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Birds of a Feather CDSB community efforts to strengthen the R Bioconductor community in Mexico/LatAm

Leonardo Collado Torres
Investigator в Lieber Institute for Brain Development
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Birds of a Feather: CDSB community: efforts to strengthen the R/Bioconductor developer community in Mexico/LatAm and results showcased by regutools

Leonardo Collado Torres (Lieber Institute for Brain Development)

Joselyn Chavez (UNAM)

Carmina Barberena Jonas

Emiliano Sotelo Fonseca (CINVESTAV-LANGEBIO)

Alejandro Reyes

10:00 AM - 10:55 AM EDT on Wednesday, 29 July

TALK

Moderators: Levi Waldron, Kayla Interdonato, Charlotte Soneson

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Leonardo Collado Torres
Investigator в Lieber Institute for Brain Development
Joselyn Chavez
Ph.D. Student в Instituto de Biotecnología UNAM
Emiliano Sotelo Fonseca
MSc student в Cinvestav UGA - Langebio
Carmina Barberena Jonas
Student Intern в LANGEBIO Cinvestav

At the Lieber Institute for Brain Development, I am part of the Data Science Team I led by Andrew E Jaffe. My research aims to better understand the roots and signatures of disease (particularly psychiatric disorders) by zooming in across dimensions of gene activity: from studying gene expression at all feature levels (genes to exons to exon-exon junctions and un-annotated regions of expression), to using different gene expression measurement technologies (bulk RNA-seq, single cell/nuclei RNA-seq to spatial transcriptomics) that provide finer biological resolution and localization of gene expression. I'm interested in both hypothesis-driven projects as well as building general resources such as recount2 that enable us to contextualize our findings across all of the public human gene expression landscape. I use the R programming language for nearly all my work and like to organize my code in R packages that I share mostly through the Bioconductor project. From my position at LIBD, I'm able to interact with and collaborate with fantastic biologists, data scientists, researchers at Johns Hopkins University and beyond. Furthermore, I officially help mentor LIBD employees in data science and R tools.

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As a current Ph.D. student, I am developing a bioinformatics project focused on the study of transcriptional regulation in prokaryotes. Besides bioinformatics, I also have wet lab experience in plant genetics, Drosophila epigenetics, RNA-seq, ChIP-seq, Hi-C, molecular biology, and microbiology. Recently, I become a developer of R packages.

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Welcome to the first birds of a feather by going to be back after software developers in Spanish and we're going to talk about her show results showcase by the regular tools. Back in the package, I put on the track here, the links to the slides and some other ways that you can contact us. When you can see the slice online. Please use the pole section to ask questions and we'll have a Q&A section at the end of the first of a Feather that way time will go over your question.

And then just leave them coming. And thank you very much for being here. This evening is good communities. Part of the Mexican by informatics Network. Their Twitter handles are on the bottom and you can find all of our Twitter handle, the first life by conductor conference and in 2017, they have a name for it yet. But people in Mexico, starting the community and by 2018 by summer 2018, we had our first worship with supports, and directly from Black & Decker Insurance of.

We had marked and Morgan and Bennington. In a bottle of join us instructors in Mexico. I'll fly to Mexico and teach there for a week. 4, 2019. We ran a scholarship assistance program or a scholarship application. We had three members win scholarships to attend the conference that we adopted and translate it to Spanish in 2020. We had our first black another package over and we're planning a picture of worship using both mature for March to you and buy a kinetic music. I can we have a website here that

has ever seen translated in both English and Spanish? How do we get started years ago in 22007 in? Green's wife is one of the bike liquor Founders visited Mexico. And then she asked me a question of who knows about our fundraisers. And so we started this education cycle, someone teaches in a local community members of that local communities, take the initiative to learn more and that might involve like when the conference or things like that. And then

ideally, but not always more local numbers, right? And that's how you put your community. And so, can you send Mexican Johnny 2008 to teach at 1? We can cuz, of course such that we would know what are was right? And then 2008. Wait, time at our first by sea conference. Ali have a meeting Myself by sea conference. Just to learn the basics about our. And then after that, we came back to Mexico and start teaching. And so this was our first course back in Fall. 2008. Cycle has repeated itself many times

and now they're going to be really like the survival of the cycle. Depends a lot on those local members that have a happy Easter to teach a deaf. It's a onesie leave, it's really hard continue. Funding can also be challenging and there's always language barriers. in terms of like learning the programming languages, You're like a sunny 2017 XC that's where the concept of this community has started. And I have a radius of here and he made this map of the location of biking the

computers back then. And there was none reform is known for Mexico and any other parts of the world what we're experiencing. So, we wanted to increase the representation of laughing American Sapphire, ski and other are conferences. At the same time, in those people in Mexico. Have an organizing by framatics worships initially, the first one was 2006. And then after four years rate, they start organizing them every two years 2010-2012, 2014 and center. And so they had a lot of the know-how and

infrastructure for organizing and worship until I came up with that and to start organizing worship 2018-19 and then And so from our perspective, we are really interested in the transition from our user, to our developer. And when Annie will that stop you messing America and Mexico, the warships organized by the team. In Mexico was a lot about getting people from transition from the level of being interested into being user bad. After several years of training users, some of the uses were raising their hands and asking like how can we keep advancing? So,

that's where we come in. And we're not alone, we have a support network. Otherwise this would not be feasible. And so we try to take advice and ideas for many different communities around are such as I mean, by conducting materials. From both are Steven by conductor. I mean, we don't just take it. We like ask for permission and like, I'm picking licenses and all of that and we borrow community building activities and ideas of how to do that. We also benefit by having volunteer instructors from both. Let's say our ladies are

by conductor volunteer and help us because we don't have any fun games to pay people rely on our Network for funding opportunities. And The wall for visibility like who's going to be leaving? Just like two or three people. We need a couple of more people to help us spread the word and get me started. Something that is really challenging is us to go in and ask for help Frank and said this is Alejandra me back in New York last year and asking for help and that's something that is not easy to do

but and I don't mean I don't know why it is so hard but but it is really rewarding because people on the other side r r e, e yourself and you have to overcome a lot of going to be feeling shy and I love affairs just to ask for help now. Even though we have a lot of great interest in building these communities in Mexico and explain the word. There's a lot of things that we don't know some of us to Mexico now and so that's why we needed. Also local support network and this in our case is composed of two organizations, really, one of them is academic side

National by 4matic, snowed at the National University of Mexico but in order for them to manage money for conferences and things like that, they had to create a society called the Mexican by 4. Matic Network that has long promised siding. Mexican legal legal Finance, taking all the sponsorship money management and organized. So they have a lot of experience organizing these warships, like dealing with the local payment from from students, at the legal guardian bank

accounts, they also have access to the classroom structure and said that, they have computers with the letters reservations and managing like hotels and stuff for guest, access to teaching assistants and many other, local needs and basic be able to have access to the local community. And so they're able to identify what they are interested in learning. So we got them, that wouldn't be possible. And an hour, CVS be family members, you all some of us more from the arm by conductor side. Some also more of the local side, like the female labia that have

had experience organizing workshops in Mexico. We view ourselves as a beautiful University apartment, when we provide a location for having discussion of ideas, exchanging and also abs and expertise, and removing barriers, that's really one of the key thing that translates and sometimes pushing people for being kind of like a cheerleader and I believe in you should believe in yourself because I believe in you, you're definitely you definitely have the talent. Just need to raise your

hands and ask for scholarship for an ex-wife dating. I say we have our legal website in here and our 2018 event was starting event and we're trying to teach how to disable data science with armed by conductor and how to transition from being a user into developer. So we have some lectures, own developing packages and related today and our team was like regular, who's wants to see if he works out and maybe we can continue to do it in the future. And so, I mean, we also a very conscious about diversity. And so we reached out to people outside

the National University, the Mexico in other Mexicans beauticians. And also, for example, Maria Teresa from our ladies, Mexico City, help us, we have people from other liquids. Research institutions in Mexico and Belton who had experience running something similar. In Brazil, several years prior to this, after that, the by conductor 2019 scholarship, application assistant that we provided was reopened this path for having people from Mexico and what time the

bike electric conference in New York. And that's really important because it opens a lot of opportunities by networking by increasing visibility and also motivating people to their country back to their local communities because that might increase our us of being a winning. And I travel scholarship for 5c or other conferences in New York, packaging Jocelyn's presentation just before We also remember, he's in your what's the temps the conference, Jocelyn and Anna presented at a conference their work. And so that was a really

good woman to see this action is just two years later on the counter and I were looking at each other. I buy a cr2016 and ask him. How can we increase the participation of Latin Americans and buy it? And this visit was it for us even if it was just three percenters. And like I said, I kind of miss conferences is a great networking opportunity to learn from others. We can also ask for support guidance, from stars in the field likes Robert, a gentleman and then we made a lot of effort to

make sure that all the newcomer Works with it cuz it it it is awful when you got a conference and you don't know anyone that we made sure to introduce people. And so I feel 2019 remember was us radios for yourself but there's a problem depend on the volunteers to run it and so on this blog post on our Consortium I mention that time will tell if our efforts. Or if we ended up burning out and so once wishing to avoid repeating the mistakes from the past that we did mean, 28 29, 2009

MKC, bringing them your volunteers and so just leave Travis Is a CVS V 2018 and 2019 alone. I but she join our board in 2019, co-founder, the, our latest and also going to be an instructor of a 2020 worship. So there is like our, like a superstar example of someone that learn from us. And now he's working with us to teach more people. We now have a YouTube channel that jostling a traitor for us to have some videos that we from a second. We're about two weeks ago and everybody is going to have the media's coronavirus 2020 Summer

worship. We Cruise members to apply to the opportunities and we buy them on processes, we can be English guidance. You could also be like, oh, maybe mentorship guidance of like, I should like to mention this or that about, you know, what you do. Because I let me some winning we train others and some of them might join us to help more people. We spend a lot of time adapting ideas for mother's trying to learn the best practices and and borrowing as much as possible. And we

tried for more work by both our members but also our allies. There's a lot of things that we would like to do eventually better or more, one of them is like reaching out to potential sponsors. So I need to learn how to do these better may be true by the Sea. We just started some Community calls and I mean courses in the beginning of July Show me that is tricky for us, is that our audience is really bad biology students that have interest in learning by informatics, so it's hard for us to balance that

mean biology Focus, but with the side of our developments. So last year our warship was really focusing, our development and so we had a lower than we anticipated and that's maybe we need to work on how to improve that balance. Next from our members on her blog, specially serve more than you saw where I can remember and they could come from outside Mexico. All the right now with his car and We want to reach Beyond Mexico. We had a lot of local support and that's why it's easy for us to run. What is a lot easier for us to run our events in

Mexico? There's people from outside next to the Nintendo's events but but they mean they need to travel to Mexico. Why? We know people outside of Mexican Latin America but we haven't really spend too much time trying to go beyond Mexico, view some capacity and that means like training moist Arts instructors and teaching assistants, because they might start teaching assistants, and then grow up, great experience and become instructors to work. And we're about to reach that 10,000 message limit

that we stayed in last year, is to organize a bicycle conference And the time we said, maybe within the next 5 years, except for that, we really need that way to grow Mark, and advises that we needed to like, to create more each local interest near me have more local P. I am buying to buy conductor and so wearing that process, and maybe we'll organize a large conference sometime down the road. And so we're really excited as our picture from 2019. We're really excited about the future. In particular, we're running our third worship next week when I'm being

mixed, now, I'm using materials from RCU and buy a conductor or we're going to use materials from a workshop from the RC the conference in 2020. And also materials from them or constrain single cell analysis with her book and slide from Peter. Kiki is going to teach one of the warships soon. So that's where we're going to teach and we're also really happy that Marcel Grandma's from the back of the core team of volunteers to help us. Teach parts of this worship for fc2020

even though we're not in person right? We are when did your truly? I'm really excited to see so many faces from Black Americans. Have a conference and you just use the ones that are part of devious diesel in the war that are not members of our community. But I tried to highlight all of them and I would really appreciate. If you can help us increase our Visa believe you screw this reader link. You can read all the stories and share them. So, weird that

we're going to transition to the record tools portion of the Spurs of a Feather that's going to be presented by And Joseline house. Thank you. Thank you, Lord, for the presentation. I want to start the percent. A, what is What is reduced reducing our package that serve as a bridge between the database everyone and they buy a conductor environment. So there was a package store extract and instamatic information from the rubble on the Beast database. So if we go to the next what is a Rolanda. Rolanda, be

stored in a coma and they haven't done an incredible job until I seen the information about day Revelation in a polite. And so when we were sent to them they sell. They want to build and Why do they need a package? Because they want the facilitator, promatic access the wrong to be. And they want to have an integration with the downstream analyses that word on my notifications when they buy conductors to. And also they want to improve their Will the next how everything is.

So, this is start, and actually on the right project from the original make project where they are from Jose and Amelia, and I together with I started, so they could go to the lab and they do, we need, we want an error package and they told us so we started. And so we would have the database without their requirements. Will we start with what they need? What kind of functions are going to be used for? What do the user needs? How can we do? Make this easy for not expert in programming users?

104 with that. The functions we were really happy. We got a version of the database in SQL. Like, I have the package in the movie of Nemo live in the ocean like with their functions. And we were like, now, what, what are we supposed to do? We know that we believe that they work? So we were kind of lost and this is where the community for Masters release us and help us to make the ring true and have them and their database in one of these warships that comedian attend.

A package and sister to teachers because I think that's really important. It's not that they took the package and they do the things. The magic thing that we didn't know how to go, and they know they really teach us how to do it and they say, all you have to do the test. These are important for this. This is how you do it. So now, after all these filled with happiness, an improvement on the functions with about the commentation. We have 97% of that go test and we're really proud of that. We have also need to read Wharf

loads of the, how to use the package and now, I mean about how ice actual package Okay. So how you everyone? So it's giving us and we're going to tell you everything more about if I should self. And so will first of all, we are Distributing to a regular on TV there's a light duration of the database through a notation hook and so will the back I should sell it has functions for two inquiries to the database and also to convert some of the information

to buy a contractor's objects, like she arranges and also a price on functions for visualizing the results and drink your juice is now available in Belkin router Right. So to start quarreling with ragged tools, first, we have to to build a regular and heavy object. And so the regular TV class is an extension to the history of light connection class but we have some slots for keeping track of the database, there's no. So they're going to send version because in the future we may distribute more than one

version of the device and Next slide list, right? So when we have a regular TV object, we can use to the Acadia State function to do the actual Korean. So you need to pass the regular TV object to the function and selected. In this example of a such as transcription factor or promoters. And so you can also send a pic so much. So in this case, we are retreating the genomic position of some jeans. And you can also use this function to filter so we can provide the filters.

Where is the name of the elements of a list and then a vector with the values? And so the result of this function is a regular MTB result subject, which is a beta frame containing the results of the query, but also keeping track of the metadata, from the other information. We the database. And we also have some functions to to list whether the Gene Juarez said, they decide Senator u.s. cellular. And once we have our regular TV result object, when things you might want to

do is, for example, if you have information about, you can convert, is Potomac to watch arrange it so that you can use a downstream by conductor applications. Or for example, if you have a DNA sequence that information in the results, you can also, you can also converted to a piece. So now just sitting is going to tell you a bit more about specific queries that are common to a more useful things that you can do with Prego Sauce is to extract and visualize Lottery Network. So we created

I do need to provide a database that we are working on the team names that we are interested. So this is all the regular a darkness that controls genes and the effect over them either later or as well. And also we integrated, the podcast, seeing white tree to connect to to connect with Skype escape and have a representation of these networks with a bunch of that is called plug-in regulators. And we observed April things that act as a regulator in and out

and all the change regulated around a regulator also we have the connections between them with differential colors. Another beautiful thing is to represent all day. Genomic, elements located within a g and a specific economic. We created this function that is called get DNA object and its function only Retreat staging pad you can choose from a large from Dynamic elements or regulatory binding site. So you can get all of these in our table or dataframe format

at all. So you can visualize all of these endemic elements. Thanks to the integration with some functions from the cheapest package, so you can observe of this Dynamic elements in a genome browser, like These are the most come on and use Bluetooth. But all of these work up here. So for the future, we plan to launch the booty organism version. Because in the present that I only have information about this creature call, I thought we went to lunch or organism. So as you

can imagine, this represents a lot of work. So we we don't have a date and a specific that bad. They were going to have with your gun is conversion as soon as possible object. We have their facility to a specified, the organism that we are working with. So we hope that this design help us to integrate them with Inversion in a good way. We don't only submit this this package to buy a conductor but also wanted to share all the Lego Tools application as bad complete Network.

Set a bus or so. We created recently installed a double tools and facilities for programmatic access in bacterial and bacterial Network. So now, I hand over Alejandro to continue with the discussion on the Q&A section. Can't you just listen and thank you to all the presenters? I think this was a great overview of first day ideas that maybe Leo and I were talking about the bar, a couple of a couple of years ago, and I think they'll just gave like a very good overview of

that. Sort of, our efforts to make these ideas into something after concrete are in goals and and some of them have been achieved and where we going to move to the Future and thank you and Emily. Emily on Ocarina and jostling for tonight's presentation, about your great work on them, on the package. I see that app. There are a couple of questions that are. Hi, sir would like to divide into two, there is one. Technical question about the regular way. With those back at you. Maybe we can answer and maybe we can a little bit, open the discussion to

do it like that baby. Unity part of this discussion of the sort of like our future goals that said there are no other questions that are there and maybe also to discuss how our efforts of, how can we be of help to pay people trying to replicate a similar model? Another Geographic, areas of the world. So first day Technical question after uploading. The SQL database are the results for mattice, beta friends or as data tables. And does anyone want to take that? And just sending them again,

work for me now? Okay, I take this one to be object that contains all their information, or they Metallica from the database. But it's important to say that the subject is an S4 object. So you can taste more like me like that. And another technical question. See, how many species are you planning to expand? As many as possible. I think that for the moment, there are three more species from Activia, but I hope that he could be more in the future. I think it's a 2018 sensor. I think part of the word subtract what

tools does is take a database that is built by another team and building this. The base. It's very, very it's a lot. A lot of work is something that has been gone for the last 20 years, and it involves a lot of money or creation of. I really like you write their freedom papers and then determining what are The Regulators of What gene regulates watching, etcetera. And so, anyway, I think the record tools is one as we described it. In the presentation is like a breach between... A base that has a lot of knowledge with modern data structures and statistical

tools available in bioconductor. And so it's up to you to make that place was really neat. The best purse to be a lot. And I know there are so many people working to write in trouble on the bay in the conference. So maybe The they will give more insights and during the conference. So maybe with this I would like to open the discussion Monday. Certified community park by first thing. An anecdote, and then Elsa like a sort of like a comment, which I think they're through through that with the way. I'm describing them there. Their they're going to be converted into

suggestions for the community advisory meeting, so, I think a little bit more than one year and a half after we organize our first worship and they am scholarship application for the doctor meeting in New York. Open, we live and I were discussing how to engage people, how to encourage people to apply to these conferences, also color shape. So we sent him a couple of messages encouraging people that. If they if the saying, if they were interested in going to the conference and they

have a good software package, 2% that the application is open. But what really works better, I think was to email directly people and a first-look browsing GitHub pages of our alumni from the first workshop and looking at those people that have pretty follow up on their code and that have a other cold like there is no way starting organizing their code into Our package or something like that and just contact them directly saying that look we we we know that you have been developing our packages were really happy that I

was supposed to use for the opportunity to percent do to apply for a scholarship to go to go, to buy bioconductor meeting in New York. And we think you have a very good chance of getting a scholarship and came to me was surprising that it we sent a couple of his office emails. Three, people got back, and we're back. We're interested it, we did a couple of back-and-forth between a Leo and I give you feedback on the applications and at the end and out of the three people that in the submitting, your applications, all of them, got the

scholarship. So it should have one lesson that we got from this experience is that maybe people that have the right talent and skills to contribute to the project do not apply. Hey to this applications back because they don't even think about applying and it is sort of like this bush of a encourage him to apply its, is it at the end, an email, the time it takes 5 minutes but it's like an active thing that you're telling people to apply. And I guess the reason why I'm going to be Sonic. The reason why I want to go back to listen to sort. And

so just afraid if I sorry the community advisory committee is that perhaps it could be open calls for scholarships, encouraging specific underrepresented groups to apply for this. This kind of scholarships has, am I think I know this is this has been a successful model, for example, in the art studio conferences and because it it it really delivers a message to people that they don't even consider applying for the scholarship. And this this message is please apply. And I and I and I seen that have wings. One of the cases that I described of

one of these assorted like successful applications was yelling. And it has been a win-win for everyone because they bioconductor product is winning a very good fellow pair and I know that Justin has another bus there to the shitshow. She she, she has been actively developing packages. And of course it is, it helps to solve the problem of diversity. I am. So the second coming has to do with this specific conference, I think this has been the conference in which There is a lot of representation from many

different Geographic areas. For example, I know that there are there a lot of people from Mexico. So we are sort of like growing and in today and in our presentation in the bioconductor meetings and I think one reason for this is because Beverage Association costs are lower and then the fact that is a beautiful conference people don't need to pay for an accommodation and travels. And and I think this opens a very big door for maybe universities of laughs to not have the funding to do to travel

as something that I think they can call me. If you could consider is to maybe in the future meetings were hopefully at we can get to meet in person. It to keep those who leave this door open to all aspects of may be live. Streaming are the works of Thor brother Network opportunities. And I seen that would open the door. Too many people that perhaps do not have them that the funding to go to these conferences and make a debris. Giving up even more accessible to everyone. So

with this ranking from my side, I'm going to stop here and maybe we can go through the questions that are in the ball. And the first one is easy. CBS be conducted in Spanish. What would you do if speakers of different languages, participated in terms of how to translate the router caption etcetera? I'll answer that one. So we need the material. Was studying English, 2019, and 2020. The mature was going to be in Spanish. We make a lot of effort in making sure that the full website is available in both languages. Why

English to Spanish we are fighting for visibility and so that evil, I was having a picture of an English otherwise your events. Mysterious me events are open to anyone. And if anyone resistors that only speaks English we have, we teach in English, with maybe flies in Spanish, or or or a mix of them. In the past when we taught in English at the brakes were also useful to sometimes I answer. Amy angrily the question. A lot of people in Mexico actually speak

English but they different levels of it because there's no great answer. Ideally we would have me more a Spanish-speaking instructors but we also have to grasp the reality. We're like a lot of great structures don't know Spanish, right? So we try to balance all the languages as much as we can. We don't mean we never, I never thought about another translator or other caption. That's a good idea. Thanks, Kevin. And I think a very important question for other Latin American scientist how to join the organization. So we

are open to anyone, actually. So you might not notice from the pictures but Stephanie here is Basel. Switzerland. And she's from Colombia and Chile. She approached us asking, like any I've heard about your event and I learn from you, maybe at, we can do this also in Columbia. So we're really happy to have her with us, and we try to do the same with other people, and we use our 2020 session with other Latin Americans from any other organization. So, You don't have to be like in American either. We have no laughing America. Yes. And I think I threw out on top of that. I think that I am a

lot of times helps the community because when more expects join, we are more people. Maybe somebody has a question. It is, it is it is. This is of course it's not worth mentioning. Everyone is a volunteer of answering questions or even contribute in the projects I am entering people, Etc. If more people are interested in in doing this and especially people that are perhaps a that speak Spanish and are sort of like this language. It's a lower. That's even better for us

it but really open to everyone is liverwurst. What saying, Just showing up like an example question. That's the part that's going to be. Yes I guess there was another queer. There were two other questions. Let me check. He's having conference is Southern Conference online helpful to your cousin Sister, We're burying of course. Yes, definitely. And this is something that I try to say it also a little bit before I think having this door open of having the beer, think it's something that is very very helpful

for a lot of Falls in pain including universities that perhaps have a restricted budget. So this is a yam in the in the future. I think it would be great to have both the physical meeting because I think it's important if they're certainly gave that impression components but also to have these additional challenge of the channel of of of having to be at stations, open. Does your cousin like $300 plus hotels? Plus flights is relieved cost-prohibitive for most people. And then even with the biopsy, 2019 kind of scholarships that cover the

registration and hotel for two or three nights and flight people, the people that when I do ask for more scholarships from Mexico to pay the rest, they Foods, they like, other Transportation costs. So that's why I like having treat people last year at NYC. 2019 was a huge, but actually, to the previous question of, how do you join the organization? I think, they, they just wait to start are approaching out of us is to join the SEC channel. Hyundai. Can we have the link to the slack in the webpage right now?

I might have to let it any any channel that we could reach. I think that should do the job. And I was leaving one question at the end because I think is their hardest one, which is what are your expectations for the next five years with a great for you that you have started? and I think, The way we see this is, I think Leo Leo projected, what One goal of me, having Loca by a conductor meeting organized by the cecum princess. What a goal right now is to read increase the mass of developers from a specific case,

Mexican Latin America and I think perhaps a longer-term goal is. M, our efforts and our community is taking us, an example for other people wanting to do something, similar to take your ass. So don't like a good example of how to do things. And so we are in this process is this process of of Star Trek to spread the word and generating more developers like locally. I don't know if you want to watch something in the last 45 seconds before the session is over. I mean, I think the first goal is to survive, right?

But yes, like the grand goal is to have a conference and to grow more and more instructors teaching systems provide opportunities for other people. And then I don't know. We can and we just we had some questions for for Justine Carmina in Indiana that hems but yes, thank you everyone for attending this meeting and Conference. I couldn't manage to do the polls say on, Dennis to close down the website to get myself confused. What I was wondering was, do you have access to a be

a list of people that are developing buy a conductor packages in by a conductor. So one of the things that I found I want to try and find the people in Boston that we're developing packages and it wasn't so easy to track people's affiliations in in it in in in submissive packages can you access that information is that available? If you wanted to pull out like who is developing bioconductor packages in Mexico? Have you got that information? We have not, I mean that day we would try to do that. And I think two years ago

that but true that a submission prior estimate, the true GitHub. But even then it was very, very difficult because not all the people have their affiliations under GitHub at profiles. So I don't think we have a good solution for. I think it says, it's for these kind of projects, we're trying to reach out. We kind of need to have a way to find out people's affiliations, or maybe just their interests and different groups. I think it may help to build community cuz they could be many more people than maybe

it might be good resources in your community. Yes yes yes, yes, I fully agree. I mean the Arkansas recent blog post in February, I think help this blog about it, on our weekly r-bloggers everywhere. That's the best I was trying to meet people but it's a social media better but we don't have a direct way. Thank you very much for. For joining us today and the Alert in your local communities. Thank you. See you bye. Thank you. Thank you.

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