Hello everyone, welcome to this video. I've got Little package here. It's not a little package. It's actually quite a big package from my friends over at VFC now VFC which is vegan fried chicken is An amazing new business that are starting up. It's like an activism business All right, but I don't know if you guys obviously a lot of you guys would be aware of veganuary which I consider veganuary one of the Most epic successful vegan campaigns that ever has ever existed but the co-founder of Veganuary Matthew Glover has set off with with another guy called Adam here. They are there Matthew and Adam we're gonna flash them up on the screen anyway Here it is VFC now The way this started up, which is it's quite epic I don't know if you guys have seen the video But if you haven't you got to go check it out some plant-based news channel But they go into a big chicken factory farm here in the UK and they see You know chickens that have grown so fast that they can't support their own body weight quite standard things in this It's quite a standard factory farm, but a horrible place and it inspired them to start VFC Which is going to be competing with KFC. It's kind of like a sit-down protest so the sit-down you sit down to E and you're protesting the horrors of the chicken industry and the meat industry and 100% vegan planet-friendly high-end protein so and it says until all are free. So it's a great cause. This is like It's like an activism It's like food activism really smart now what we're gonna do is we're gonna do a little this is what you get All right, this is what you can get. This is a bundle here I'm gonna open it up here for you guys to see but you can order these online Super super good value 25 quid for a bundle. Oh, that's not it. These are good ice packs that you can reuse actually Now they're hoping to get this in the stores very soon here we go. So we've got What do we got here? This looks like some spicy fillets to spicy fillets Oh They'll be good in a burger We've got some spicy bites down Original bites. So if you're not into the spice got the original bites, which are like on here we go What's this? What else we got here because we're gonna cook we're gonna cook some of these up for you guys so you can see them This is the original fillet carnival friendly. I just love the packaging on these as well But this is a decent little little pack here. I'm trying to make this look so cool Here we go. This is original and they've got these this here is like a little VFC Look at that Let's move you out the way. Check it out. You just chucked out in the oven. It's got fries It's got these bites and that the crumb on this looks amazing. It's got some sauce in there So I've got another one. This is the fired up one. This one here's the spicy one too boom Bang so amazing. Look at that. I can't even fit it all on the screen. That's how much I've got here But you know, you can get one of these bundles and you know, we're gonna link it We're gonna link it where we can if this is on YouTube link it down below if this is on Instagram will link it up in the story or we'll just tag their page down there But we're gonna we're gonna cook some of this up and we're gonna do a little taster for you guys So we're gonna gonna get a fillet. I'm gonna grab a fillet and we're gonna chuck in one of these one of these little Popcorn it's like kind of a popcorn bites, but there are original bites But we're gonna chuck some of these in and do a little taster. Let's do it. All right, so here we have we have the original bites here check them out I'm gonna taste I've got a little bit of our Helmens mayo there Let's have a little bite. Mmm. Can you see that? Look at that That's actually amazing Mmm. Well It's made of seitan and did you know like for one of these original fillets There's 30 grams of protein 30 grams of protein for one of these now I've put mine in a salad, but it's recommended that you are so I made a little salad see Put on top of salad cuz I'm like trying to be healthy that you should put it in a in a bun with some You know some cheese vegan cheese, of course and eat it like a burger But 30 grams of protein for one little one small amount of food like this amazing So we're gonna try the spicy fillet now. There we go. Boom. Look at that. Okay. Mmm. I'm gonna say that I've already taste tested this before it went live and it was actually a different batch I'm gonna say that this batch is spot-on It's amazing They've actually made it better. I just want to say I'm not sponsored by this company I just think that they're doing amazing stuff. They're trying to help the animals and that's why I'm involved here No one's paid me to say anything that I've said here They're trying to save animals if you go on to their website, you can see how many animals They've got a little counter there. So like they calculate the amount of Vegan meat that replaces the amount of a whole animal and then they're calculating how many animals Potentially they have saved because people have just replaced the chicken With the VFC, which is what I recommend you all do.  I mean look All across the world chickens are being factory farmed and abused and Most of the sentient land animals that are being abused and the suffering comes from birds chickens Now the only animal that is being abused more than chickens in numbers are sea animals fish. So this is a very Disgusting and cruel industry that we want to overtake with ethical alternatives here with people who have their hearts in the right place So please it's veganuary get online and order your bundle and support VFC Thanks


What's going on everyone Sam here with late in sports guards ripping one box of a 2022 P&E UFC H2 select hobby or select for Kyle Pete. It's a good luck here, Kyle See I know we're hoping for some let's go some nice numbered stuff in this for you nice octagon side Green black Something nice. There we go Jimmy Crute Francis and Ganu Adrian Yanis Nate Diaz on the disco and red saying we leave very nice 31 out of 99 one of the best female fighters in that straw weight division Very no very nice. I love it one. It's it's actually been very awesome Very good. They did a very good job with it to eva so Daniel Cormier And we got Kai Kara France man. Nice disco stuff so far here for you Kyle. Oh Nice one here Very nice one coming up. How about an Islam? Maka Cheb on the octagon side red 50 out of 99 Congrats, man That is fire. That is so nasty. Come on. Come on, baby Come on Maka Cheb there he is On the octagon side. We will take that 100 times out of 100 And last one for you here, man, right? What a time to pull that is right Silver Sara McMahon That'll do it for your break there Kyle Congrats on the hits man. That was awesome. We'll get them right out See I appreciate you, buddy


and we still don't agree on getting rid of the filibuster that's correct thank you i was i was it's a big club and you ain't in it that was positively revolting you just watched joe manchin and kirsten cinema high five each other over their obstruction they're essentially celebrating the fact that they blocked the codification of voting rights or roe v wade or didn't make the child tax credit permanent in the presence of these billionaires some of whom i assume are their donors and it's just really gross and it's a reminder that these politicians they don't represent you the people at that event are who our governments represents because our government is incapable of meeting the basic needs of its citizens and it's because they're not representing you and i they're representing those elites at that summit in davos and let's be clear about something here even though joe manchin and kirsten cinema were more than happy to assume the role of rotating villain there would be someone else to take their place in the event they weren't willing to play that part so there's always going to be a joe Lieberman a joe manchin there's going to be some all too powerful parliamentarian or this excuse that the republicans won't go along with us even though we control both branches of government and it's because our government doesn't represent us they represent those folks the elites at davos and this is just kind of a reminder that this is the way our government operates but it's not surprising when you live in a late stage capitalist society where if you have money that directly translates into you having power as cnbc reports us lawmakers quietly took part in a private ritzy lunch atop the world economic forum on monday featuring dozens of influential business leaders according to people with direct knowledge of the matter lawmakers and attendants included members of the u.s congressional delegation taking part in the annual confab for the elite and wealthy in davos including senators joe manchin chris coons kirsten cinema and a few members of the house of representatives these people explained republican georgia governor brian kemp also attended the event one of the people said coons and manchin each separately addressed the crowd of corporate leaders at the lunch set an attendee who declined to be identified speaking about a private gathering coons told cnbc on the sidelines before the lunch that members of the congressional delegation were heading to the lunch with about 50 ceo's he didn't say which executives were scheduled to attend now in case you're wondering why senators like joe manchin kirsten cinema and chris coons were part of the u.s delegation well it's because even though almost all of american politicians are beholden to their corporate donors these are the individuals who are the most shameless about their corrupt behavior as patriotic millionaires put it davos is the world's largest and most prestigious gathering of powerful people pretending to do good while actually protecting the wealth of the richest could it be any more fitting that kirsten cinema and joe manchin are part of the u.s delegation exactly now costumers should point out after manchin and cinema chose to stand with the republican party and refused to repeal the filibuster the child tax credit expired and childhood poverty increased 41 percent which meant 3.7 million more children were forced into poverty but yeah high fives all around horrid so it's infuriating because these elitist politicians and business leaders and wealthy people they get together they plot and scheme about how they're going to rig the rules of the game to further benefit and enrich themselves and if you point that out apparently you're wrong to do that i mean cbs actually thought it was a good idea to put out this tweet the world economic forums annual meeting has increasingly become a target of bizarre claims from a growing chorus of commentators who believe the forum involves a group of elites manipulating global events for their own benefit but as this twitter user points it out in response they literally admit that this is what they do he says it's literally the first paragraph on their website it's bizarre that people believe a bunch of billionaires get together with politicians for kicks and their website reads the forum engages the foremost political business cultural and other leaders of society to shape global regional and industry agendas it's called global capitalism this is how things function when you have these private lunches between business leaders 50 CEOs as chris coons estimated and sitting senators they're not just talking about the weather they're not talking about what games they're playing and how far they got an elden ring they're talking about policies that are going to further enrich them and allow them to dodge their taxes but i want to be fair to davos because it's not like every single thing that they produced was bad because in the year 2019 well for some reason they invited some people who were willing to call them out and confront them to their faces and that includes historian rutger regman need i remind you that on a stage he actually called for taxing the wealthy in front of a lot of very wealthy people this is my first time at davos and uh and i find it quite a bewildering experience to be honest i mean 1500 private yet flown in here to hear sir david attenborough speak about you know how we're wrecking the planet and uh i mean i hear people talk in the language of participation and justice and equality and transparency but then i mean almost no one raises the real issue of tax avoidance right and of the rich just not paying their fair share i mean it feels like i'm at a fire fighters fighters conference and no one's allowed to speak about water right there was there was only one panel actually we've had two you're the second of our panel there was only one panel let's go there one panel hidden away in the media center that was actually about tax avoidance i was about i was one of the 15 participants so something needs to change here i mean 10 10 years ago the world economic forum asked a question what must industry do to prevent a broad social backlash the answer is very simple just stop talking about philanthropy and start talking about taxes taxes taxes we need to i mean just two days ago there was a billionaire in here what's his name michael del and uh he asked a question like name me one country where a top marginal tax rate of 70 percent has actually worked and you know i'm a historian the united states that's where it has actually worked in the 1950s during republican president isonauer you know the war veteran the top marginal tax rate in the us was 91 percent for people like michael del you know the top estate tax for people like michael del was more than 70 percent i mean this is not rocket science i mean we can talk for a very long time about all these stupid philanthropy schemes we can divide bono once more but come on it's we gotta be talking about taxes that's it taxes taxes taxes all the rest is bullshit in my opinion yeah so he exposed all of these elitist pricks for who they are this is nothing more than a circle jerk for elites to try to make themselves feel better while not actually addressing the elephant in the room not actually talking about the ways in which they can better the world and that is giving up the wealth that they're hoarding that many of them stole from their employees through exploited labor now rutger wasn't the only individual in attendance because on that panel was also the executive director from oxfam back in 2019 and she also said the same thing that rutger said but this next clip is really interesting because you're going to see some pushback once one of these elitist pricks had their bubble bursted so you're gonna hear from the cfo of yahoo and what he said was just perfectly illustrative of how idiotic this event is we have a tax system that leaks so much that allows a hundred and seventy billion dollars of money every year to be taken to tax havens and to be denied the developing countries that need that money most so we have to look at the business model and we have to look at the role of governments to tax and plow back money into people's lives i have to say honestly this is a very one-sided panel the u.s basically has a lowest unemployment rate ever the lowest black unemployment rate ever lowest youth unemployment ever uh we've actually reduced poverty around the world no one's talking about that at all so i like for the panel talk about beyond taxes which every one of you have talked about the only thing you've talked about in this whole panel on inequality what can we really do to solve and help solve inequality over time beyond taxes the gentleman who talked about who said we've just talked taxes and the jobs are there and there's law and unemployment rates are low let me tell you something we're talking about jobs but the quality of those jobs and we also work with poultry workers in the richest country in the world the united states poultry workers these are women who are cutting the chickens and parking them and we buy them in the supermarkets Dolores one woman we work with there told us that she and her co-workers have to wear diapers to work because they are not allowed toilet breaks this is in the richest country in the world that's not a dignified job those are the jobs we are being told about that globalization is bringing jobs the quality of the jobs matter it matters these are not jobs of dignity in many countries workers no longer have a voice they are not allowed to unionize they are not allowed to negotiate for salaries so we're talking about jobs but jobs that bring dignity we're talking about health care the world bank has told us that 3.4 billion people who earn 5.5 dollars a day are on the verge are just a medical bill away from sinking into poverty they don't have health care they are just a crop failure away from sinking back into poverty they have no crop insurance so don't tell me about low levels of unemployment you are counting the wrong things you're not counting dignity of people you're counting exploited people that was a mic drop moment now that's cfo of yahoo gave us some insight into how these elitists and rich people actually think they claim to be concerned about these issues he claims to be concerned about inequality but only tell me how we can fix inequality without raising taxes i mean that doesn't even make sense the crux of the issue of global income and wealth inequality is rich people like him hoarding wealth oftentimes wealth that they stole from their employees so it's like imagine if you saw somebody starving to death on the street and you had a giant plate of food in your hand and they said help me i'm starving and you said well tell me how i can help you without giving you food that's kind of the same thing maybe not the best analogy but you get what i'm saying right they don't want their taxes raised so they virtue signal and pretend to care about these issues that they bring up at these events but in actuality they pay politicians i should say they bribe politicians donate to their campaigns hire lobbyists to stop these politicians from implementing policies that would ameliorate some of these issues that they're talking about like global poverty anthropogenic climate change income and wealth inequality but that's why politicians like joe manchin kirsten sinema and chris coons get invited to these private lunches more often than individuals like rutger bregman it's because they tell these elites what they want to hear they make promises to these elites behind closed doors and never let the media hear what they're saying and it's because they are indeed plotting and scheming it is a conspiracy but a real conspiracy we're not talking about Illuminati we're talking about wealthy and powerful people who control the lovers of government either by proxy of their puppeteer or puppet politicians i should say as they be the puppeteers or by just being members of powerful governments themselves so it's important that we point this out every single time davos has an event because it's disgusting and elitist and all of these rich pricks know exactly what needs to happen if they want to solve these issues that they're addressing here it's called tax the rich but if they keep passing policies that devastate the working class and keep the needy hungry well then poor folks and working people aren't going to have anything left to eat but the rich so they should be mindful of this fact


I'm Marko Tango, I work for Lixi Ritali, and here I'm going to present you the update of Laniakea. So Laniakea is a Galaxy on Demand platform, which is based on the Indigo Data Cloud Passlayer, but also on many Galaxy project tools, like the official Galaxy Docker Container or Ephemeris, but also on common open source tools like Bolt, Luxus, Larm or Cabernetis for example. A private cloud instance of Galaxy is recommended for those scenarios where the full administrative control of the instance is still needed, like for example training tools development or for example data privacy concerns. We provide also access to cloud resources to be used for the deployment of on-demand Galaxy instances through our pilot program, Laniakea Trekas. We currently have about 20 running Galaxy instances, for example some public servers like Vinyl, which was presented here like Plastiar, Corgaft, to align complete assemblies of SARS-CoV-2 genomes or ETS-1 Ruby, which have been accepted for publication and is dedicated to global taxonomic analysis of ecologic communities. So the service is commonly used for rapid development of bioinformatics tools, efficient delivery of training activities and provision of public bioinformatics services. I would recommend you the poster of Pietro Mandrioli during the poster session on this topic. During this year working side by side with researchers and clinicians will learn a lot on our users community and on our cloud providers. So the development of the next release of Laniakea have been deeply influenced by our community requirements, in particular at part-time level we need to update everything from Python 2 to Python 3, but also we need to update some important packages like Ansible. At service level we need a new service level agreement and the user's quota management. At development level we need to simplify the deployment strategy of Galaxy in order to reduce the maintenance effort and finally we have some requirements from our users like better container support and new applications. First of all at the past level we have this new service level agreement tool. SLA is a commitment between a cloud provider, in this case GAAR or RECASPARI for us, and a client, which in this case is of course Elixir Italy. And we need this to improve resource federation because we have many data centers in Italy and we want to use all these resources. In this case, as you can see in the figure on the bottom, we will introduce also per group and quota management in terms of course of number of instances, RAM, CPU and storage, which is now available in the current version only on, for example, PEST app level. For the Galaxy deployment, on Laniakea you can deploy Galaxy using Ansible, so you have a virtual machine and Ansible will install and configure everything for you. Or you can use a VM image, so you have this image with everything inside, you deploy it and everything is working. This procedure has been simplified using CVMFS volume to store tools and Galaxy database. So, we deploy this image with Galaxy inside, we restore the Galaxy tool database, the tool are on CVMFS and everything is working. We also contextually update everything from Python 2 to Python 3. Finally, from the user feedback, we need to implement RStudio and Jupyter and that now are available as a standalone application but also integrated in Galaxy and we are back porting these features to the current production version and this has been requested for training and development, but also it was required to support container because, for example, there is this R-Cask use case, which is a single cell and RSEC workflow that is developed only using the Docker container, so we need to provide them enough resources and we will do this with all mesos or Kubernetes, which are both now available as out of the box. So, we think this will be a great release of Laniakea, which is expected to be published by the end of the year and finally I would just to thank you all for your attention.


Welcome everyone to this session about deciphering the way data is tested, automate the movement, transformation and visualization of data by Rasini Singh. We are glad that they can join us today. Without further delay, over to you Rasini. Thank you. Welcome everyone for your participation in this session. So why this topic? First of all, this is very present for APM conference to select my topic. But this is the most challenging thing which we can see and there are different use cases currently. AI is there with data, IoT. So everything is dependent on data and how these data can be tested. So that is why we need to test these data in a different way, whether it's a normal data quality testing or we need to automate the movement, not only the ADN kind of, but automate the pipelining thing. And in batch processes or real time processes, is there any transformation visualization? So this topic will help you to understand how we can do the different kinds of testing or different ways of testing or different use cases where data is involved. So if you can see some with respect to current technologies and the business requirement for the software development and the verification process, the testing team not fully understand the implication of data on the design, the business, the configuration, operation or the system and database. Because sometimes we do not go beyond the front end or some back end activities also there, but we do not understand about the business insight. Maybe. And based on the stats, the big data analytics market is set to reach by 103 billion by 2023. It's not very far away from now. Internet user needs to generate about 2.5 billion bytes of data each day. And get over 3.5 billion of searches daily. Sorry to interrupt. Would you mind moving the camera a little lower so that we can see? Okay. Yeah, much better. Thank you. And then these data, bad quality data, what are the implications and how it can impact you? So based on our business review, the study estimate that only 3% of companies will need the basic quality of data standards. And you can see the 80 to 90% of data we generate today is unstructured. Okay. And 95% of business site needs to manage the unstructured data as a problem of the business. And some of the use cases where data is generated, like Internet of Things, there are sensors that are actuators, which is generating data and as a developer or technology people, they are transforming interpreting processing those data and then visualization is there. And then big data is the application, big data application has lots of data. It can be the modeling you need to do any artificial intelligence of machine learning. It is all about based on the application interpretation, the product output all depends on the data of what data goes in and what data goes out and the ETL processes and the data migration and kinds of testing. So I'll also cover what all ETL, why it is different from ETL and data pipeline testing. What are the differences with this? And the first step as a tester and for any data management plan is to test the quality of a data and identify some of the core issues that lead to poor quality. So tester needs to understand, has a clear plan to execute the test, but there are many new unknown data systems are there, layered on top of your enterprise system. And the struggling with those data quality. To those troubles, there are challenges and updating and hoping that information into the data analytics or predictive software there are. Okay, so how you will measure what are the quality of data, what are the dimension of data on what, how these unstructured or structured data generated a statistical process how you can confirm highly concurrent system do not have a deadlock. So what tool should we should use? What are the different process and model? What all needs to be tested? Which framework you should use? There are a lot of tools, library frameworks available. So we'll proceed with this with what is data quality and how what does it matter. So there's no specific definition of data quality that it gives you a limit of the scope of the data quality. There are however there are benchmarks like it should be error free, it should be complete or accurate, or it should be unique and it should be timely it should not obsolete that they should exist today also and accurate uniqueness. So these are the six dimensions which you can take care by testing for the data and why these matter because if you do not get these data accurate or consistent or complete, you can lose your business. There are direct emails or marketing campaign which is run through the data home. So there would be unnecessary cost there and there are business decision on the floor data can give you incorrect insight. So you need to understand and to start with the understanding there are prerequisites of data quality testing like first you need to know the purpose of your data and what are the data quality matrices you will follow and the metadata of your data feeds. So like to proceed to this understand the volume of data, source of data, frequency of data, transition and types of data. Later in our business room which is applied we can use this for visualization and there are two key area of a testing problem is establishing the efficient test data set and availability of any SDFS kind of SDFS centric testing tool. So earlier it was not available, now there are a lot of tools available whether it's an open source or commercial tools. No one, no business is ready to use any open source for their data so that it should not be vulnerable. So these tests include the data type validation, the range and constraint validation code and code across the data. The reference validation is there and structured validation. You can achieve this by adding an inbuilt coded solution and showcase one inbuilt coded solution which we have done for using open source tools like Kafka and Spark, Hadoop and Cassandra. And manual validation is always there and you have to do manual validations and then open source library which are available which you can use in your Python scripts or you can use in your scripts visual studio code. So there are automated self service tools are also there and we'll talk about the rule based in general there, suggestion based in general there. However, what, before going to how we can do, how it can be difficult to test like there are not a lot of expertise. We can say that libraries are there, how you can use those libraries. The integration of tools you need to know the processes like most of the time I face this issue that developer or a manager says that this is already automated. If you have a pipeline, it is already automated. And if you have any ideal kind of thing, it is done through tool only. So what does the use of where QA, where QA states and where QA validates. It's all automated process. So what QA will do, it needs to be verified by that pipeline only. So you do not know how you will test where you should go, which phase, which node and which, which, which all things you need to test. So you need to identify what all you need to test, you need to identify what all tools are there available, which is integrated. So for this, you know, there are five steps for better quality data quality. So first process is the data discovery and profile. So what actually data discovery and profile. This is the first and foremost, you need to understand what is the disk data discovery, how you are getting the data, the collection of data extraction of data. And if you find the source of truth, then how you know profiling. So profiling is something that in your database or in your data source, there are spaces, there are special character null value, how this item should be displayed. So if you can see in this small, but there are tables which has some space, underscore, string, a character, and there are lots of inconsistent structures are there, hashes is there, numbers are there. So how you can profile it. If you know your data, you can understand your testing much better, you can do a data testing easier, easily. So first you need to understand profiling of your data will help you to discover the data quality issue, risk and overall challenges, which is what is the trend of your data and how you can analyze and report your data in a manner. Again, so then standardizing and matching those data. So how you can standardize. So now data discovery is that profiling of data is done. You know the data, how your data pattern is, what field, what column, what type of string, how your data is being structured, non-structured. Now you standardize those values and match with the more incoming data and compare it, whether there is some outlier or not. If I am writing employee ID somewhere in a table and some character is coming, which is not expected, so you need to match with the new set of data. How you enrich after a standardizing call, you have an enrichment like same data can be used by other person and can be enhanced by other user also by, you know, by taking those data in a JSON format, they can publish it, they can visualize it, these kind of things. And particularly we create a services to share the particular piece of data, they can connect with the API services and they can connect with the data. And monitoring earlier, how it is different earlier monitoring is not required in the initial or data phase. Now you need to have a monitoring part since starting off your requirement and when data is extracted only. Then only you can, it's not that data quality is not one and a operation. It needs to be continuous, ongoing and practices because the data in your organization is constantly transforming, shifting from and processing it and those chains needs to be monitored, whether there is an anomaly detection, anomalies data are there, some outlier data is there. So to ensure the quality is maintained or not. Then operationalizing using these data, monitor the enriched data and has data for visualization for business insight and all. So we talk about the data pipeline here. There are some earlier, in earlier slides we can, we talked about only about the data which we can test and this can be tested to various tools, various manual and automation tools are there. And data pipeline is something like how we are using a water system, you need to go to somewhere earlier in traditional way, you need to go to some well or some places and you need to get the water. Now your necessity increase that you need water at home, you need more frequent water, you need water 24-7. You need to, so how it has improved the water system that you have created a pipeline and there are nodes where these pipelines, the source of pipeline water is connected and then pipeline is created like extraction of water is done. Then there are processing of water, some training is done in water and then integration of pipeline that one pipeline should go to one region, one pipeline should go to another region. So this is kind of data pipeline we are creating where from extraction of data, then processing of those data and then integration validation is done and then visualization. Now you can use those data as per your requirement. So each phase you need to test, what all you need to test for data ingestion that creation, how data is created, what is the source of the training of data, what is the volume of data, frequency of data through both and the variety of data, what are the formats is there and ETL is a part of testing here. It's a subset of data pipeline and ETL, ETL is a subset of data pipeline testing and you need to value data reporting also. So where does QA role involves or step it? So there are data where you can do the duplicate missing outlier or format testing or there is a model, whether it's a, if this data pipeline you are creating for a database testing or your application testing. So there will be normal application model testing, DB model will be created based on the schema and the fraction dimension and then AI model is also created. So you need to test your algorithm, the overfitting, underfitting, biasness, fairness, how you can test those models. So the accuracy, confidence and the coordination thing, how it is responding you, is there any failover or not? And then model pipeline also because a model which is created, it's also continuous process. With the new set of data, your model is updated. So you need to update your version, which is also have a MLOps concept. So versioning of model is done. Then if we are enriching those data, there are API calls which we are using. So you need to test the API calls as well. And if there is an interface or use cases for visualization, whether you are adding some tools for visualization or you are creating your own visualization interface. So you need to test all those use cases as well. So this is a one in-house open source framework where we have used all the open source tools. So there are two different forms of data, which is coming batch data and batch data and the real-time data. So in case of batch data, it is easy. And you can say that if it is a batch data, we can do the extraction transformation and load and then visualization testing also. But in real-time, your processes needs to be running continuously. You need to continuously extract the data. You need to continuously stream the data, add the business rule or transformation or processing. And then storing those transformed data into some database or adding some log stash or elastic search so that you can visualize through Kibana or any Power BI kind of tool there. So Kibana is open source here and this is the flow which is created by developer or your team members. So as a tester, when you should test, what are the phases, what are the stage and what all you will test here. So what you need to test is that you need to test that source of data is coming correctly. My data is the consumer. Here Apache Kafka we have taken is the consumer open source data processing engine which acts as an intermediate of a streaming data pipeline. And it collects the data batch real-time. And then Spark Stream is there. An extension of our course Spark Streaming we have used as a Spark API where it helps to process the real-time data from various sources and the structured streaming machine with the data sets and data file API. Then this Spark engine, as you can see here, is utilized here to perform the necessary data validation using configuration files. So whatever data processing or formatting or some business rule addition here in configuration file it is maintained. And then there is a batch of process data through Spark engine goes to store to, etc. It's a column oriented, no SQL database, which is used to handle large amount of data and real-time data with a high availability. So there are also challenges with Cassandra is that you can not get the ad hoc request. So you can add here as an alternative ad root is there for ad hoc reporting. And LogStash is a code component of PLKStats which helps you to gather and process the data and gather the data with the connecting with the elastic search and with the Kibana. You can store this in a Kibana. So there is a framework which is created and this is a lot of tools is required for installation. So here you need Java 8 or Spark, Kafka, Cassandra, ELK and Jupyter notebooks. That is why I created a runbook here so that we can share with the team and we can create this framework and run your demo. I'll showcase what all is required. So this is a general data pipeline format creation of design is there, what all it is required, how it can be implemented, what all the steps. So first you need to start with ZooKeeper, then you need to start with Kafka, then you can create a topic and then send a message. So and there is a Visual Studio code. So what I talked about is that you need to create a data model based on here we have used key space DB where DB is connected or data you can add data from some file or connected DB. You can also add a clustering column, which is the unique whether you are taking a timestamp thing for real time processing, insert and update and instance also. So here we are using a PySpark. You can also use any other processor you can also use instead of Kafka you can use AWS services for streaming. You can use the ADF or ADF also Azure Data Factory and Synapse here. So you need to configure all these which all instances you are using in a tool and this is a validation configuration where you are getting the column name class param. So how it is, it is not only getting the param for classes, it is also validating what is the validation and the requirement, what is required. So here we have identified that whether my product price is greater than 7000 or not here. You can see the buying event is the CSP we have kept here only so that it executes easily so we can keep it anywhere and it will identify through relative part and it is loading all the configuration instances and configuration data model. So these are the in-house tool, why we have created this in-house tool so that it cannot be, your data is secure and safe and you can deploy in your company or your project. It actually happened that yesterday night it was not working I thought to rerun again and it was not working because some zookeeper issue which we face most of the time for starting the server. So I thought how I can do the alternative. So I got another tool which is called great expectation you can also see. So it is not a pipeline testing but it is a data testing, very good tool. I will talk about and I will give them. It was easy as well and James, Ben and Kyle, they have a community channel on a Slack you can connect. So it took not more than 30 minutes to one hour to understand that tool and you can use ready to use tool is there. So if someone is not able to deploy this framework and also this is this needs a lot of installation process just the benefit of this framework is that your data is with you only and it is secure and you can run. You can add as much as configuration as much as validation you can run here. So this is a visual studio code and there is a one Python script which is written in as Jupiter, which is Kafka. It's it's important producer the topic which we have created and it runs. So morning, I have run it so all the data which is coming as a buying event. It is giving me all the data which is already there in that format. So if you if I run the ELK the spark and Kibana the spark Kibana and lock stash. If you run you can see all those here in so we can create a package also but this isn't a development stage. Suggestion maybe you can answer that question live for that. It has other people also. Okay, okay. Okay. Thank you so much. If you run this book, it will give you all the processing of how Kafka is producing and application and started. We can see all data is coming and it will save all those data and it should come in the Kibana live. So it is running like once it is saving is completed, then it will shift apart from this. So what I talk about is the the great expectation. So here in this framework, it will take some time to run execute and a lot of settings are required. Our word with great expectation. It gives you the package. You can run just add two, three steps are there. Just need to install and run. I showcase both. MLOps that are the poor data quality. It's very difficult to test it. Come on. Right. Just install to start it. Another step is great. So now this tool will ask which file and how now it has stuck. So if you want to do a notebook, you can check the expectation. You can add a checkpoint also. There is a plug-ins also and it will save in uncommitted. So it's asking whether I like to configure the data source. So either you can add it to SQL server. You can use either file or relational database already there. And if I give one option for five and I can get five spark or pandas by spark is already there on my system. So I can add two. So now it is asking for path where my this file is. I can give in downloads. I have my file on which short name I can ask them to test the five names which we are going to give. And this will give you the HTML report with all details. You can see the result, expectation validation result. So evaluated the expectation. It has successful expectation on eight columns were there in that file. I'll showcase that file also. And it's equal to 2200 rows. What it has observed how it has checked it. And whether any of the values are not or not. You can add many checkpoints. You can add many checkpoints. It will give you. So if you want to see all those things or any failed ones. So there is no fail. It has succeeded. You can edit also. This is great expectation. And how it works. You can walk through also. You can add more checkpoints here. So I have only the basic test of one fight, which is comparing matching and doing the testing. And what all it test is that it test all the. Test all the functions like table search is there for ideal kind of testing distributional function. Multi columns are there or not expected. Column max between is there or aggregate functions are there on date and time or Jason. Whatever formatting date, time, aggregate functions, string matching, sets of range or table spaces, missing value, duplicate value. So whatever the validation point, which I write in a configuration file. So how why this session would be important for anyone is that they can create. They get some idea that you need to create some data validation thing. You need to add some validation function or a module and then you can compare with the incoming data source and any processing of those data and then target data. And if there is any use cases also. So this will give you a quick solution. And you should also give you the ways to understand and replicate testing of your data, which is there with you. Okay, so another we have talked about all the things all the data which is static and now we'll talk about what if. Integrating these data in data validation in ML pipeline. So in machine learning also there are pipeline which is also carry a lot of data. So here you will define the matrices which we will follow which framework or model which we are taking and we add all those data, transform those data and build a model. So now if your model is deployed. So most of this is also very conflicting debate which is going on that how the scrum or any. Agile methodology or any software development traditional development lifecycle can help machine learning to develop 100% because 50% only it is developed by developers. Now 50% is trained by data scientist after helping with the after getting response from a real user or after getting tested from a crowd or real user who they are using then assessing those models based on the real time data and monitoring continuously monitoring all those data continuously deploying the model assessing those model what is the accuracy what is the confidence level what is the. Confidence and accuracy or precision or any fallback is there when you need to test so for this. And if someone says that machine learning is very difficult and how data is important in machine learning so if there is a Google there is a hidden technical depth so this is again a white paper which is already written so in machine learning there is a small machine learning port is there apart from that small for everything which is here is the data ingestion feature extraction from data data verification is there monitoring of data analysis of data configuration of your services are tools which you are using infrastructure so the ML thing is very less and how we can test it there are there is a tool which is available by Google which is called TensorFlow or T TensorFlow data validation library which is there and you can test it so it's a scalable calculation you can get an integration of newer and also TensorFlow port is giving you the performance scalability and security kind of thing so this is a big topic which we can cover maybe in other session which I have given the AI so there we have covered the TensorFlow data validation thing and how we can test AI application this kind of it gives you the automated data schema it gives you schema viewer anomaly detection so you can write a code in Python for anomaly detection or you can use a cloud.io where you can upload your data or you connect your data and it gives you all the anomaly detection outlier detection so it can be done within five minutes so what is the chances and the source of error maybe for a model whether it's a gaming model or a ML model you have sometimes by developing you do not have a sufficient data or maybe your data is the inaccurate or invalid so how it will represent those data sometimes if you try to create a data it created by there is a biasness if I think that I can create a prerequisite data creation is there so it may be I'm using only my perspective data biasness will be there and apart from that security is very important here integration of machine interfaces important and technology problem like lots of tools integration is required and sometime we do not have that expertise with the tools it takes time to understand and earlier we also faced this that we have deployed a model we shared and published it but with the next set of data our models are deteriorated so how we can identify all this by continuous monitoring continuous performance issue identify skill ability of data and then maintaining the model version so that in case and a model version and also there is an important concept here is that you create a shadow development environment that is not staging but it's a production middle image kind and it is not visible to develop users the front end user you they just create get all the extract the data for real time user and then do the analysis and then to do all the performance capability and versioning of model and then it can be validated updated model can be published through staging production so there is a shadow environment sure so there are some Python library which are already available we also take reference from servers library and these are some of the smart compassion data set in import you can do validate you can do so benefit you can see the whatever loss we have seen earlier you can benefit from using testing and monitoring is the most important part which is continuous so what all you need to monitor the processes of visualization and we need to add a lot of notification for your application or model. So these are the data changes model performance CPU or model input checks are there. Visualizations are executed or not but it will come like this. Do we have some time for questions Rajeev. Yes, yes we have. So any can ask questions because this is a tool which is already available in market and anyone can use talent open studio DQ great expectations. Great I encourage participants to post their questions in the Q&A section so that we can answer them straight away. So reports will come in Kibana and for great expectation it would be there in the file. The HTML file. So these are the folders which is created checkpoints which we have added what all expectation means validation you have added if you have added any customized code you can add here. And the plug-in which we can add here so because it is supporting airflow and all and the file validation file is tested here saved here. In a decent format also in HTML format also. I have a question Rajeev this is a great talk by the way just wanted to understand what would be a recommendation for a team. That has zero testing for their data what would be their first initial step that they should take towards testing their data. Initial testing should be done first profiling is very important. So if you understand your data you understand what quality validation will be done and what business insight from that data can be incurred. Any other questions are available at LinkedIn or Twitter so you can connect with me.


Hi everybody it's Sam at Mixed Up Craft thank you for watching my tutorial today I'm going to be showing you how to make this adorable little mini backpack. Now this is using some dies which I'm going to show you in a moment but if you don't have the dies this is the Helen Griffin backpack then I will share my backpack tutorial that I made a couple of years ago which many of you enjoy and if you go to that one there you will be able to use maybe the design of this and the colors that I've used and turn that into a Christmas you know backpack or maybe you've not even seen it before anyway. I always try to in my tutorials give people alternatives if you don't have dies so this one here I was sent the dies I've got a couple of the Helen Griffin ones actually so you'll see a few more in the coming weeks but they're kind of like bonus videos so they're not replacing my normal tutorials but I just thought they're quite fun and I wanted to share them so this is how it looks here and you've got the little straps there I've kind of distressed them and bent them and you know just I want it to look a little bit rustic this is for a man so I've got the bar humbug because I know exactly who I'm giving this to and then the lovely thing about this is actually that the closure is these pieces here so they and they really do hold it in place you could also add a magnetic you know piece there if you wanted to but inside here you'll see you've got loads and loads of space you know to put some nice little gifts perfect for some aftershave it's a great size for that so yeah it's very straightforward to do so let me just pop that back in there there we go and it all slides down and then I've just added a few little of my kind of berries there and I've just die cut a little kind of piece of foliage there from one of my dies and then the bar humbug is from the woodware stamps and I'll show you that one in a moment so yeah let's crack on with the tutorial okay so today I'm going for this really lovely what's the color of it actually I'll show you that one because it's the paper mill direct cardstock this is the stamp set so it's just it is called bar humbug and it's by woodware again I will link as much of this product as possible this is the die set so I will go through that in a moment let me just get the paper so I'm using for today I'm using the black 240 gsm from paper mill direct along with that was it buff it's such a nice and it's really smooth so it's if you're not a fan of craft card but you like to maybe use or you maybe the better way is if you like craft card but you don't like the grain this is lovely because it is it's almost that same kind of color but it's completely smooth really nice I love the name buff and again that's 240 gsm and then for that one there I use the navy blue again 240 gsm and I distress that one I did add lots of brown to the corners it's just kind of picking it up there you can see so it's just a nice way again just to add a little bit of character okay so I have die cut everything but I'm going to tell you what you need so those of you that have this die set then you can obviously you know go ahead and cut these pieces but like I said if you don't check out that tutorial because it's very very similar mine's a little bit bigger actually but the concept is the same and I put it together very similar to the way this is done so this is your side and front so I'm just going to burnish it and then I'll tell you what you need to to cut in terms of the die so it's a little straightforward to do the score lines are all there you can see it's very easy to follow and then you've got this score line that goes just kind of about it's just over three quarters of the way down and that's the one that you want to fold in because that's going to form one side and you can see there once we fold it up now we get that and that is using this large one here now you do need a larger die cutter machine so you will need one that will hold a A4 you know your A4 plates and you want to run that through twice so you have two of these and then you want to die cut so I'm just going to fold and burnish that one okay then you want this one here which will make the flap so this is your lid so what I've done here is on the flip side I've got the lid die so you want to die cut one of those all right you'll see the shape it gives me but when you run it through you also can have it plain or you can choose two of these decorative panels so I went for this one here which is quite um what's the word geometric and you just sit that inside the plate that kind of area just make sure you've got an even border get rid of that one there there we go you just want an even border all right and then run that through and you will have that then what I've done is I've die cut it again but this time I've just done the end with the the rounded edges okay and you'll see very faintly can you see that score line I'm actually now going to cut that and then it will fit perfectly behind this piece here so I'm just going to cut along that line because whenever I get dies that make something up for you I always end up changing little bits to it so I've adapted certain little bits to this most of it's how it should be done but I do like to change it a little bit with this one here you've got two score lines you've got a score line here and you've got one just slightly above that one there just be a little bit careful when you've bend it up but it will go into place so and now that one will fit perfectly in there might need to trim another little bit off but you'll see and it's just a great way to show off that detail and then the other score line you just want to fold and burnish and that will give you the kind of the depth of the opening so you see on the side there that's it gives you more room okay so yeah now the back is quite long I end up trimming this I guess it may be there just to give you more of a reinforcement but I got rid of it but once we get to it I will show you that in more detail and we'll stick that behind that in a moment then you've got all your detail pieces so again just going to flip this over so I have die cut two of these pieces here okay and these are this one all right it's got all that stitch detail around it and this will give you these ones here so I've got two of them then I've die cut two of these pieces here okay and that's this one again it's got stitch detail around it the black doesn't show up as well but you can see that stitch detail all around these ones here and that is to do these ones okay and there's the other one under there now what I also added is I used my hole punch and some silver card stock and just take I need a couple more anyway for the back one two three four because I need to use them in a bit and then I just stuck them and they just look like little you know fastening little rivets poppers something like that I think they look really cool especially when they catch the light so that's how I just kind of finish those off and I'll keep those as well in a minute I'll pop them up there so don't lose them then I die cut two of these pieces which is this little die here and they give you these straps where it tucks in and then I die cut two of the buckle so I've got one there and that one there and there's your buckle okay and this is great if you want to turn this into a Father Christmas looking one so the Father Christmas bags that I shared oh gosh it must be a week ago now you could make this red with maybe bits of white in it and have it looking like it's Father Christmas and the belt buckle and things like that there's there's great ways to really you know make it even more Christmassy and then I have these pieces here which I've already started started to prep and that's this die and I die cut three because I've done one of them I've made into a handle on the top so that is the same as what's on here and then these are the back ones okay so yeah three of them and then the one on the top I've already gone and again punched a few more and stuck them on there and then I'm going to add more into these but we'll go through that in more detail so that is everything you need you also get a passport a pocket you've got the little flap there to go over the pocket so it looks like a proper like shirt pocket you've got lots of sentiments which are kind of themed around travel and wishing someone good luck so if they're moving away or going literally traveling it's great for that and that was kind of the theme of mine it was a travel one and then I made a journal to go inside of it so again if you're new to the channel do check that one out if you don't have these dies you know and you can't get hold of it then you can still make something very similar and then on this side yeah there's all the sentiments so they're great to use on cards anyway the big adventure there and so on explores another nice one so that's everything there so first of all we want to stick this all together and it sticks down the same way as you would any gift bag when I make the gift bags from two pieces of cardstock this is how you know a lot of you would be familiar with this and some of you will even be able to go and do this all you know yourself and just use this video purely for inspiration so I'm just going to add some glue now this is the cosmic shimmer glue it's another one that I do like when I done my glue review I did you know recommend this one as well and I've got about three of them so I need to get them used so I'm just going to lie that down there and just sit this one over the top okay she should have a side piece the front side piece and then the back for example so I'm just going to spend a minute just to make sure that grips down there nicely okay and then if you turn it over and fold one of these main pieces over and then on the net the other one the other tab again you just want to run some glue if you lie it down flat this one should line up perfectly with that one if it's a little bit off just kind of move it a bit you want to make sure the bottom score lines are all lined up perfectly okay I'm happy with that so that's where we are at the minute next we want to seal the bottom so decide which is going to be the front or back I don't really think there's any you know I'll keep this as my front so that I'm going to stick down that one last I'm going to stick the back down first okay and then I'm just going to pop glue all on here okay and stick one side and then another side and then again just going to run some glue and then stick that one down and just turn it over and you can just go in there and just make sure that all your sides are stuck I've just got my mat here usually I would use some double sided tape or the back of my hand but I'm going to do it this way I'm just getting so this is like just a tacky pva glue put some on there it looks a lot more than it actually is and just spread it out with my finger I mean if you want to add double sided tape to the back of that you can I'm just going to lie that over just to get the glue all on it yep I'm happy with that when that dries you can just peel up straight off because it's on that mat and then with this piece let's get that off my hands there you're just going to pop inside here and it will all dry clear so I'm not too worried about any glue there it dries clear and dry but now we've got that lovely effect on the front okay so that's that all done I'm just going to check it does fold fine it's okay okay now this is when I'm going to trim this piece down because yeah I don't need it to be that long so I am going to put it in this way and that's score line there do you got a score line here score line there that one I'm just going to line up with one inch and just trim all that off now it's entirely up to you whether you want to have it on the outside or inside I am having it on the inside and then I stick the straps in with this as well so yeah when you see how I put it together then you can you know decide if you want to do it that way or not but these pieces here so you they would die cut like this and they've got score lines all down here the kind of there's two score lines but they're very faint but the one that's most you know the furthest in I'm just going to fold one out and at the other end one under sorry like that so one out and one under the ones that are under are going to attach like that inside and then that bit will cover that when that gets stuck over the top so it's all concealed and just sort of look quite nice that way so again which was the yeah so this is the back so I'm just going to grab again some of my glue and just stick them in coming in about one inch there and I'm going to grab I've got these little pegs which I've been using on another project just to kind of hold things in place and then I'm going to pop another piece some more glue there and again stick that one making sure it's about the same distance in and again I'm just going to pop a peg down there all right just while those dry okay so now I've got those stuck then I'm going to pop glues all on the back of this one here it will fit in there you get a nice snug fit I'm just going to lie it down on the back and I can just go in there and just make sure that's all stuck down for a minute okay so now when you bring in the sides here this piece will come down you'll see there how it all comes together once we stick these down add all the decoration add the handle on the top it yeah it looks super super cute so next I'm going to stick these down here let's get them stuck down so I'm going to pop some glue on the back of that one there and kind of let it go where it wants so it feels like it wants to go there so that's fine so I use that one there and then pop some glue again on the back of this one next we are going to stick this one on like that okay you can see now where it's all starting to again come together so I'm going to pop a bit of glue I'll do both actually and then I can use the pegs to hold them in place so I'm going to line them up with the yeah so I'm lining it up with this here the edge of this strap is where I'm lining that one up and then this one the edge of that strap I'm lining up there okay then we want to add the straps to the front so I'm going to stick them there okay again it's kind of up to you really where you want to put them but I want to get these down because then you can close the lid so because this is where you may want to put a velcro dot under that piece but I do like how they are just fastened with that bit there so it's quite easy for whoever you're giving it to to open so I'm going to add my glue there and then I'm going to stick that one down like so come up a little bit higher actually because you don't want it coming off the edge there so I think that's about right so it's in line I've got them now in line with that piece there keep everything very very straight because it's going to be sliding into those other pieces you want to make sure that this is all lined okay see now that's all again coming together next I am going to stick down the buckles because you want to get these on really before well yeah it doesn't really matter but I'm going to put them on now now you want the piece the top I would say is that bit there with the little piece that will go over the top and that one will go under so you're just linking it in like that and then if you kind of stick it so it's in line with the bottom of this it really does look like a real buckle so what I would say is you want to pop a little bit of glue because I'm working with mirrored cardstock I don't want to smudge anyone popping a thin bit of glue on the back there and then a little bit on the front there so that when this then goes like that the glue will stick to the top and then to the bottom again just keep it nice and straight with that piece there okay we'll do the same with the other one okay so now you've got your buckles next you want to stick these ones down here and also these pieces here so in fact we'll do these ones so these are easy you just want to pop glue on the back and it's kind of up to you really how high you want them I'm going to try and go same as what I've done before so stick that one there okay and now we're finished with these pieces so you want to keep it all together what I might do is just pop pegs on the corners there we go and then it keeps it where I need it so these bits here will go across and you just want to glue under the peat the bits that overhang you don't want to glue anywhere else because we want this to obviously slide in and out quite freely like so so again it's up to you really how high you want them but I'm going to pop a tiny bit of glue just on that end and then on that end there there's not a lot of pressure on it because once once they're in there you know they're not yeah they're only light bits of paper but I'm going to do it come up a bit higher and just stick them there I'm going to take those off okay we'll hold in place isn't it cute it is so so sweet it's got such an adorable look about it okay that's it that is the the box done now I just want to bring in this one here so I'd already stamped the bar humbug I've die cut a couple of them and I've got some of my berries and I've got where is my twine apple I've got a Christmas twine here by Simply Creative and I'm going to use the red again so that's why I deliberately kept the colors very non-Christmasy very plain because I want the Christmas element to just be on the gift tag so it's a good way of maybe you've made a lot of gift bags throughout the year that aren't particularly Christmasy this might be a nice way to yeah to turn them a bit more festive so I'm going to just pop this one in because I want to get this all trimmed so I can have my gift tag I'm just going to stick it on this piece of scrap mirrored cards it's the same mirrored cardstock that I've used you know for the buckles so again everything ties together and then I'm just going to punch a hole there and just grab some of this twine just feed that through there and then I'm going to tie mine off of the handle on the top and then I'm cutting off the wire on these I've just got some hot glue and I'm just going to pop some glue on the ends of the green kind of little leaves there and just stick it over like the whole punch but I don't want it to cover the writing too much so I have that one kind of lifted up there I'm not too worried about the glue and how it looks right now because the berries are going to cover that but you can see there and I can lift that leaf up a bit I want it kind of coming off like that there we go and then I'm just going to pop some glue on the kind of where I've cut them away and just stick them over where you've just joined up the two there I'm going to just build up another one and just bring that up there and you can see the little berries I think it just finishes off really well okay now you have it two very cute little Christmas backpacks lots of fun to make very easy the dies do it all for you the hardest parts really choosing your papers and the layout that you want to go for and as I said if you can't get a hold of these dies it's not something you want to get that's fine check out the tutorial that I have shared there because you'll get lots of inspiration and I'm sure you can take parts from this video and put it into that video and as always I'll share all the links to everything that I've used below but yeah I think they're really cute can't wait to put the little gifts in them because I know like I said exactly who these are for and what I'm putting inside them so they're going to look very cute under the tree so thank you for watching hope you've enjoyed the tutorial I hope it's inspired you in some way if you have then please give me a thumbs up I always appreciate it and consider subscribing to my channel so you get to see more thanks for watching bye


And today the ma'am asked us to guide us very carefully. She asked us what is the difference between girl and boy. Because discrimination is very common. Because both are important. And these people have equal distribution of the care of the society. Basically our discussion is harassment. So if there is a problem, how can we protect ourselves from the co-protectionary actors. The main topic is that. And ma'am asked us to guide us very carefully. She asked us to understand. And she asked us to protect ourselves from the co-protectionary actors. How can we protect ourselves from the co-protectionary actors. This is a very important topic for the society. Because there is a lot of pressure on the family. Because if the family complains, they ignore it. If we don't understand the co-protectionary actors. If we insult them, if they don't understand the co-protectionary actors. So this is the main important. If we can do this, we can motivate them. If there is any problem, then you have to come and face the problem. So, I am Lipa Visore. And this is our Global Institute of Management.  And it's importance is that we are having a global Institute of Management. As you can see, we have a big chief guest in our society. And this is a global Institute of Management. This is a global Institute of Management. This is a global Institute of Management. And this is a global Institute of Management. So now I am going to construction of a Muslim spouse called human rights department. How parameters are for human rights must be under the administrative office? Human rights must be under administrative office And fundamental rights must be under 들어범 because today we are在 जा दिया आपन लग आमा भीट्रति भहला गया, ते जामम जानल को लएक, शेर, औह सबसक्राइप करीप को जमर भी सूण तूरही.


What's up everybody welcome back to the channel I'm Evil Rabbit we are here on Forza Horizon 4 so today we are so we need a few more to get the Hunicorn V2 car we're definitely going to get that so I do already own that so spring is upon us so we have some stuff to do today but today I wanted to get into some of my wheel spins and I've been saving up and do a little bit of a wheel spin episode and see what we can win hopefully we can win a lot we're going to be adding some mixer skill points to that so I believe we have a vast number of wheel spins to do so I think it's somewhere up in the 20s so we're going to get into some wheel spins today well how many wheel spins we got 47 wheel spins I don't think we're gonna be doing all 47 of them today but the first wheel spin we got is gonna be 60k so I will definitely take 60k so we're gonna see if we can take these 47 wheel spins and come out on top of some cool stuff so today is Friday super excited spring is here in the game so we have a lot of cool things to definitely doing some drifting and everything next week I don't need yellow canvas shoes but I guess we'll take them we have a lot of wheel spins this is probably the most wheel spins I've ever had and we'll take 40k because we started at five basically a little over five million so we'll see where we end up at the end of this impala super sport 409 I mean okay so I know I'm super excited for the expansion to come out I cannot wait I wanted that 175 I guess I'll take five the expansion is going to be sweet with the switchback roads and everything that they're talking about hopefully it does not let us down hopefully it is good we will take that Lotus I don't know what I'm gonna do with that Lotus I think I already have one maybe not but super excited for that especially to be out of winter and we can get some slides now 150 grand I'll take it so I hope you guys have enjoyed the channel I big shout out to all the new subscribers to the channel subscriber tolls have been increasing dramatically recently and I do appreciate all of the support from you guys so I got some things coming up here maybe after the holiday season I know last year I did the 25 days of Christmas giveaway I'm thinking maybe I will do another giveaway this holiday season I am not sure though I got to see what I what I can do but like I said there's a lot of things coming out Kota's egg oh I will take that we got 2016 that's a that's a good grab right there so far so we're doing good since we're not in the negatives anyways because these were all free wheel spins oh I kind of wanted the blah horn that would have been sweet but 10 grand I guess is okay so I'm thinking I might be doing some holiday giveaways but so next week with the holidays and Thanksgiving hope everybody's gonna have a good holiday season we needed those purple leafy skirt correct oh so we got 36 more wheel spins to go so like I said might be doing a holiday giveaway so big thank you to all you guys for coming around supporting the channel do appreciate all the support 100 grand would be nice in real life so I'm thinking about this coming soon probably to either my shop or another shop itself I will be bringing out some swag if you guys want to pick up some evil rabbit swag that will be happening very soon 110 grand thank you I'm also still thinking about giving away my personal energy innovations wheel and a little giveaway so stay tuned to the channel for that as well if you guys want a chance to possibly win my wheel if I give it away or maybe some other stuff like that that I might be giving away in the future so halo warthog I thought I was like I already have a halo song but I guess that's different so a little bit of a wheel spin episode because I feel like all I'm winning is clothes on a panel van so I was hoping this would give me some more stuff but we are trying what we can do with all of our wheel spins we did have a huge amount of wheel spins so I mean it's kind of creepy epic ice sweater so if you guys found in your wheel spins that uh you uh are not getting anything good you're not alone I feel like these wheel spins are becoming more and more close than anything with them adding more clothing items and stuff a 1963 bug I mean I'll probably use that beetle sorry I'll probably be using that to do something with oh please give me the pink shoes ah I mean common joggers I guess are cool so I think this is like I said the most wheel spins I've ever had so I wanted to do a little wheel spin video on this 170 grand I will 175 I will take that I'm still looking for that you know one million or really high amounts but not seeing any yellows in this spin so what is your best pull that you guys have gotten from either a wheel spin or a super wheel spin because I haven't really gotten that good of pulls and I'm just sitting here spinning away on these uh 46 some wheel spins and I do not seem to be coming out on top with this I'm uh kind of uh very disappointed and you would think out of all these wheel spins I would get like a horizon edition or a forza edition car or something like that I mean we're still increasing our money we're a little close to six million dollars so we've gained a little bit of money in this episode but I mean the firebird trans am is pretty sweet but not what I'm looking for trying to find some forza edition cars but I'm not seeing any in the wheel spins is that something that does not show up in the wheel spins as much anymore I mean I see that you know it's lean over there but I mean that's not what I'm looking for I'm looking for some forza editions did they take them out am I just stupid to think that they're actually in here because I thought they were maybe they're only in super wheel spins slap a debase I feel like I have that already but I feel like now we have it again so let me know what you guys thought on the wheel spins I feel like the wheel spins in this game have definitely um become lackluster and not as fun anymore so because I mean all I'm winning is literally horns and shoes and clothing items a few cars here and there's some money but nothing super major and it's kind of disappointing and I'm not sure why I feel like they've changed it to the point where it's not that great anymore but we're going to see what we can do with our last 15 maybe we can pull something good close to the end hot hatch tea I mean I could have I think I could have won that from hot hatch races or something like that but we're gonna click that to try and reset it because I heard there was a trick that you double click it real quick and reset it and all we're getting is a horn so that did not work in our favor we did drop down some wheel spins so now we are gonna get a golf R I mean I feel like a lot of people are looking for this golf R even though it's a common car and I feel like you could buy it but I mean I guess we have it now so we'll do something with it still looking for a really nice pull and I'm not getting anything I would be super sad if we don't get any good pulls on this car or on this wheel spin setup with the 40 some that we've had disco canvas shoes oh man can we can we get the yellow car can we get the legendary car can we can we just get something please forza no no no 70 grand so we are down to our last nine wheel spins we haven't even gotten a million dollars in our wheel spins and now we got a classic watch like I would think we would at least get a million dollars or some decent cars but we haven't really gotten anything and maybe it's because of the free wheel spins and that's why but I feel like it's a little unfair you have all these wheel spins and you don't come out on top with really anything come on I wanted the f1 gt but 30 grand I guess we'll do money we'll do so we may up there's a forza edition car I did see it but we already have it but I guess I would have taken another one but we'll get 20 grand instead so the forza edition cars are in here just can't get them there's got to be a trick to this there's got to be some sort of method to madness so now I feel like we've only gotten about one million dollars in 40 some wheel spins 40 plus wheel spins and we got a million dollars in a jeep and a lot of clothing so we're down to our last three so I see that forza edition car again but we're going to get five grand this is a very sad sad moment right now and super hot hatch tea didn't we just get a hot hatch tea and now we got the super hot ht well so final wheel spin of today sadly a little short wheel spin episode for you guys and it didn't turn out to be a good one but like thank you guys for coming back it is Friday enjoy the weekend come back next week with bangers of episodes I hope as well as some livestreaming and stuff like that so make sure you guys follow me off facebook twitch twitter and instagram all of which are found in the description box below we don't even have any super wheel spins we really got nothing out of that entire wheel spin thing nothing nothing at all forza why thanks so we're gonna take a look at the club real quick what we got going on 10 here 20 members all right so we got 20 members in the team evil rabbit club we got a a lot of new members that have come around so welcome everybody to the club who was joined but like I said if you guys have done what's your best pull on your wheel spin let me know down in the comment section down below I'd be very interested to find out so until next time guys joy weekend I will see you guys next time


Excellencies, senior officials, colleagues, thank you for the opportunity to present my organization, the Commonwealth of Learning or CALL. Let me explain who we are and what we do. CALL is an intergovernmental organization established by Commonwealth heads of government when they met in Vancouver for Chorgham in 1987. Ever since we've been in beautiful British Columbia, which makes us the only Commonwealth intergovernmental organization that is not in London, our mission is to help Commonwealth member states and institutions to use technologies for expanding access to education and training. CALL believes that learning is the key to sustainable development. Learning must lead to opportunities for economic growth, social inclusion and environmental sustainability. This aligns us closely with Goal 4 of the 17 Sustainable Development Goals identified. This standalone goal on education focuses on ensuring inclusive and equitable quality education and lifelong learning opportunities for all by 2030. The global community is concerned about the availability of financial resources to achieve the targets identified. As we know, finding adequate finances will always be a challenge. Harnessing the potential of existing and new technologies can help us to achieve learning for sustainable development in a more cost-effective manner. Let me demonstrate this with our work which is organized in two sectors, education and skills. As countries achieve success in providing universal primary education, there are still significant barriers preventing many young people from entering secondary education. Open schools can provide flexible learning opportunities through the use of distance learning which uses a range of technologies from print to the internet. A CALL study shows that the Namibian College of Open Learning costs only one-fifth of what it takes to put a student through a government school in that country. CALL is working in 22 countries to promote open schooling. Here is a young woman from Bangladesh who says and I quote, I left school at the age of 12, I am 22 now and have three children. I went back to school so that I could help my children with their school work. While trained teachers are critical to improving the quality of education, CALL uses a range of technologies including massive open online courses or MOOCs to train and retrain teachers. In partnership with the African Virtual University, CALL offered a MOOC for teacher training in which over 1600 teachers from 10 countries enrolled making this a very cost-effective option. Improving access to quality higher education continues to remain a priority for many developing Commonwealth countries. CALL's Commonwealth Executive MBA program is offered in 11 countries and the 27,000 people who have enrolled in this program now have improved access to livelihoods opportunities. Commonwealth Ministers of Education directed CALL to establish a Virtual University for Small States or WASC. Over 53,000 persons have been trained under this initiative in 31 small states. Environmental sustainability is a central concern for many of these states. Here is a graduate of the WASC program on Sustainable Agriculture at the National University of Samoa. CALL's development is a major priority for most governments. Working with the Ministry of Education, Nauru, CALL supported a training program on Working with Concrete where 167 young people qualified and this has opened up livelihoods opportunities for many of them. Millions of farm families do not have access to learning in developing countries. CALL offers a new approach called the Lifelong Learning for Farmers. This unique program has lifted thousands of farmers out of poverty and for every dollar invested income and assets worth $9 have been generated among these farmers who became lifelong learners using basic mobile phones. While CALL leverages its impact through partnerships, UNESCO has identified a high-level competency framework for teachers and CALL developed the complementary resources for teacher training. Here are the graduates of the Commonwealth Certificate in Teacher ICT Integration in Antigua and Barbuda. CALL recognizes that the achievement of gender equality is central to its agenda of learning for sustainable development. These are the farmers and extension officers at a gender-mainstreaming workshop in Jamaica. Many governments have introduced tablets in their schools but what is also needed is the three C's connectivity, content and capacity. How do we reach children under this tree who are far from the electric grid and internet connections? Aptus, or the classroom without walls, is one possible solution. CALL has developed it by using readily available and low-cost components and it costs about $100. Aptus does not require power from the mains, we can use solar charges instead. It does not require any connectivity, we use a wireless router and we can use open education resources to load this device with thousands of videos and textbooks of quality content. All this enables teachers and students to access good quality digital materials through this device. Here is the Honorable Minister of Education, Vanuatu, who presented Aptus to his officials for deployment in remote island schools. In fact, during the 19th CCEM, ministers commended the key role of the Commonwealth of Learning in driving innovation. These in short are some of the things we do. CALL commissioned an external evaluation to assess its impact over the past nine years and the report says and I quote, CALL has had a major impact on individuals, institutions and community-based organizations, is highly respected, flexible and nimble organization. As we have seen, learning will be central to achieving the sustainable development goals. Let me propose something here. We could possibly think of introducing a parallel forum on education in the wings of future chorghums. CALL has been mandated by Commonwealth Heads of Government to support education and learning through the use of technology and we will be honored to facilitate this proposed education forum. It's there for your kind consideration and with that let me thank you for your attention and for the contributions that we receive from your countries. Thank you very much.


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