Okay, so hopefully you can see my presentation now. Yeah, so I think I've met most of the people here, or at least I recognise most of the names, but if we haven't actually spoken, I'm Eli, my pronouns are he, him and they, them. I'm the one who's been doing most of the technical development on Muon Galaxy, which is our work to extend Muon, extend Galaxy to the Muon Science domain. The team currently is me, Patrick Austin, Deandre Laborio and Alejandro Gonzales Beltran. We've had a few other people work on the project, Anish Jotish and Simone, who've now left the team but have contributed in some way, so I thought I'd acknowledge them here. Every disclaimer, I forgot I was giving this talk until Monday until I was reminded and I threw these slides together this afternoon so they're a bit disjointed and dense and I apologise in advance. And so my team is based at the STFC Rutherford Ableton Laboratory in the UK. It's home to the ISIS Neutron and Muon Source, which is one of only four Muon spectroscopy facilities in the world. And so beam time is quite limited and expensive as well. The team is based in the Scientific Computing Department, which develops computational tools for the experiments at RAL, including ISIS, and also for the wider academic community. So we live in this little building here or some of us live in a little building that's not even in this picture these days. So a bit of background on what Muon Spectroscopy actually is. Basically it's a way of studying the properties of a material of interest. So the material has a particular structure and you make a little target and you just fire a beam of Muons at it. And Muons are positively charged particles that are about one-tenth of the mass of a proton. So they behave a little bit like protons when you put them in a material.  And that somewhere is dependent on what the material, what elements are in the material, the structure that it has various properties. And the place where the Muon stops is known as the implantation site or the stopping site. After an average of 2.2 microseconds, the Muon will decay into a positron. The positrons then ejected from the sample and detected with a positron detector. So by detecting these positrons you can make calculations to figure out where in the sample the Muon was and things like what spin it had and stuff like that. And that all gives you information about the material properties. Now we work specifically on Muon simulations. So I mentioned the stopping site. This is a really common thing that people want to learn or find for their particular material of interest. And simulations can help to make predictions about where the stopping sites might be in a structure, make predictions about material properties based on that. And if you've already got some experimental data, simulations can enhance your analysis of it. And overall, this just allows more efficient use of ISIS beam time. On the right here is an example of crystalline silicon. This has two Muon stopping sites. One is sort of in the middle of the tetrahedral structure. And one is right in the middle of a bond between two silicon atoms. So our project is called the Muon spectroscopy computational project. We're creating a sustainable, accessible and open source ecosystem of tools for Muon science. These include by Muon Suite, Mu Spin Sim and Mu Dirac, which are all command line tools for modeling Muon interactions in various ways. And I'll skip over the details of what each of them does. But Muon Galaxy is an STFC hosted Galaxy instance that is going to include the tools above. So we've already implemented some of these. We've still got some to do. And I guess that's the focus of this talk really. And our instance is available at muongalaxy.stfc.ac.uk if you want to go and look at it. So here's an example of the kind of workflow that you might want to run if you want to find Muon stopping sites and then do extra work based on that. You start with a structure file that represents your structure and your target structure. You basically make, you can make like a hundred copies of it and in each one of those copies put a Muon in a random location in the structure. And once you've done that, you take all those copies and you relax them to find the lowest energy state. And then you run a clustering algorithm to say are there places within this structure where the Muon tends to, I want to say gravitate towards, but it's obviously not gravity, but it's a lowest energy state. So by analogy, gravitate towards. Yeah, so there's likely to be locations within your structure where the Muon tends to end up and and those are likely to be your stopping sites. Once you have that information, you can do a bunch of post processing and using some of our other command line tools. The key thing here is that we want to get this workflow into Galaxy and as much of it as we can by building tools for each of these steps. So that's what we're doing. So we've got quite a few tools now for different stages of this workflow. We're also building workflows that chain them all together. So this is that generating the random structures, relaxing or optimizing them to get the lowest energy state and then clustering them to slightly so before and with various input files to facilitate that. And we're going to be expanding these once we as we develop more more tools as well. And we're also working on a visualizer using a package called chris fizz dot chris fizz js that was developed within our group. This has been on the back burner for a while. We did a very basic integration, but didn't wire up all the interactive bits. And so that that needs some work at some point, but right now it's sort of been deep prioritized as we focus on on the tools and the workflows. And so a bit of the timeline of how this will come together. And I've included this for the benefit of the astronomy community who I think is just starting to look at Galaxy. I don't know if any of them are here today, but I'll send them the recording anyway if they're not. And so we had our first meeting in with the Galaxy team in March of 2021. And after that I started to experiment set Galaxy up on a VM play with it, build some prototype tools and stuff. And I ended up giving a talk at the Galaxy Community Conference in 2021, where I basically said what we were trying to use Galaxy for and then spewed out a bunch of questions. A lot of people gave me answers to that questions and I realized how knowledgeable and supportive the Galaxy community is. And I think this was sort of the event that really sold me on the idea that Galaxy was a really good platform to use for what we were doing. So after that we started tool development in earnest and set up a development server to host those tools in a place where other members of the team could play with them. And then as I did so and as we got more ideas about how we could connect Galaxy to different bits of infrastructure, I realized that I would really benefit from learning how to do that. So I went to the Galaxy admin training at GTN Tapas, which was a really great event, very valuable, gave me lots of ideas of how we can expand me on Galaxy in the future. In May of this year, we also set up the Material Science sub-community and sub-domain in Galaxy Europe, which is still under construction and is basically just me at the moment, but it's there and we want to expand it. In August, we finally launched our production server to the public and we put our tools on the tool shed. And then in September, we presented our work at three different conferences just to try to disseminate as much as possible to people who might be interested in using it or in developing more material science tools for Galaxy. Along the way, we've done a bunch of collaboration with the wider community around Galaxy, so we added some new data types to the Galaxy codebase. I raised some accessibility issues in the new Galaxy history, which other people then also jumped onto in which I think are being worked on at the moment. We've reported various bugs and they've often been fixed really quickly, so thanks. We received lots of support as well with code review and tools, thanks especially to Björn, who I don't know how you get to the tool, the pull requests on our tools repository quicker than I do, but I appreciate it. As I mentioned, we have Materials Galaxy under construction at materials.usegalaxy.eu. The idea with this is that there are a few other people looking at using Galaxy for things like neutron science and we are keen to collaborate with them and maybe have a unified instance where we can have all those tools on there. And recently we've kicked off the Hero Science Gateway project, so we in the material science community are part of WorkPackage 5, which is focused on community engagement, adoption and onboarding. So this is going to be great for just knowledge sharing with other communities that are also new to Galaxy. What we've got upcoming, more tools and workflows, as I mentioned, we're going to develop some tutorials for the Galaxy training network and then try and connect things to other STFC infrastructure. We've got lots of stuff at STFC that we'd love to connect to, one is our HPC cluster, there are various experimental data stuff, but we haven't had those conversations yet, so we don't quite know what's possible. But the stuff is there, we just need to figure out how and if we can access it. There's also a number of material science databases that we're interested in, in connecting to and providing a sort of reference data. And some, again, some within STFC or contributed to by STFC and some completely outside it, and lots of general outreach within the material science community, including within our own facility. We've already had some chats with people who work on in separate groups, but on other tools, but who are interested in integrating them into Galaxy and now they've seen what we're doing. So that's good news. And some of the lessons learned from this whole experience, firstly, that the Galaxy community is really supportive, I found it really good to be part of. You've got so much experience to draw from and you're really open to new collaborations, which has been even very welcoming of us as a new community, which has been great. Working within the Galaxy platform has meant less overhead for us in terms of UI and more time building and improving our tools. And the reproducibility features of Galaxy actually encouraged us to make improvements to the rest of our packages in terms of sustainability. So, and wanting to use these packages in Galaxy tools meant that we had to set up PIPI and condo releases and submit things to the bio containers repository and set up continuous integration pipelines so it's been it's been a net positive for our sustainability in general as well. There have been various challenges and since this is sort of a quite developer heavy, heavy space I thought I've mentioned some of them. And one of the ones I forgot to put in is just like, when you get started it can be quite overwhelming. And there's a lot of things like biology focused and if you don't know biology it can be hard to like, and follow some of the tutorials, just because it's a bit too much. But I kind of forget that because I've been doing this for a while now. And these are things that have come up a bit more recently. First that I realized recently there's two sources of tool best practices one is in planima ones that the IUC, and both of them are missing some things. I think this, this could be improved I think beyond raised an issue on our tools repository pointing out a bunch of the things we could, we could improve on, and I think a lot of those are documented anywhere else so that would be useful to have. And I mentioned we set up a materials that use galaxy.eu subdomain. I found this process quite confusing. And it seemed to be a case of ask someone what to do, rather than I think he could do with some more documentation for this especially as he seemed to me to make pull requests against multiple different repositories to get everything set up. And in terms of administration, the galaxy admin training is fantastic. I've been super impressed by it. And but it is tough to go beyond it. And I have rarely needed to do so but there's the occasional case where I wanted to configure something very specific and I've tried to find it in places like use galaxy and playbooks and such, but it's really hard to use those as a reference partly because it's so big, partly because it's split amongst multiple things and it just makes it really hard to search, even if I'm trying to find like a particular keyword. I don't know which repository it's in so it's hard to find it. And I don't quite know how I would suggest improving that. And I wanted to mention it. And right now we're struggling with upgrading to 22.05 and it doesn't work. I'm not sure why it might be specific to our infrastructure. And, but also it seems that the way to get updated configuration is just to go do the galaxy admin training again or at least look through that page and notice any changes. It would be nice if there was a better way to do that maybe something, a page that just sort of summarizes what's changed about sort of the recommended installation, and rather than having to look through all the galaxy admin training tutorials. And finally a couple of open questions that perhaps we could discuss now. One is around how to keep up with significant galaxy decisions and developments without attending tons of meetings. Ideally, and I found that being sort of on the periphery, some things change while I'm still trying to develop against them. And I don't know that that's happened. So this happened with them the existing visualizer plugins the JavaScript got rewritten a bit or restructured a bit. I didn't realize this happened and then I came back to our visualizer and it just didn't work. And I had to dig around to figure out why. I think some of these decisions and developments are contained in things like the release notes. And, but when a release is delayed by months that becomes less practical to keep up with those. And if there's just a repository where there are loads of notes on this sort of thing. I haven't found it. If there is one please tell me where it is. And because I think sometimes it just feels like I'm very out of the loop on stuff. But I don't want to have to attend like tons of meetings to try and get more in the loop. And the second one is about how to build up our user and developer community. So there's a lot of people. I think most of them haven't heard of Galaxy at all. And unless we go really into depth in explaining what Galaxy is in terms of, it's like a platform for fair data analysis, not just a GUI.  Yeah. And so I guess that's something we can draw from more experienced communities. How do you sort of make those first steps? And yeah, thank you for listening. And you can contact me at Eli dot chapic at stfc.ac.uk, but I am going to be absent for all of November and December. So Patrick Austin, I don't know if he's here is going to be covering for me. And you can contact him at Patrick Austin at stfc.ac.uk. Thanks everyone. Take questions I see Martin's got his hand up. Awesome talk Eli. Thank you very much for sharing that. Can we go back one slide to your open questions. So I was curious. So the first bullet point here. Is this like on top of the release? Did you hear me? I think you dropped out for a second. I'm sorry. Is this question on top of the release? Yeah, so they said like I can read through the release notes, but like 22.05 was a release that took eight months. And so a lot happens in that time and like there's so many changes on the repository every day that I can't keep up with it all. And yeah, it feels like sometimes. I guess I'll ask about something and the answer will be, oh, we changed this a while ago. And maybe it's just that I'm not, I don't know. I must, if I might add to this also a great talk. Thank you for that. And regarding these JS visualizers, so our JavaScript plugins currently do not particularly the external visualization plugins. We don't have proper tests for them. So hopefully when in the next releases we have testing for these plugins, then these things won't fall through the gaps anymore. So if there are changes during the release cycle, people would see, oh, look, these tests are failing. And hopefully we can avoid that. But I totally understand your frustration there. If there are no tests for the visualizations make changes. Some are not properly adjusted to it because they're not tested. So we don't detect that. And that can cause problems. But hopefully that'll get better soon. Thanks, that sounds good. Yeah, I think it's like the modularity of Galaxy is really useful in the sense that we can just plug in a new visualizer or plug in tools that we've written. But then it means that, yeah, they're not covered by any tests because it's a new file sort of thing. And yeah, I remember like tool best practices suddenly changing as well. Suddenly from our perspective suddenly we suddenly discovered the change and had to rewrite a bunch of stuff. And like our tool tests as well. So hopefully those kinds of changes should be pretty rare. I'd be interested in following up on specifically the visualization issue after this. And figure out what what change caused issues for you because we do try to make sure that stuff remains backwards compatible like even the old Mako based visualizations should still for the most part work, unless they were using Galaxy internals right that we can't necessarily maintain forever and that's why we've tried to establish a better interface there that that's a little more stable. Yeah, this was a little while ago but I think I remember at least what the commit that caused problems was like trying to go back and find that. Yeah, that'd be great. Thank you. Eli. So, first of all, yes, very great talk and very, very useful to us, especially, especially all the details about the frustrations and the difficulties going from release to release. This is this is helpful. So what you are saying is with regard to the changes. What you're saying is with regard to the changes to set up an installation that happened after a given release. We tend to include them all sort of grew them all together in release notes so the release notes will contain stuff that has changed in terms of here is what you need to change in your setup plus here is this new great feature etc etc. And I think that is that it would be helpful to have a designated section or page or whatever which would be specifically for admins what you need to change to make this release work right. Yeah, definitely. Yeah, because like, I think I've got like good attention to detail and I can read the Galaxy admin training tutorial for the Ansible installation and notice what's changed from before. Most of the time if it's like one line then probably not but if it's like a chunk like it was this time with a change to the unicorn. I can sort of spot those things. But I don't want to have to do that with 10 tutorials and I don't think you can expect everyone to go through and try and sort of filter out the whole thing this time. Each time, or try and read like the markdown diff or whatever. So yeah having a dedicated page that comes out with the release notes saying this is what we with is what changes we recommend for an Ansible configuration would be great. Okay, we'll try to improve that. That was very quiet, but yes, go ahead. I have two questions. One for the community so in the galaxy user interface they are still a little bit of genomics included. How big. I mean is it a big problem for you or is it okay. And the second question. You as an administrator that deploy a galaxy instance. Do you think that two releases a year would help you. Or are three releases okay. Or are you actually skipping releases. I'll answer the releases one first I think because we've only I think we set up our servers properly for the release. And then there's only been one release since that so I wouldn't I don't think I've got enough experience with like regularly upgrading for releases to comment on that. And the other question was about. Yeah, can you be more specific about like what do you mean with the galaxy you are including genomic stuff. Cool. I mean if you haven't recognized that that's maybe the I have but I was wondering if you think you have a specific area. No, I mean that there are some very tiny details like the DB key that you need to set for the data type or for data sets. And there's a reference genome I think still in the upload dialogue. I'm just wondering how big this problem is to communities that are not from life science. I mean, we have the assumption that this might be a big problem but we don't know so that's why I'm asking how much of a problem is that actually. Yeah, so I'd say the most places I've noticed it most have been in the sort of tutorial material and like the like interactive tour of galaxy. There's a few bits in that that like very, like reference very specific genomics or biology topics and it's sort of like oh that was that come from am I supposed to know what this is. And it does I guess it makes it feel like it's, it's for that and not for material science. And, and in a way that like, I feel like most of it could be made, especially in the interactive tools could be separated out from the biology stuff. I guess there are like specific integrations of things that we don't strictly need. Like in the tool developments you have like the e dam ontology, which we don't really use. So, I mean, we can just ignore that. But yeah, if there's sort of an expectation if we're contributing to things like bio containers for example or workflow hub, if there's an expectation if those are built with the expectation that you're going to be uploading biology stuff to them. And then we come in with stuff that doesn't fit into that domain. That would be confusing. I think within galaxy itself. I haven't encountered too much that's been like, Oh, this is really genomics heavy as a feeling. But we'll probably have to check that with users and get their feedback as well. Cool, that's super helpful and since you mentioned interactive tours. Do you use them a lot. Is that something that we actually should more improved. For example, we changed the one on one galaxy training with and to be not genomic focus right there now to one on ones in the training material, one that is still a bit genomics and one that is completely generic. And we can do these things for the tours for example as well. For the galaxy one on ones. It's, well I guess it's cool galaxy one on one for everyone but it's still like a biology example but yeah you're right it's it's a bit more it's a bit easier to follow. I, so we're not using interactive tools specifically at the moment, we've got the visualizer but then we just got I can't regular regular galaxy tools. I can't remember what your question is actually about on the interactive tool side of things. No, that's okay. Cool. Any more questions. I have a comment on the second question that you have here. So we were discussing the other day during the course of the European galaxy days to have something like community page so that would be like, same as you have your sub domain now for the material science have something like that but in the future just for specific communities as applications of galaxy. This is something that could be helpful for you to reach out to people. Yeah I think so. And again like that there's like the galaxy get started page which is nice to have but is a bit overwhelming and quickly goes quickly sort of fears you into biology space again so I think having something sort of community focused. Yeah, we're, we're looking at building tutorials with like some simple examples from material science space using our tools and BM and more like general material science and truth might also be be worthwhile. Especially if we start expanding beyond just me on science to things like neutron science and other things as well. I guess that the question is for me it's like the opposite is the question for you how would you like to be reached out or how would you reach out how to reach people like you. Yeah, so there's a few like very. Like niche specific conferences like the one that's the three conferences we present that sort of run the gamut of places we want to advertise. One is like a very specific me on science conference. There was like a general research software engineering conference, and one was focused on and like software for like neutron and neon and x-ray science experiments so that last that last one was when we really targeted as like these are people that would want to develop the galaxy if they were interested in it or administer their own instance. And, but then the. So that was yeah more of a developer focus conference and be I guess we have to go to like the really specific domain science conferences and try to get people on board with this thing. Yeah, like me or science conference or like a neutron science conference but there's a lot of those around and I'm not the one who knows which ones are good to attend Leander is the one that knows that. Maybe just to add a sign here and thanks Eli for for the presentation but I mean we we are based on a national laboratory where are there are lots of people working on and so so we have started this slow process of talking to people locally. So I think in addition to the conferences which is very important and Eli has been presenting in different places, as well as others in in the group. Yeah, I think it is important to get this one to one conversations with people working in the domain what now we have also a challenge ahead so now that we have the tools into galaxy we need to get users on the million community to to try them out and see how it works for them. Well, as I said talking to we are talking to people in slightly different domains to promote adoption. So, I think I mean actually we discussed in the in the project kickoff meeting and I think this could be the kind of thing it would be great to have more domain agnostic starting guys and this is what they I think and or you had come up with his name on the propeller so we are quite keen on on starting something up so I was wondering again if what's the procedure here so if we if you create a page within the training material that's that's perhaps Eli can stop putting some thoughts into and then of course it will be part of the project as well and it could be open of course to the whole community I imagine I think the starter key the propeller thing that you think it should be updated like I mentioned there is too much biology oriented, you can just change it in the hub I think it could be fine you know. Okay I see something in the chat from Donald. Yeah I haven't been looking at the chat so sorry. Sorry you might have addressed exactly what I was talking about while I was trying to Google for the Cornell folks. I was just linking up the there were some people at GCC. They were also interested in material science I was just making sure you guys were connected, if possible. Yeah we're aware of the Oak Ridge folks and the chess folks or the folks at Cornell. Yeah I think we want to schedule a meeting and then haven't managed it yet. Questions or suggestions or comments for Eli. And also Alejandra that is here. Just one comment thank you so much for bringing up the accessibility issues. Hopefully we've sorted out most of them and we'll you know keep working on it. Yeah, and thanks for I've seen like, I haven't been keeping track of all the stuff you've been doing with like ax linting and checks and stuff but it's really good to see that being like expanded say thanks. So we have this fairly loosely defined working groups system, so we have working groups responsible for various pieces, you know, you I back and tools outreach training and so on and so forth. Maybe one of your people who are actively know this can think of showing me one of them that's a good way of sort of knowing what's going on. Yeah, I'm in, I'm in a couple of the channels. Sorry, I'm in a couple I'm in like the tools in the, I mean I follow the tools channel I occasionally depend to the UI UX channel but only when I have something to ask about. But I mainly treat them as like a place where I can go to ask questions rather than like a group that I should be coming to the meetings of it feels again because I feel like I'm on the periphery. I don't know if I have much to contribute in terms of discussion and decision making. I kind of want to be informed of the outcomes but I don't necessarily want to be there to contribute to everything. I don't think we consider you very free for us. The fact that people from domains like yours use this is this is fantastic so we actually want to help as much as possible. So you're not a very free. Right. Anything else. Any comments. Then thank you very much Eli, I think that was a great presentation. I hope it was very helpful for everybody to join. Yeah, there will be another call I think it's by Dan on in a couple of weeks if I remember well on the 27th on the release process. So please join us well at the same time, we will provide a new link. Thank you all for joining and thank you again Eli.


All right, cyber traders welcome on back here this Monday afternoon and hey There's actually a bunch of us still with us here for a Monday afternoon of all days Great to see all of our students and members alike. We had Andrea just before When Jornal Buona Sara to him perhaps great to see him great to see Chuck Michael Mark Kathleen have Jeff later Ravina and all this just joining us right on now perfect inside our live trading room or otherwise in social media Facebook live LinkedIn Twitter YouTube etc. Hey a couple of little housekeeping notes to begin So actually as good of a reason as any to follow us especially on YouTube at cyber trading you or on or on all over Other social media streams and platforms been a long day of talking but with that in mind a little housekeeping notes to start again We mentioned this from earlier today actually just in the audio myself and Fausto Tomorrow for all our students Kathleen John Ravino all our students here. What do we got going on tomorrow each and every Tuesday? We got Typically something happening right and especially just inside our live trading room traders talk Live and simulcast on YouTube. So feel free to join us there at cyber trading you But hey if you are a gold student and above gold student platinum student diamond student of CTU All you got to do is be a part of traders talk come tomorrow morning And we're gonna look to do a small giveaway giving away two two one-on-one coaching packs I just to kick off the new year actually right now just this NKTX There's a lot to cover here to begin this meeting this NKTX I mean hey this could be as good of a time as any to take profit Or if anything what I'm gonna look to do is just move my stop up if I may This has been a great call out a few of our students like Michael and Chuck And Andrea we're following this just a moment ago at least and perhaps in traders talk tomorrow I'll have a better chance to break down a stock like this from A to Z the X's nose at least of it I just moved my stop up. I didn't take profit just you know Hey, at least for now NKTX easily enough gonna put this on our watchlist to begin and again If you are a gold student and above of CTU joining us we have probably like 80% of our members inside our live trading room Are gold students and above so for Ray mark Bill ravina later grand Jeff and Drea Chuck and all of our students there Hey, just join us tomorrow morning traders talk giving away two free coaching packs now NKTX either way You're gonna put this on our watchlist here for the afternoon. We do have a pretty big resistance ahead at $10 Just take a look at that here. I mean I could just show you the trade station matrix mind you But now I like showing the Nasdaq book viewer especially right here It shows the number of orders that are out there at least via the Nasdaq right there So, you know, there's probably even more on top But at $10 you have at least 30 total sell orders making up, you know for now 5,000 shares There's gonna be more volume that gets filled there over time on level 4 I see as many as like 25,000 shares. So it just goes to show where your resistance is and For now at least I moved my stop up. So I hope that this breaks higher It wouldn't shock me if it pops this and then comes right back down even takes me out But I'd be happy either way Anthony says what is the difference between a gold student and a diamond student C2 that I could just have Your education advisor just send you a private chat or they could email you either way Anthony They'll just talk to you that way all the course memberships and whatnot, but you know, hey NKTX either way We're gonna add this to our watchlist here now. I'll tell you I Be honest with you here. I Thought I was gonna get stopped out on this trade earlier breakeven or like maybe five cent profit since I moved my stop up a bit thereafter, but I Thought I was gonna hang on to Mara and get stopped out on that one I've stayed in that one and I did get stopped out on Mara here Mara has been a great trade today really from the morning It was actually a great short at first easy to say captain hindsight comment just looking at this chart You're calling it out as a short at first This was a great trade from bottom to top from top to bottom then back to top actually so, you know As well as that NKTX perhaps we will cover the Mara trade at least come tomorrow in our workshop again You got to be inside our live trading room to participate for that coaching pack and be a gold student and above which Anthony You are a gold student so you're good to go there, but it's just to say there Hey, we'll do that across the board simulcast that on YouTube, but Mara here up over 8% with the ETF looming what's gonna happen here into the close Well, you don't have the fortune. We don't have the Crystal ball. We're not future tellers the rather I should say So hey, I if so I would have stayed in this trade, but you know, hey for right now I'll add this back to our watch list here Mara The CLSK is gonna go with it, you know, not really moving as sharp. Please. We've seen it right I could you know, maybe add to our watch list too. I was in and out of Coinbase earlier today I know Faust has been in and out of this as well for a little while now and you know with the ETF looming then obviously This is gonna make a big pop too. It's only up 3% though and it's more expensive So, you know, I'm not gonna like really feature that one and really as well. I'll add Mara though to our main list All right, so let's see what else we got here though from top to bottom of going across the gainers and losers list I'm watching the NKTX on my level four screen here. So if it shakes down and I get stopped out You'll actually see that right there, but you got a lot of buyouts. Actually, we got a fish through here This AM AM is a buyout. You can just tell looking at the five-minute chart harp another buyout EL EV not a buyout Oncology company big pop here at least earlier today ended up making a high or high just now Brian called that out inside Our live trading room. That's where I say join us there Brian one of our longtime members there And he's very skilled trader himself. He's actually had a day-to-day to on Mara in and out on that a couple times I'm sure I think there was a couple more to Brian. You had the SPR Right. That was earlier today. That was at the morning, but this EL EV trade a good call from him once again All right, so NKTX we already started our meeting off with there. It's on our watch list already We have a really good list just between the three that we've covered Then KTX the EL EV and then Mara. I mean those three are a really strong start. I'd say so we keep it going I You know specter SPEC ended up seeing this make a nice pop at first, but then it really got choppy easy to say that in hindsight, but look at the You know chart that we have here even when it broke out early on this morning in pre-market It ended up failing to break higher afterwards. It ended up getting very choppy History typically repeats itself. So even after a pop that we had here at this point ended up fizzling out once again And it was a really good short if you were able to get the shares actually looking at this Maybe they became easy to borrow. I thought this was listed as HB on trade station earlier today Maybe it was but now maybe it's easy to borrow But it was a pretty good short in hindsight. We didn't really call that out as much as a short be transparent with you but Nexi any XI a stock we are very familiar with as I switch back to my daily chart here You could tell back from a couple days ago or something like last week I ended up making a big pop in pre-market then pulled back shortly after the market opened up The issue that I don't like on this stock is that it has a huge spread very thin book So there's not as much of a need quote-unquote to follow this when we have the NKTX Which is just a lot more liquid Way more liquid of a trade there So it's easier to follow level three and level four even if this shakes me out here coming up Which I'll be very happy about either way take the money and run That's why you put your seatbelt on you know to begin with All right AR DX. I feel like this one's more exhausted right now It's at the highs which is really where you want to see a stock this time of the day But we're a say it's more exhausted Well first trading about 20 million shares today trades about 5.7 million on average We've seen stocks trade a lot more Compared to its average over time. So that's like not a huge to do but definitely, you know a little exhausted there But I want to show you the gap that we've been following really since it happened back in mid 2021 I remember like a trade like this like the back of my hand This and a stock like CEI if that's even still listed Both of them that year had crazy gap downs off of some sort of news And it's a great example of just you can't expect a gap to fill Right right away or even off of just any news that comes out over time. It's not a guarantee it will fill Continuously so it fizzled out back in the beginning of 22 and then back in the beginning of 23 That's when it started to make its run back up But even here again just like another six month period of where it consolidated then thankfully Fortunately for anyone looking for that gap fill it's moved back up over time and it's filled the gap at this point It's filled that gap. I think completely and and then some Yeah, so You know, I was even saying it was a potential short if it was able to hold under 806 805 and You know just didn't really make that drop you wanted you know tried but didn't give you the drop So you can't fight that at this stage. It's actually trying to inch up really here as I'm still going on about it But I'll come back to it at the end if I really need to I mean we're not at a big list I could definitely add if I like but Just intuition prevails typically SIDU not really too tradable if anything just the order book is even more thin Then what was it the other one that we had the next C trade? CYCC this had a good day today at least in the morning session Then ended up just kind of pulling back All right, so I'll tell you what spy is doing pretty good today There might be a couple name brand stocks or a quote-unquote name brand stocks that you know might be moving with the market here So let me know if anything else is looking good for like Chuck or Brian later grant all of our students and in cyber group And then we'll just wrap up in just a bit. So let's hop over to the loser side there next see if there's anything looking good from here Anytime a stock is down like 40% 50% or obviously more You know you maybe a dead cap ounce, but This isn't really doing a whole lot looks like a new company to like a new acquisition company. So hard pass on that Data this is actually easy to borrow from me on trade station. It's just a little too close to the ground floor, you know what I mean DTC I'm a chapter there Okay, I got across my tease dot my eyes even with the market moving up I just got to go across the loser side here see if there's any stock going against the grain They can move on its own accord maybe like we said before down enough to where maybe a dead cap balance But that obviously wasn't just the case. So Boeing hey, I mean speaking of a potential dead cap ounce actually Given what happened over the weekend. Unfortunately with the Alaskan Airlines plane, right?  Thank God Thank goodness that you know everything was actually okay I think the biggest casualty of all that was a t-shirt from a from a kid It must have been traumatizing for that kid to be a part of that I think they had a pin him down and make sure of course you safe But I think the shirt tore off think yeah, it's some skin That was like a bit like irritated or red based off the wind That's a traumatizing situation obviously but in terms of what happens to the stock, you know Boeing led to a big drop-off earlier today, but hey, you know with the market pushing up The only thing on this is that it's just so expensive as a day trade, right? Markets on fire right now. So with that said You know, hey the the Boeing if you do the option calls on it that might be one thing, but otherwise I'm just gonna pass on it for now Or if you do it as a swing that that could be different if you're looking to hold on to that over time See that feel filled a gap actually, you know, that's a different type of trade, but as a day trade there There's just easier fish in the sea to catch All right, so I'll tell you what there really wasn't anything else that we added to our list since so for now I'll actually promote AR DX to the main list add that now Question from one of our students here. What is worth watching and Which has the potential to move 50% or what is worth trading now? Might I say I misinterpreted the question so which has the potential to move 50% We don't have the like visibility to tell you and you know First off, I just want to use this as a blanket statement to anyone here even on YouTube Just joining us right now. It is illegal for myself and Fausto to directly tell you where to buy where to sell We're not licensed FAs to you know do that and for any educators out there that might give those recommendations They better be because I know the SEC and Finner has been cracking down over the last like five years on this crap and Trust me a compliance is huge. So I've been told that and you know That's just the first thing for any member all across the board now to answer our students question just in full You know, what is worth trading now that has the chance to make a big move? Let's just say well That's what we're doing right now. We're building out our watch list right now So stocks like NKTX are still holding EL EV looked good before we're gonna post our list here just a bit and Then otherwise, I mean hey for our student there I know that they're a member of the phase one stock course So, you know, just make sure that you keep going through the classes You know, I'm not sure where you where you're currently at in terms of the most recent education cycle So, you know, make sure that you go through the class recording is found on the student portal The next set of phase one classes, I believe are going to be coming up the week after Martin Luther King week So once we're back in a full week again in the market From Ravina says only volume can confirm that. Yeah, I mean volume and then I mean just otherwise following the trend That's a huge part of afternoon scanning making sure that the stock is at least near the highs or near the lows If you're trying to along it or short it respectively. That's all All right, so let me know if there's anything else here folks before we wrap up You got me back on the stick here at three o'clock and just about 14 15 minutes from now Make sure I refresh and water be good to go there CYCC just the order book is too thin on that one especially for the bid SMMT now this one actually not too bad It's up 14% and it's at the highs Which is actually something that we really want to see at this time of the day I don't know if I skipped over this or just didn't even see it. Maybe it was going up Oh, we were going from top to bottom. Oh big big freaking pop right now Big pop on the NKTX just broke out right over 10 So for the time being you know what I think I'm just gonna say the hell with it and just get out Because even on a shake like I think that's I'm very happy with and now at this Now at this point, we're gonna try and re-enter There we go. Let's see anyone else catch that pop on the NKTX I know Chuck's been in and out of it right now Don't want to distract any of our students that may be trying to manage their position right now But if you are in it or just got out give me a small chat back right now inside our live trading room You don't need to have a suit You don't need to have a scientific calculated reason to take the money and run aside from just being up enough Where you feel just content So that was just about a dollar from where Michael and Chuck and other students were calling it out Andrea inside our live trading room You know, we were asking earlier just in in our chat. What is everyone watching or trading right now? Hey, I asked because we try and engage in dialogue get the chat, you know live But it's otherwise because I'm on Mara So there might be a stock that you folks are watching that I wasn't really Focused on at the time and that was the case here look at this thing go so there could be more room Hopefully doesn't pop too much more without me, but for now NKTX definitely a great trade here No, I got a little bit distracted there because of that pop. So that was beautiful. Well times Just go through maybe some of the other crypto stocks, perhaps Sdig that's kind of an emerging one there stronghold digital not really too familiar with them But I've seen them pop up more and more recently A&Y is up 13% not a bad trade there, you know This one's making a higher low trying to make a bounce back So I don't want to add all these crypto mining stocks if they're all going to make a relatively similar move But that a and y has been pretty strong. It's like actually up near the most or up the most right now percentage wise Alright, so I think that that's just gonna about wrap it up here for us right now Across all boards here on social media Facebook live at cyber trading you especially on YouTube right there Be a friend tell a friend look to spread the good word and especially tomorrow again We have a weekly workshop traders talk that raffle for the one-on-one coaching pack does not apply to you If you're joining us just on YouTube You got to be a student gold student and above to apply for that But we always say hey feel free to shoot me over a quick email if you have any Trade or a question that you'd want to go over with us live tomorrow and that goes across the board of Of course for all this here inside the cyber group room Josh at c2 trading calm first come first serve with any Trades or questions you'd want to go over but again We're gonna be raffling off two one-on-one coaching packs tomorrow during the session So as a gold student platinum student or diamond CTU student that that does apply to you So you should be good to go there make sure that you were a part of traders talk tomorrow So you have the chance to win All right, so with that in mind folks say I fill up on water I'm gonna take a small break I'll be back on the stick here at 305 just about three o'clock 305 roughly and we'll be good to go from there Talk to everybody soon


A couple of good looks for Indiana. And that's a shot that, as Lankford gets more comfortable with the shooting stroke and confidence he'll make. Another turnover. Up ahead, Fennesee finishes with the left hand. And Steve Wojahowski wants a timeout. No telling how long he'll be here. It could be one of the most likely will be for Romeo Lankford. Here's Adam on the take. So Carr-Anim can't finish. And it's Fitzner. A grad transfer from St. Mary's with the rebound. Durham will fire in three. Yes! So Al Durham has already made an impact. Chartuni runs the point for Marquette. Not protecting the ball at all on the take. Is Adam and denied by Morgan. Durham comes away with it on the push. Got Lankford on the wing. Fennesee finds Fitzner for three. Yes! What a start for the Hoosiers. Closive offense. Fitzner, long range three from the top. Nothing but the bottom. Was it Marquette supposed to be the three-point shooting team? Here tonight, no Zach McRoberts in the starting line of tonight. He scores and is fouled. And Sam Hauser has now scored nine of the last 11 points for Marquette. Marquette has not made a free throw. Oh, for five. 11 point lead for the Hoosiers. Morgan backs down help. Draws the double team. And now Fitzner. Ball through. Got it. Florian better start. Two man game, Fitzner and Lankford.  And he's fouled. Patience employs that Romeo Lankford has shown here. It's just been tremendous. It's just time letting the defense kind of open up. Taking advantage of splitting the defense and finishing it once again, sizing up his opponent. No, he wants to get to that right hand able again. And go to the locker room feeling confident about the second hand. Keep an eye on Howard. He's running the floor now, even without the ball. Sets up Joey Hauser. Step back as Fitzner goes by. And Joey Hauser connects again. Derham gets to start here tonight. Minus Zach McRoberts. Oh, Justin Smith. Hostel environment at Ascendley Hall. Morgan now with a double team comes. Finisee for three, wide open. What a fine by Morgan. And the three ball is good for the freshman point guard. Doesn't look like he's churning much energy, but he's moving fast. Here's Lankford for three. Romeo is having a night in a big time matchup. A little bit more aggressive on defense hits. They have all the momentum going their way. Morgan on the attack. Working on Morrow. Scorn up. Johan Morgan. Come on to the basket. A chance at a three-point trip. Brian, this is the same play we saw in the first half. Underneath out of bounds with Evan Fitzner. Able to catch the ball to free throw line. Marquette is a very good basketball team. And the Hoosiers dismantling them right now. And Fitzner hits another three.


How does this work? This is a very interesting mathematical model right now that was created. It's not brand new, but it has been shown recently out of the Arizona State University scientists to work by almost by shattering the shell around the virus, very similarly to opera singers and breaking a glass with high frequency sound.


Now we're going to move into latent variables. So anything that's not directly observed. Sometimes that's just errors. Sometimes that's variables are measured with error, whether that error is biased, meaning you've got an instrument that's always a little bit high or it's actually got the random error, as assumed, generally with measurement error. And you want to account for that explicitly. If you have missing data, and you want to estimate data that you didn't actually collect, and more often we hear about latent variables with proxy measures. So you've got something that you measure, and you've got something that you actually want to interpret. And I think we heard a lot of people in the project descriptions talk about, I've got these data, and this is what I want to do with these data. And generally, it's not I want to summarize those data exactly, because I think they're the true measurement of the population. You've got data that represents some bigger population. And sometimes they're actually proxies for something that you can't count. But you could also, I think the book talks about GPP being a proxy of component things that you go out and measure, and then you kind of put stuff together. And NEP would be a clear example. You put stuff together and try to make some summaries about net ecosystem productivity. So ignoring the fact that there are latent variables can have a whole bunch of outcomes, which is modeling a derived response or a flawed observation can lead to incorrect or falsely overconfident conclusions. I think everybody knows that. But if you go back and look through a lot of analyses, it does not stop most people from doing it. So we'll talk more explicitly about what is a latent variable and how might you treat it.


Can you guess how I fell in love with electric cable bacteria? Let me tell you the story from the beginning last year. I went snorkeling a little out of town up north the place called Lekton Strand The water was so clear and there was seagrass with these long green leaves everywhere the water Was so nice and I actually saw a big trout hiding in between seagrass leaves Seagrasses and other aquatic plants not only provide shelter for fish, but also have long roots Borrowing organic carbon deep down into the sediment where it is captured helping to fight against climate change So a couple of days later. I really wanted to dive into that beautiful world again and I Drove to Marsilis bohaber jumped into the water and I was shocked not a single seagrass leaf around instead murky water What happens in between Lekton Strand and Marsilis bohaber happens gradually on a global scale Human activities cause huge die-off events of aquatic plants for instance human activities Like dredging cause murky water and with murky water the plants receive less light are less active and that is When the roots Become vulnerable to sulfite and you know sulfite smells like rotten eggs and is actually toxic for plants so Now I would like to convince you that with the help of electric cable bacteria The sulfite around the roots could be efficiently removed, but how? To imagine this Let's pretend that everyone here in this room is a single cable bacterium cell and the wooden pillars on the on the outside are the roots and You self sitting close to the root actually can breathe the oxygen which gets released from the roots All the other cells however you cannot reach that oxygen, but you are surrounded by sulfite and luckily You like to eat sulfite So the only way to breathe and eat at the same time is to cooperate So please everyone let's cooperate and bring our hands up and hold your neighbor's hands Forming long cable bacteria filaments and now you're producing electric currents which may allow To eat up all the toxic sulfite around the roots and keep the plants happy so next time You go out for a swim mind your step avoid walking through the seagrass meadows because now you know they protect fish and Climate and there's a whole electric world underneath. Thank you


For the Sonata Opus 31, number two, Tempest, it's a pleasure for me to introduce to you Zupawee Zizurichan. Sounds a little bit strange, but a wonderful sound. It's a youngest student and the youngest pianist of our project from Thailand. And Pohn, this is his nickname, we all call him Pohn P-double-O-N, is 16 years old and he is one of the youngest students of the University of Mozartium. And two years ago when he made the entrance exam, the whole commission was really breathless and we were so happy to have him here in Salzburg and he has already done a lot of productions. Liszt Sonata he played and he played with orchestra, the Schumann Concerto. And so he's the perfect interpreter for the Tempest because he has the Tempest inside. And when we later will talk about the difficulties and we will discuss some interpretation things, we will also talk about the pedal, which has some special functions here. And well, the third movement is a kind of all-time hit but it is written Allegretto and normally it's played much faster but Pohn really does it in the way it should be. And so I'm happy if you enjoy it and please see him playing and hear him playing and be happy with his piano sonata. Thank you.


Martha Coakley supporters plung to hope throughout the night in the extremely close race for Governor against Charlie Baker. But as the night went on, the momentum in the crowd slowly died down as people realized this roller coaster tally may not work in Coakley's favor. Candidate for Lieutenant Governor Steve Kerrigan did take the time to briefly address the crowd and letting them know how important it is that every single vote is counted. We appreciate your patience and frankly we hope you have a good evening. Thank you all very much for your support. The margin has been so close that Martha Coakley's campaign is insisting that they count every single vote to make sure that it's a fair campaign. For the BUTV News, I'm Ashley Poff.


I'll put up there. I'll be filming my cardio and I'll tell them, you know, I'm on doing my cardio. Who's with me today? And I'll get many people are like me, me, me or I wasn't, but now I am, you know, and so I've seen those comments. Yeah. So, so, I mean, I didn't really know that that was going to happen, but I just started sharing the lifestyle because I live the lifestyle myself. So I see how everybody does all these stories and all they sing all day long. And I was like, maybe I should just start kind of sharing how I do this, how I did it, what I do when I mess up. What happens when I sit on a scale and I'm 10 pounds up overnight? It seems like even though I know it probably took me two months to get that 10 pounds and the multiple choices that got me there. But I admit that or when holidays are coming, I always diet down with my audience during holidays to show them that when we're expecting that 10 pound weight gain, we can actually turn it into a 10 pound weight loss. And then we can really enjoy that eating of the holiday because we worked to get there.


Hi everyone, Joe for jaspyscasebreaks.com coming at you with 21 22 court Kings basketball This is a three-box break pick your team number five if you bought at least two or more teams If you buy two teams to get an entry Four teams gets you two entries Six teams gets you three entries so on and so on we randomize those entries top two win $500 a break credit each for a total of a thousand bucks Wow So big thanks to The three boxes right there big thanks to this group for making it happen We'll do that break credit randomizer at the end and let's do this break It should be pretty quick, so we'll get to the break credit pretty quick, too I Think all card ship in this all card should shit doesn't say but I'll make sure all cards shit Got a Chris Paul to 149 And a Tyrese maxi endeavors Relic that is for Nico and the Sixers And we got a brushstrokes autographs that Jamal Murray It is With a healthy Jamal a healthy nuggets team can be pretty scary I think Nico with Denver and that is out of 35 Moses moody rookie Westbrook to 99 and James book night rookie expression relic for the Hornets Patrick or my top shot moments just worthless now this crypto market is brutal. Yeah, I just Now maybe you might have to ride that Ride that out for a little while just like everybody else with crypto. There's the Ron Sharp era parent autograph Brooklyn Nets that's gonna go to Nico Nice Kate Cunningham first steps insert We got Trey young to 149 and we got a Davion Mitchell art nouveau relic For Sacramento, that's going to go to Oliver and we got an era parent Jaden Springer autograph And that's for Philly Nico Martin with that and Getray young and a maestro's Kate Cunningham And there's that Trey young that went to the ATL Nico Detroit Steve Birch And there you have it ladies and gentlemen quick little three box break now Let's see who's gonna win that break credit It's a lot of rate credit being given away, so let's alphabetize everyone by their first names here Let's make this font a little bit bigger Aaron W. Bought two teams. That's an entry Aaron Gabe bought two teams That's an entry Matt Arnold bought two teams. That's an entry. So did Nick T two teams one entry Nico Nico with 12 teams that's six entries Oliver bought two teams. That's an entry Patrick bought four teams. That's two entries Sean Healy bought two teams. That's an entry and Steve Birch bought two teams. That's an entry. Did everyone buy a Everyone buy a even number of teams. Yeah, there's 15 right here All right 30 Divide by 2 15. Yeah, everyone bought an even number of teams. There you go. Thanks everybody. So full list of entries New list new dice. Let's roll it randomize it one and a six seven times top two after seven 500 bucks each. Good luck one two three four five six and Once more seventh and final time Congrats to after seven Steve and Sean Congrats to the both of you $500 break credit each going your way. I'm Joe for Jasper's case breaks calm Thanks for watching. Thanks for breaking with us and I'll see you next time for the next break Bye-bye