>> Jacob Nadal: Hello, everyone. I'm glad to see so many of you here for this, our third talk in our preservation week series this year. It gives me great pleasure to introduce Dr. Fenella France, who is Chief of our Preservation Research and Testing Division. She'll be talking to you today about our scientific reference samples, both the real artifacts and all of the data we have about them. This set of materials and data is something that we've had internal to the library to support our Research and Testing Division and all of preservation activities for some time. And in the past few years, Fenella has begun to figure out how we can make this available to support collaborations and engagement with the broader preservation and conservation community. And I'm really excited for her to talk to you now about some of the very innovative and interesting things she's doing, and get us thinking about what the future may hold for conservation science data. Fenella, over to you. >> Fenella France: Thank, thank you so much. So, why do we need a reference collection? Some of the challenges we have are what actually has happened to our [inaudible] digital materials and why they're degrading. And there's usually very little documentation that allows us to know that. So, if we have reference samples that we indicate on the terms, that can help us to sort of recreate and [inaudible] treatments, think about destructive testing that we can't do our collection items, and use that to advance our preservation knowledge and techniques. So, what we're going to talk about today is some of the guidelines we've developed for housing, characterizing, and using and visualizing the data and the collection items, as well as some of the other tools that we have as well. One of the things we really think about in the RTD is how do we prioritize risk to collections? And which of our materials are most at risk? And so we're always balancing those components. And as part of that, the more we can know about those materials and characterize them in the degradation mechanisms, and even tracking change over time, really helps us think about that risk and move forward in that way. And so that is why this reference collection is really so important in helping us aid to that knowledge. What are some of our challenges? Well, we have any number of substrates. We have any number of media and inks and pigments used on them in different treatments and in different environments. And all of those combinations, all of my conservation possession colleagues know, really add to the wonderful challenges and the opportunities we have to preserve all of these different materials, and how we move forward, and almost forensically look back at what's happened, trying to reveal the history of those that we may not know about, and move forward as we think about what's happening with our collections. So, just a tiny peek into our two labs [inaudible] Physical and Chemical Properties Lab. We do a lot of our web testing and the structure of testing and physical [inaudible]. And the downstairs optical properties lab that has a lot of portable instrumentation and non invasive where we do the hands on work, a collection of items. In terms of how, what I'm going to talk about, I'm going to give you a little bit more background to CHARM, which some of you may know formerly as CLASS, the Center for Library Analytical Scientific Samples. So, we're expanding this to cope from heritage in with these materials. Some highlights from the collection that you know may not know that we had internally. Some of the processes that we've gone through as we have made decisions about this, I mean, how, the digital data is, Jake alluded to in how we're using the collection, some interesting components there. So, in terms of the background, we really want to think about how are bouts and knowledge, and what can we do to improve and keep growing in terms of our preservation activities. So, when we first started thinking about, going back to the 2008, we had some reference materials. And I really wanted to build up what we had to see how we could use those more effectively and start to link destructive testing with non invasive techniques. We were really starting to invest a now portable instrumentation. And this was very important for working with curatorial staff to gather [inaudible] that we weren't going to do anything unusual to be a collection item. And, but there were these techniques that we could use. So, what materials did we have that we could start to test instrumentation on and think about? So, firstly, it was the space. You know, what do we want? We could restore this and control the collection and look after it best so that we were actually preserving the reference collection as well. So, this is walking into our, the CHARM room, of some of the materials they're working on for national collection. You can see we collected cabinets and sizes and different orientations there. And through to how do we best use this space in terms of what instrumentation we might use. And, of course, one of the book areas that's used heavily is the documentation and the imaging stage. And we have now two set ups there that can be portable as well. And so what did we have? And what do we start to build up? So, we had a lot of paper based materials. And you can see here we still have our analog record if someone takes samples out to use for a research project. They can note that down there. And we, of course, note that to the digital pool. But sometimes it could be, analog can be the best way to move forward. So, a range of whether it's rag, paper, or news print, or you name it, we've got many, many different papers. The building of our parchment collection. You know, is it [inaudible] is it cheap or both? And explaining that, you'll note, I think you'll see the bar codes on each of the pages, looking into papyrus as well and different components there. We have an extensive audio visual and sound recordings, close with some other colleagues and [inaudible] to actually look at how some of these materials are degrading and how we can help them in terms of their workflow and why things may be sticking as they're going through the heads, as they're trying to transfer it to a longer term material storage form. And even through to, which may surprise you, all of the scanning electron microscopes dubs where we take minute samples of a pigment or a fiber, they have all been kept at a toys factory, something you may remember thinking about. We kept all of these so that we could then go back to the sample that may have been taken from pigment box and 10, 20 years later, look to see how it was changing, and, or had something happened to it. Or if we needed to, we already had that sample, so we did not want to get rid of or lose some of these opportunities for future studies that could be shared with other colleagues as well. So, in terms of our inventory, this, clearly we still want a lot more. But you can see how we're starting to categorize it into certain areas. We have a box, we have a number of papers, we have the [inaudible] fiber collection, papyrus parchment, very distinctive colorants, and adding to that, going to be one of our highlights today, tech star collections, reference materials, artist materials. One of the interesting components as we have been doing this is also, I don't really have time to go into it today, but thinking about how we describe those materials as well in terms of the terminology that we're using. So, if I'm using [inaudible] materials, it's like the same way you might use that term. And that's something we'll come back to a little bit later on. But really sort of building this up to expand what we have in the collection, what is useful in terms of understanding what materials are at risk in our collections, and how we can move forward with those materials. I wanted to start with one of our beautiful, clearly, as you, topics, and in terms of recreating historic colorant and pigment recipes. And this is something that a number of our staff have been involved with. Cindy Connelly Ryan, who's been taking the lead on this. And I will say, over the past year, she has created even more garden space in her backyard for collecting those materials that actually have to be collected from nature, don't come out of a jar, from a manufacturer. And so that's, you know, significant part of some of your wonderful work over the last year to generate to see what we need and collect goals and all sorts of materials. And what's really interesting about this is we've really built up, because when you think about it, the materials are used historically, often the recipe is not well laid out. If you've ever captured a recipe, actually a cooking recipe from your grandmother, which might say and then I added about this much and half a cup, and they forget to say exactly how much a pinch of salt, and so, because they just know they always put a quarter of a teaspoon in. And so part of this work has been really looking at what the formulations need to be and what perceived combination do we put together, and what are the difference aspects that go into making this colorant and this pigment. And what proportion. One of the things, as many of you will know that's particularly challenging, is any artist does not very often use a pure pigment. They often mix them together. And historically that is, you know, very interesting and challenging part of what we do, particularly if a faded or changed over time or been impacted by treatments. So, here are some beautiful ones. I was in the lab a while ago, a while ago, and Cindy had marigold and onion skins and [inaudible] turning away there. And just delightful in terms of the challenges and the unique opportunities for, as we recreate these materials, and start to see it really grow. Along with the historic, within [inaudible] building up new pigments coming in. And there's been a strong focus on how we, what's the substrate you put these on. Is it a starch faced paper, is it red, you know, gelatin sized, is it parchment, because that can have an impact too in terms of how we use these techniques with different non invasive analytical techniques to understand what might be happening. My wonderful staff, instead of just making up one of these halves, we make up five, because one will go into cold storage, one may be available for accelerated aging, and then we have two or three others that could potentially be shared with colleagues who want to use those for some of the analyses as well. And you may also remember there's a wonderful [inaudible] article using some of the materials from the manuscripts position, the [inaudible] diaries, where describe some of the ink recipes, and I think there's also some wonderful reference collections within collections that have all of these different sample sheets in it as well. So, that's a treasure trove and a wonderful crossover between physical reference collection and what might be in our collection and how we can start to use our techniques to non invasively analyze things in our, in the library collection. So, Amanda Satorius has done some fantastic work on rehousing the collections that has been really important as we've moved forward with the best way to actually store and think about our reference collection. So, here you see a beautifully cataloged and created housing for new pigments. One of the things we've done and we realized that's quite important is whenever people took a sample out of a pigment bottle, it created the possibility for there to be contamination. And so what we have done now is any new pigment coming into our collection, we take a small sample, which is our pure reference pigment, that is set aside. And that then will be there as a backup if anything happens when the larger sample that's been used for other materials. And then also with colleagues from conservation, and looking at rehousing the Forbes Pigment Collection. As many of you know, that originally was assembled by Edward Waldo Forbes from the Fogg Art Museum, and we have a Partial collection at the Library of Congress. And you can see on the right we rehoused that so that each color is in a separate box. It can be visibly seen and much easily exist and preserved. So, these are some of the decisions and thought processes that [inaudible] into very carefully, making sure that these reference materials that we are working with and using to preserve our physical library collections are actually thought about and remain here and able to be used effectively. One collection here I just wanted to mention are the Kathryn [inaudible] Kathryn Jakes Collection, which, for many years, she was at the Ohio State, fully at the Ohio State University. And a textile scientist lab background. And she did one of her nature collection when she retired, which we thought was going to be a couple of boxes and turned out to be an extensive fantastic collection of materials and in turn did a lot of work in terms of carefully rehousing the textiles. We had all of the [inaudible] the boxed plants that these were extracted from move to all of the microscope slides and the spectra from all the data. So, it's an extensive collection that was really useful as we started thinking about the best way to store access and bring the digital and the physical collections together. Which takes us into an area that we've been spending a lot of time with within the last year. This would be [inaudible] but I just wanted to point out the ways we describe the reference samples, as I alluded to before, we standardize the classification of the actual item. Is it a book, is it a pigment, is it paper, fiber? We have to think about the characteristics. So, for example, a book will have different characteristics to a pigment. A pigment would probably not have height and width, but a book would. So, we go into the digital data the moment you put the classification item and in ordering up those characteristics that relate to it. So, we're looking standard terminology, like [inaudible] in terms of the place names, the classification, the instrumentation. And this is an area that over the past year we've really been looking at linking data to to see what's out there, what's available, and what we need to expand with colleagues as we move forward with it. I wanted to start with the Barrow Collection, which many people know about, and it's always, I wanted to highlight for the number of colleagues, I was talking to some colleagues not long ago, about a year ago, University College London, and something came up about the Barrow Collection. And they said, we wonder where it is. And I said, oh, well, it's [inaudible]. So, it's just a beautiful collection of materials, 1,000 books that date from 1507 to 1899. And also has all of the extensive data from the William J. Barrow labs for range of materials, a range of parameters. And the testing was collecting wisdom in the 60s. So, 50 years on, we'll come back to that as a teaser a little bit later on. And you can see here that it was in need of some attention. And we had a number of [inaudible] work on this over the years. And this is where, you know, we really have to think about how do you make the reference collections useable, people want to use that, we can't just have these all sitting on the shelf and not being pursued, you know, preserved effectively. So, some of the processes included cleaning, assessing, rehousing, labeling, and storage. And a number of interns worked on this. There was kind extensive work, cleaning off these, and measuring the books, creating enclosures to put those in, and kept doing some more data in terms of the size of those. And then going to looking at the cataloging, and extracting all of the data from this [inaudible] capture of the original Barrow book collection and putting them into a spreadsheet, which we've now taken another step through the, to make it more interactive. So, you saw the collection as it was. And now this is what it looks like. It is in individual cabinets. And as I zoom into this, you'll see now where we've really put a lot of thought into how we know where an item is. Historically, sometimes when people would use collection, borrow from the reference collection, there will be a little sticky note that will be put on a shelf, and it would say so and so taught this in 2012 to broad project. So, it might end up sitting in one of our lab areas because it wasn't really cataloged and you couldn't quite read the note, it took a while until that came back to its place. So, what we're doing now is we have each cabinet in our space is cataloged. Its shelf is cataloged. And the item itself. So, there's a three level barcoding categorization. So, it's a lot easier for us to actually track back. And all of those barcodes link into the database for us to track those materials and make sure we know where they are and can keep track of those. And then, as you can see here, some of these materials, we have got the boxes, and just some incredible information, you know, just some annotations with some, all sorts of interesting items within the box themselves. Interns also went through and annotated which books have been taken out and which tests have been done from which pages. So, this allows us to teach and go back 10 years later, do the same test to an adjacent page, or a different part of the volume, and people that got it in the information in the way that can be made available. What we also do, which may surprise you, is if sparkles have been cut out and what all used, we actually retain all of those samples as well. And so this is being made available for further testing, particularly if colleagues want to do, its general colleagues want to do some destructive testing, and we already have the [inaudible] cut, this makes it much more easier for us to then share that with them, and also already been doing this with a number of colleagues on various research projects, both within the United States and internationally. So, it's wonderful seeing this collection be used and reused, because that's what a collection should be there for. And also as we start to get new instrumentation, thinking about what new data we can actually extract from somewhat new information might be there as well. So, how do we learn from our reference collections? And this has been a very interesting topic over the past year that people have been working, teleworking. Of course, as materials age, they're exposed to different environments and different treatments. And the reference samples allow us to recreate those conditions, to examine the effective new treatments, to look at age materials, to assess things we might be going to think about during on the reference samples before we actually think about anything happening to the library collection item. And as part of that, we use moldable techniques. We create and integrate different data and do a lot over the past year with data fusion and integrating different types of information and adding to the values, sort of a deep learning component, and using that data to compare with reference sample to confirm our results, particularly if something can't be taken and do that. So, one example that some of you may have seen [inaudible], which was looking at why REC cylinders actually crack. And we actually had the digitized mode notebooks. What we could do, though, was from some fragment, period fragment samples that we already had in a box, there it could then go here with interns, recreate those formulations, and do clean preparations. Going back to the lab notebooks, we could actually recreate an atom contaminants. For example, we were seeing a high level of ion, then we were seeing in the clean preparations that turned out that they were using cast iron pots. And this then allowed us to answer the question of why REC cylinders were cracking, which turned out to be, they were more at risk to changes in temperature rather than humidity, which is usually the case with how many glitch items. And here's the [inaudible] talk. You can see [inaudible] here it's explaining this [inaudible]. So, as I said, we often use a lot of multiple techniques. And we've been calling this the go team. And this is sort of prioritizing a structured approach to be able to analyze collection items more effectively and in a more timely manner by using a combination of staff and a combination of techniques. So, this allows us, as I said, to sort of do that active learning. We usually start with spectral imaging, which means we can net what's happening across the surface of the entire surface of a collection item, depending on the spectral response to different materials. That then allows us to say what are the next point analyses that we might do. Do we need to do fiber optic reflectance spectroscopy? Do we need to do fully transform infrared, x ray florescence? What are those techniques that may add to our knowledge of the collection item? And as you can see here, these instruments that have been taken over to the Rosenwald Collection with Stephanie Stillo, the curator there, and the second image on the left. And it means then that once we've already created a lot of the reference spectra from our reference sample collection, we then have that to compare with the actual collection item. And by being able to take both some of the samples, as well as the instrumentation to the collections, it means that it's a lot easier on fragile items not having to come down into the lab and we can work in a space and at the time demands all availability of the [inaudible] staff. And so you can see here just another example. As we move into thinking about the data, one of the interesting [inaudible] that became part of this moving forward was how do we extract all of the useful information from the actual instrument. So, for example, if we're looking at a high magnification image from a scanning electron microscope, here's the image, you can see the perimeters are embedded in that image. They're not extracted. So, we have to then try and extract from the instrumentation some of those parameters of how that image was captured. We might also, when we look at the next component in terms of what the trace mutuals are there, we will get that scanned as well. But we might want to go back and relook at this information for different questions that may not have been part of the original research data. And that's what we keep wanting to do. We can scan across it. We can add the next part. But how do we, rather than these five static files, actually extract it into a very useful and more effective reusable information and knowledge generating collection? Just a quick reference here to another project that we've been spending a lot of time on, and the Andrew W. Mellon Funded National Book Collection dot org where we are actually using the reference papers and CHARM to, with the combination of non invasive techniques, now be able to look across the 500 books by different partners and compare those reference samples we have with the reference spectra from each book and get a better information idea of what that specific paper might be. So, here you see one here, and [inaudible]. We are looking at the spectra and comparing it to the reference paper. And, again, here, you can see we have very useful resource, and this is also extracting the raw data rather than it being static. So, you can easily overlay multiple spectra on this and start to zoom in and look at the specific peaks where we might be seeing some things that might relate to change over time or items specific components that might relate to the deterioration or things that can impact the preservation of our collection. So, the Barrow Collection 50 years later. So, image on the left, one of the female chemists who was working in the Barrow Lab in the 60s, Dr. Andrew Davis, who's been doing an extensive [inaudible] into looking at what do we have and what sort of data can we capture and compare with what we've got from the 1960s. As I showed you, this is just three of the cabinets of the approximately eight cabinets we have of the housed Barrow Collection data. And we literally have pages and pages of data about pages and pages. And so just a huge volume of data here. As you can see here, another intern worked with [inaudible] project was carefully cataloging and extracting the data from each of these pages into an Excel spreadsheet that could be made available. And if you think about, you know, the 1,000, 1,500 books about 16 data points that there's an awful lot of information. How do we start going about thinking about all of this information and how it might be combined in different ways? If we look at this historically, you can see that usually people would combine just one or two factors. And what might this look like as we start to move forward with more of the data fusion approach, and thinking about multiple variables, because the challenge and the joy of preservation research is that there's never a nice simple answer. It's never 7.2 [inaudible]. And usually there's multiple things we have to think about. So, where can we go next in terms of how we want to extract information from this collection, and add more value to what we've got? So, Andrew Davis has been doing a lot of work about the colleagues over the past year using principal component analysis that reduces the variance within a large collection. And it means you can look at multiple variables at a time and start to think about how we visualize that data. So, what we're looking at here is thinking about is there any cost [inaudible] in terms of the country where your materials were printed, the [inaudible] content, is it present or not present, and what that might relate to in terms of strong clustering as we relate back to preservation. So, some visual correlations are apparent. But not always. So, but it's useful for us to start to think about how can we visually look at this data, and then move forward, and which of the parameters might be most useful for thinking about those aspects that impact our collection, and what would be most useful for preserving our collections. So, one of the things that Andrew [inaudible] have been working on over the past year is using some of the historic Barrow Book sample data to compare with the collection information we're collecting for the [inaudible] national collection. But we're still in progress with this. But what might we start to see? And what might be useful data that we can extract from this? So, one of the things that's been very interesting as we start to think about this and ponder is how we can use this data to see which simple [inaudible] could actually inform collection staff. So, here, for example, we're using b star, which is the yellowness of the paper, and relating that to pH and strength. And you can see there that there's a fairly good indicator of the quantitative physical condition correlating with the more yellowed paper. And these are tools that we're starting to think about, I just want you to know this is very much a work in progress, but can we start to then possibly use that as a simple visual check or a small smartphone capable tool that will allow someone in the collection space to very quickly use that as a replication or a mark up for the at risk component of their collections. So, you can see how we're sort of coming, circling back to the original thoughts about how we preserve, and what parts of our collection are at risk, and how we might use that to link with the reference collection information as well. Taking a little bit further, we're really thinking about the predictive models. And if we can use the paper sample collections with both the non invasive spectroscopy and physical testing can we start to look at the pulp and physical/chemical properties that we might have. So, some of the work that's been going on is, again, looking at what we might have in terms of, for example, infrared spectra, and modeling that from reference papers and taking unknowns and comparing that together. So, what we have here is Andrew had taken a collection of some of the national collection of the [inaudible] project papers, and initially wondered, put them into the model with some of the reference papers, and initially wondered, that doesn't look right, because that looks like clustering with the red papers. And because he had done this blind, then we can then realize that they're all creating 45 papers, so it is reasonable to assume that they would be rag paper prior to the beginning of the [inaudible] paper production. So, that was a really fascinating, interesting thought of how we can start to then correlate some of this non invasive and the information we can capture from the reference papers and move forward a little bit more in predicting what we might have. And, again here, you know, this is sort of looking at productive strength using the reflectance IR and how we can, you know, do we need to use outliers, are they helpful here. As you can see, we have tended to keep all the information in rather than going straight to machine learning. I do want to note that also there's a lot of focus these days on machine learning and artificial what I like to call augmented intelligence. We tend to leave a lot of the information there, because we don't want to make assumptions until we really know what we're looking at and what those nuances are. So, some of the outliers here were actually modern facsimiles, books that we've [inaudible] for partners turned out to be facsimiles that are being reproduced by digitizing the original item that became this past ability to be circulated. So, there's some really interesting useful information as we start to think and move forward with how we can use this data. And this has been a really strong area of telework. And what's been really fascinating, it's allowed us to spend a lot more time thinking about the data we've got. And before we generate new data, really looking to see what we've got there, and thinking very thoughtfully about the parameters that might be very useful as we move forward. What I do want to note is that project is still ongoing. We were delayed a little over the past year by not being able to be in the lab. We did a lot more work with the visualization. So, you can see we've only got actually around 1,900. We're just starting to move in. Plus we're getting the same box from each of the partners. And we will be building up this model as we get some of those replicates from the different partners and find out whether, in fact, they are the same replicates or not as we go ahead. So, in conclusion, I wanted to note that the reference sample collections really very much enhance our ability to understand our collections, to characterize and preserve the reference, pardon me, the actual library archives, museum collections that we will work with. And by using these reference collections, these reference samples, we can start to correlate more sort of connections between the physical measures to non invasive portable instrumentation, and really expand our capabilities and look at how we can build the knowledge base and turn the data and the information into knowledge. By cataloging and really paying attention to the metadata and precharacterizing the sample, that's really important as we want to expand into future research. And what's been very interesting as we've worked with this cataloging, and particularly as we've moved into the database, is how we can think previous research studies to future ones, and between different collections, and start to see and build up interactions and information and connections that we had not seen and were not available to us previously. And also with these reference collections, as we get new instrumentation, we now can actually pull out more new and useful information that we didn't originally have and expand our knowledge. And so that's an interesting [inaudible] too. I did want to just note, we've been very delighted to be working with some colleagues on iChrome, and looking at international workshop on heritage sample archives. And we will be, there will be a workshop lecture [inaudible] and we will be starting to share this information with other colleagues and move forward and share guidelines and best practices and help try and support reference collections. Because I think what's so interesting is particularly as people retire, we may lose those collections or we've lost that knowledge, that innate knowledge of the person who created that collection had and would need to preserve it and move that forward. So, I want to thank so many people. I really only just started to look at trying to call on some of the previous interns. But just a wonderful group of people that we've been working with. And thank you so much for listening. And I want to now open up for questions. >> Amelia Parks: Thank you so much. That was really great. Okay, so, we are open to all questions. You can enter them into the Q&A box. And remember, there was a lot of information to unpack in that presentation, so if you think of something at a later point in time, please feel free to reach out to us through Ask a Librarian. And you can find that link in the chat. We will take your questions at any time. Okay, there's a question from Brian Draper. Can this data be referenced by us, conservators in the field? >> Fenella France: Yes. So, short answer, yes. Right now, we do not have the digital platform available, but we are very happy to share that with you until we have that, an online forum. Yes, you can make that available, you can share that information with you. We can also, particularly for the Barrow Book, you can actually request physical samples if you want to do testing on those. And so we're really happy to share that. I'm happy, if you want to contact me directly to talk with you more about that. >> Amelia Parks: Oh, yes, there are. Okay, so, for materials collected from nature, if a plant cannot be grown in the DC area, are there partnerships to acquire those materials from farther afield? >> Fenella France: That is a wonderful question. And we have not done that yet, but would be delighted to if anyone's interested. The date's collection was a great example where we literally [inaudible] exactly where all of those plants were collected from in South Carolina and [inaudible]. But we very much are looking at that. We've even told Jake that we want to create, you know, an actual garden at the Library of Congress, which would be really fun. So, yes, if you have, would like to partner with us, we would be really excited. We've talked with colleagues in the past about if they have specific collections of [inaudible] or different pigments or different things. Because we have a storage area, we've been happy to store that if it's at risk. But that's fantastic, would love to work on that. >> Amelia Parks: Sounds like a really good project. Okay, we have another question from Catherine. The tested collections seem to be mainly from European or American areas. Have you begun or are planning to begin any research on materials from elsewhere in the world? >> Fenella France: Really good question. So, we're still building it up. And the answer is yes, we have been slowly trying to acquire. Because a lot of it is new reference materials, and I see a question, we are actively collecting new samples at this time. And you raise a very good point. That is a weakness of our collection. And but we would be delighted to work if you have specific sources or resources that you could point us to, I'd love to hear more about that, because you are absolutely correct. Apart from recreating some of the historic recipes, that's an area that we're lacking in. >> Amelia Parks: Thank you. And I think, I think that that may have answered Brian's question as well. So, yes, we are actively collecting new samples. >> Fenella France: That was also a fun experience for staff over the last year when we couldn't really buy things for the labs that we could actually access and source new reference materials. >> Amelia Parks: What are some of the strangest places you were able to source from? >> Fenella France: I would have to ask some of my staff, because they [inaudible] to that. But it's been really interesting, you know, sometimes [inaudible] conference a couple of years ago, and I found that really helpful because there were a lot of European sources that we didn't normally see. And sometimes the challenge is giving those into the country. But, yeah, really interesting. And actually [inaudible] thank you. This reminded me that [inaudible] actually put together a Japanese print collection from [inaudible]. Didn't quite have time to highlight in this presentation. >> Amelia Parks: And Jake made a great suggestion about posting links to the story maps, but I don't have those available. And my internet connection is a little bit wonky, so I don't want to open up too many windows. But, yeah, the LOC story maps are really great resources for looking at some of these things in a more narrative form. Well, I do not see any new questions coming in quite yet. But Jake is passing on a link to one of those story maps right there if anyone is interested. Thank you. And, yeah, so I think that that concludes our presentation for today. Thank you all for joining us. And I hope you tune in to the last two preservation link talks. Thank you. >> Fenella France: Thank you. And please do, wonderful suggestions, and we would love to talk with you more if you're interested. So, thank you all for coming, and very much appreciate you listening.