarkable migrations to feed here and so what we learned by studying many animals and Guilds working together as
Scientists is that the west coast of North America?
Has a place that attracts?
Albatross that has tunas that has sharks and for the first time we could separate in colors there different species and their habitats
With tagging and the main result of the project was to learn in red that if you tagged
4,000 animals and get
tens of thousands hundreds of thousands of points that the hotspot after you correct for having put many of the tags in the west coast
Isn't just a diffusional place that they go to because you tagged him here the hot spot is here because it's actually
aggregating much of the wildlife of the Pacific in the northern
Pacific ocean and there's three hot spots in particular we found the highway the north pacific
transition zone the California Current and the white shark cafe
We also found that much to our surprise when we started we didn't really know this that if you take
Oceanographic values this would be chlorophyll this down here is temperature with red being warm colors
and you run the mean latitude of all these guilds through the year that there's a very seasonal pattern of either going north south or
Going inshore offshore that there's actually a clock that the animals are on that
Clock is a seasonal clock in which this is the hot spot all over the west coast of North America and blue our
Transit periods and yellow is the residency period so I've told you a lot about Pacific bluefin tuna
I'm not gonna say I mean Atlantic bluefin tuna on the Pacific side a tuna would be tagged
excuse me and go north and south for quite some time and
In blue is bluefin in red is yellowfin three different species and white will be albacore tuna
Those are the tunas of the west coast of North America this would be a NASA generated
Surface temperature
Map from JPL and what we'll have is then tuna showing you their migration highway home
They always go along that highway, and then we'll see that in red the yellow fin tuna will be clinging to North America
They'll stay here. That's what makes a population and then the albacore going out towards the cafe
Perhaps the biggest migrators as we learned we took tuna tags and through the work of Scott Shafer at San Jose State
We were able to show that with light-based geolocation that
Animals the smallest shearwaters that you see here in the summer are coming up from New Zealand
Ending up on our coast maybe going over to Japan and then coming back down on some of the largest migrations on the planet
These are with small light-based geolocation tags that the birds carry on their feet
And when we do all this tagging together we begin to see that we understand that the transition zone
we need satellites to really see this is between a subarctic front and the
Subtropical gyre that an albatross on a single trip will use that frontal zone
With a satellite tag that a Pacific bluefin tuna will migrate along this frontal zone
And so will the elephant seals because that's where the food is so begin to know where the highways that we have to watch where
Humans might be gathering well use the satellite data
Make the synthesis of taking all the data that we have putting it together with GAM models and asking the question
What is it that structures the habitat?
How is it that temperature in chlorophyll are structuring these places, and then we'll look at something like our elephant seal or pinniped
Information, and we'll take this to a step further where it helps the planet earth where the data that we're gathering as as
Biologists now as the animals move up and down is being sent to the world
You know GTS data set and the animals themselves as they cross the Pacific and come back with their tags
Can actually take more data than any man-made automated vehicle at a lower cost you know the cost of a sardine or two?
Across the entire ocean basin all right, so this animals as ocean sensors project is something. That's grown up out of top
It's happening across the planet
What we do as animal oceanographers as we take our data
we're learning to strip the ocean data from it send it up to the
World system so that we can have a better view of that in situ look at the oceans such that if this is
Last year's El Nino
This is my colleague Dan Kostas team
Where we're sending out the elephant seals to see the warm blob that developed
And you look at you know we the Argo float program a well-funded oceanographic program
And the red are the hot areas of how much data is coming back in terms of
casts the seals for a very low cost can actually generate quite a bit of data
This has really been taking a heart at the
Arctic and Antarctic zones where those are animal tags from five nations in the Ma'at program being put out
versus the Argo floats in red
Which can't really get to some of the places that the animals can get to so animals are being cohorts in oceanography?
across the planet I
Want to just tell you just a few more stories, this is a satellite tag on a shark
We didn't know when we started we could send data from the fin of a shark
this is
Coming down from Alaska a salmon shark really roving over the Northeast Pacific
Here's a mako over three years tagged here one year two years and the third year and then today off the web
This is this morning a salmon shark we tagged last year your Alaska's right in Monterey Bay
I might go out and see that shark this weekend
So we again another story here learned about this whole other cousins of white sharks
They're enormous migrations with satellite tags there. This is the population on the right a single individual on the on the left
And you know I would argue that we don't have polar bear tracks for this long again from technology. That is
Allowing us to figure out where they are what their impact are on salmon
And then the one that everybody wants to hear about are the white sharks in our backyard to tags acoustic and pop up
Everybody wants to know how we do it. We bring them close to the boat
We don't recommend you do this at home
And when you bring a white shark close to the boat you can attract them with a seal decoy and a piece of blubber
You can get the animal moving right into the boat area
And if you put on a tag like a satellite tag in red our individual tracks and in yellow is the whole population
That's how we learn that every shark here on California coast is going offshore
Back in shore and hanging out at places like the white shark cafe
The depth information on the tag gives us the incredible story that in close to shore
This is what you're most interested in for the surfers in the room
They're right here at the surface red being the high occupancy areas once they go offshore
They're doing a diol behavior and in the cafe
My colleague Sal Jorgensen has shown that they're doing a rapid oscillatory diving we think this could be behaviorally some sort of
behavior that's attracting males and females in the cafe, so
They're eating pinnipeds close-to-home squid offshore
And the cafe is the place for meet and greet and in this cafe. We know very little that's happening there. We know
It's a concentrated place. We haven't been there yet
We can use satellites to look down on it and what we're doing right now with our Google colleagues is looking at
Who's in the cafe? This is now human fishing hours?
In the cafe using the AIS beacons to ask who is in our blue Serengeti and note there's very little activity
In our North American ocean, that's good
All right, so I'll sum that up by showing all three species now make white sharks
Salmon sharks all moving through space and time in an ocean of color of temperature
And we see the three species and their shadows they're separated
And basically the white sharks out there in the cafe. You could learn what time would be a good time to go swimming in Monterey
April looks pretty good
And then these sharks are gonna come back and you'll see that
They'll peak on our shore right about coming up in the in the summertime
They're just headed back the first shark showed up yesterday
And then by November all those white dots are gonna be out of the open sea and in
to the coastal ocean
We sometimes have salmon sharks get eaten by white sharks. That's a good story there all right
You can see the body temperature getting constant and warm
But the main story that I've told you today is we are team working with many others
Discovered that we have a blue Serengeti a place is equivalent to Kruger National Park in our backyard all the animals are here
We're trying now to raise awareness of how do you make an MPA a marine protected area?
That would protect this region beyond the sanctuaries how is it that we make a Yellowstone in the ocean?
How do we make Yosemite in the ocean?
So there's a map of the great blue areas. We call these the large marine protected areas
They're not very many in the ocean less than 10% of the ocean is protected
Here's the Phoenix Isles protected area Chagos. Here's our backyard not very well protected
In order to protect these places and look to the future we need to have
Apex predator monitoring to do that
Cool technologies like wave gliders and buoys are being used
I'm gonna finish up by just give you a couple examples
These are where the animals are from our satellite tags the black is where the protection zones are those of the National
Marine sanctuaries white or white sharks don't get nervous when you see that slide orange are the salmon sharks
It's a Sharky backyard. We have we live in peace in this backyard with our sharks
We've developed a system in which we put receivers built by a company called vent go in the ocean at just a few play
We can keep track acoustically of the white sharks as they come and go those are just different. White sharks hitting the receivers
We've put iridium satellite
Devices on the top of our receivers now and you on your iPhone
Can keep track if you come into our app or or take a look on the web of?
When a white shark swims by the buoy you can see when it's here
This is a you can see the gap when they're away
This is yesterday
And I just noticed this white shark just showed up on our coast
So you can do that by going to top dot org and going to a buoy these buoys have physical oceanography?
They're built in collaboration with and barring ow and we've got a few of them in the ocean right at Hopkins
We can tell our undergrads Hey look. There's 14 large. White sharks that come by
The gliders give us continuous coverage and the future of Oceanography is to begin to enable this
Mechanized world that samples allows us to go in do things like go around Farrell ons
And see with a mechanized glider all in yellow that white sharks are circling the farallon's
Not a great place to go swimming in the summertime. That's a bunch of different
White sharks all gathered there that we couldn't visualize ourselves until we had gliders that were circling
So in conclusion the future really is a future in which we bring together these disparate worlds of
Surveillance
Technologies that our late comers to our oceans that you probably are using on other planetary missions, and we begin to understand
how is it that we can see what's happening in our sea, and that's what we're trying to do with our colleagues right now and
The future is something like having not only the mechanized vehicles and the tagged animals, but also
developing this world of environmental DNA being able to do signatures of
Being able to see where the animals are and also pick up their signature from their genetic material
so an evolving area of science is the fact that wherever you go especially in the sea you can find the shedding cells and
Tell who's been there?
We envision the day soon where we could just send out a glider
To the cafe and the glider remotely could sample what's happening there and said back to the lab something
You'd be doing on Mars perhaps
And then we envision the day soon where we take back our seas from the poachers that with the Google and sky truth enabled
Ability to follow where humans are that we can actually in these remote places the largest MPAs on earth
Build the type of devices that help us prevent the taking of the Sharks
I'm going to just go back back right past this very sad story the largest MPA on earth where we work
Completely overrun with poachers that we can't stop and I'll end on this last note
my hope for the future is that with
coming together of different groups
We can do things like build what we're building right now with our Stanford colleagues in aerospace the fin alert shark tag a tag that
When we take a shark from the sea it will have the same type of device we have in clothes at Macy's
Where it will alert?
The patrol boats that the animals been taken and the patrol boat can come and say hey
You know you're not supposed to be in our MPA our marine protected area that type of technology is what we need
combined with the satellite technology to own this place called Earth and to prevent what's happening the
decimation of the large marine predators in the open sea beyond US borders
So I'm going to end by saying thanks for listening monitoring with technology bringing together these disparate
Paths is really the future of our oceans and to do all this work
There's many people I would have to thank but I particularly want to thank my Linh laboratory that
Actually has led the charge with me throughout the year as many different people and then the combination of philanthropic and federal funding
That's allowed us to span two ocean basins in pursuit of a healthier ocean. Thank you very much
Fuck
So we have time for a few questions if you have a question. Please raise your hand wait for the microphone stand up and
one question only
Hi, thank you for the talk that was great
Wondering when you're making these global conclusions on
Fish trends how do you deal with the potential for over sampling of fish in this region and maybe under sampling of?
populations that are based in Latin America or Australia
Okay, so I'm gonna. I'm not entirely sure exactly which particular
aspect of the study or your you're focused on but let me just talk about fish trends the
fish in the world are reported to
Regional fishery management organizations that are international called are FMOs or to FAO and so most of the grids for fish reporting are
Five by five grids and all you're getting is what humans tell other humans
They're doing so there's a lot of illegal fishing too, but most of what you're seeing in graphs is reported fishing pressure
And there's been study after study across the planet that's shown that the trends. Are you know going down?
It's called the fishing down of the food web
Sharks okay, right when we tagged and we look at where an animal goes we have to actually account for that tagging area
So we either have to do a statistical
Robust analysis in which we have to measure how many animals do we tagged what was the length of a tag on
How do we deal with dispersion versus advection so it's just a math model
I'm not maybe I didn't get your question exactly
Hi, that was fascinating. I have two questions the first question is
When the animals are going out way offshore, they're crossing deserts. I mean are they going deep
I mean are they they're surface waters are
oligotrophic
So how are they managing and there don't seem to be following currents?
They seem to be going counter currents, so what have you learned about that aspect?
And then I have another question
I think that's that's a really great question
That's sort of the secret of the planet Earth so the biggest peanutbutter shop on the planet is in what we call the Mesa
pelagic so that's the layer underneath the open sea so the pelagic and
in that layer is
A fish with oil that may be the real peanut butter of the sea called
Lantern fish so a lot of these animals are diving down to that
Layer that doesn't have light the music pelagic or it's got low light
feeding in that
Sometimes low oxygen layer sometimes not low oxygen and then coming back to the surface so we see a lot of that dial
behavior out in the open sea and so
There's there's three parts to the answer to your question that that we studied today. How are these animals so efficient and moving?
That is how is it that they don't have such high energetic cost that they can do that they can use?
planetary scales that we could only dream of with a
Rover or an AUV so every a UV on the planet what limits where it goes?
anybody
batteries drivers, okay
So unless you have a solar powered a UV you can't go very far on the planet compared to a tuna
And so what the animals are doing is they're combining elastic energy storage with?
Mechanical muscle power once they get out there
It's a desert so the question really is where do you feed and the answer is you're feeding below the surface
Satellite imagery, and I think the cafe is a great example
Where you know by surface signal? We would never know that that was a place that all the white sharks gather
Or would we know why and so when we go there physically perhaps for the first time we've applied for some cruise time
Maybe what we'll find is what I think it's going on and that is that there is an edge there
That we don't naturally recognize as vertebrates as primates the edge is formed by a hypoxic
layer and
A very well oxygenated piece of the ocean and may be along that frontal boundary
That's the kind of frontal boundary that we don't normally see from the surface
There's a stack of like cordwood of prey or maybe it's for some other reason
But I think what the animals are teaching us is we don't entirely yet understand our planet as to where the carbon
gets stored
That then makes for a good food web. Well. That's interesting there may
Also, be some metabolic issues because it's lower temperature, but the following question. I have is that the ocean is
an acoustic environment
not a visual environment
Have you thought about look listening to the animals as they're moving through the ocean and not only to understand?
What they're doing, but also to learn about the surrounding environment acoustically yeah, it's a superb question
I'd say that we vertebrate researchers especially in fish are behind on the acoustics
We actually for the Navy did a project where we measured tunas capacity to hear it's quite good
and so I think what probably is going on that we haven't ever put a
Perception on in terms of a human perception of how it works is that?
Certainly when things move through the ocean there's sound signals right how a fish would pick that up. Isn't something anybody's
You know done at the pelagic level very well, but perhaps
Perhaps, it's working. I think that smell is certainly big you look at a Marlin a tuna swordfish
You've got a very large rosette that is nasal so clearly the smell of a squid
You know may be something they can pick up I mean I get fast
primarily by simple questions like this
How does a giant tuna swimming in the North Atlantic decide to go to a thousand meters and do it in less than ten minutes?
You know how did it know that there was something worth chasing down there?
So how does it find the squid that's down there and wouldn't you love to see from a camera? What's really going on?
Imagine all of you who spend every day wanting to go to some other planet
We barely seen what's on this planet at depth all right?
We've been to the Marianas Trench
We've been to some of these incredible places, but do we really understand?
places like the open sea what's happening in the
Richest most biodiverse region the mesial pelagic which covers the largest zone of the ocean?
So we oceanographers have been behind it sending our message out. We're perhaps
Not as articulate a crowd as our colleagues of this institution
And I think that you know there's some really clear issues
Across two-thirds of the planet that have to be sorted out, and I think that you know it's challenging to make it compelling
Hi, thanks for coming to talk to us
I had a question in terms of you talked about a lot of different technologies that are being developed in terms of
one establishing MPAs a crop for California, and then sort of
supporting the establishment and retaining them what types of
Advancements in technologies, or developments. Do you see is it sort of supporting like?
population or looking at species or
Maybe you could speak a little bit to that okay
and that's a that's a terrific question a very hard question - so thank you for the difficult question and I
Don't think we have a clear answer to that question. I think that many of you may know that
There's been an Act passed in California that protects very
Important domains that are in short so the marine life Protection Act that means that a hundred years from now
You know your kids kids might be able to see what happens in a California intertidal zone
That's almost undisturbed so it protects small places close to shore
We have sanctuaries now and these sanctuaries such as Monterey Bay National Marine Sanctuary the Gulf of the Farallones
Sanctuary Cordell Bank sanctuary they protect larger parcels of the ocean that are quite important
But they still allow fishing and many activities to occur there
there is a push going on right now by
By the West Coast folks in
Oceans to now take sea mounts and through the monument act
put those out of reach of
Certain types of fishers the fishers who can drag a net along a sea mount and change the biodiversity overnight
so that is it is a
antiquities act type of protection that may go in play at the end of the Obama administration
what other tools do we have to protect pelagic areas very few as the answer even building a
World Heritage Site you know the same type of site that might be around the Great Barrier Reef is something that's very unique to a
temperate zone like ours and
Doesn't necessarily
Come with a lot of protection as much as it raises the profile of an area
So the answer is that's our challenge. How do we tell the fleet's of boats that we are seeing now that we have the AIS?
tool, so remember the biggest tool that came of age in the last two years is the
Capacity to use a collision avoidance system as a way to see what humans are doing on the planet
And it's been shocking to see all the nations out beyond our borders who are fishing every last
Fish they can get so we may be the best at making laws that can serve and manage our fisheries we do quite
Well as Americans, but just beyond our borders where the animals are coming in from we've got many nations
And I'm not going to name names, but the fleet's are big. I'll name some of the biggest fleets, China Korea, Japan
and
They're fishing in the offshore realm
So we won't save that part of this planet
Until we come up with ways of monitoring and monitoring can only be done with satellites and with tools that allow us to count
You know what's being taken so my dream is
beyond the tag I told you about
Unfunded I call it fish. Chip is to chip the carcasses tomorrow not not
You know ten years from now
So by chipping the carcasses with a satellite chip that it isn't as easy as you think you want to have the Iridium
You want to have RFID?
You want to be able to see a animal in container ship?
So you need GPS iridium a bunch of different technologies together on the chip so that we can't have a black market of tuna to
fish
You know other people might worry about rhinoceroses, but you want to be able to chip the wildlife
So it can't be traveling the planet without us knowing and I think we could do that
As soon as people come together and say we care about these problems
So with that please join me in thanking dr. Block for an excellent
You
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30+ Most Genius and Bizarre Public Monuments & Sculptures ✔ - Duration: 10:16.
30+ Most Genius and Bizarre Public Monuments & Sculptures ✔
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Ellen's Pumpkin Public Service Announcement - Duration: 0:55.
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'We Will Fight': Weinstein Accuser Rose McGowan Gives First Public Remarks | TODAY - Duration: 2:10.
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Rose McGowan to make first public appearance since Weinstein accusations - Duration: 2:34.
Rose McGowan to make first public appearance since Weinstein accusations
Rose McGowan arrives at amfARs ffth annual Inspiration Gala in Los Angeles, Oct.
29, 2014. (Reuters).
Actress Rose McGowan will make her first public appearance Friday since accusing disgraced Hollywood film producer Harvey Weinstein of rape.
The appearance is scheduled at the Women's Convention in Detroit.
McGowan will kick off the event, which is set to run Friday through Sunday, the Detroit Free Press reported.
She will also participate in a panel with survivors of sexual assault, titled "Fighting for Survivors of Sexual Assault in the Age of Betsy DeVos.
" (President Donald Trumps education secretary, Betsy DeVos, has faced criticism from the left over plans to review Obama-era guidance on campus sexual assault.
Early this month, McGowan tweeted out that she had been raped by a man with the initials "HW.
" She later confirmed to the Hollywood Reporter that she was referring to Weinstein.
Weinstein was fired from the Weinstein Company on Oct.
8 after the New York Times published an expose detailing decades of sexual harassment allegations against him.
The Oscar-winning producer apologized without addressing any specific conduct, but has denied later allegations by several women that he raped them.
The Times also reported that Weinstein paid a financial settlement of $100,000 to McGowan in 1997 over an incident in a hotel room during the Sundance Film Festival in Utah.
McGowan has starred in several films, including Scream, Jawbreaker, and Planet Terror, as well as the early 2000s television series Charmed.
The Associated Press contributed to this report.
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