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Create a dataframe that includes only the variables of interest.Only a minority of variables seem to be highly correlated.īased on the findings from the exploratory section, below are the actions implemented to preprocess the data:.Anxiety and depression are the most common disorders.The dataset seems complete for the most part, with the exception of the BPM variable which has a higher degree of missingness.The variables can be roughly divided in three blocks: Demographics/behaviors, music genres, and mental health.The full dataset can also be accessed online for free here:įrom the exploratory section, we can conclude that: The survey was conducted online from August to November 2022, it was mostly distributed through online channels (such as Reddit), and did not limit participants by age or location.īelow is a snippet of the raw dataset as well as some graphics exploring missingness in the data, the distribution of some of the main (numerical) columns, and the correlation among variables. This project relies on the programming language, Python, to explore and transform the MxMT (Music x Mental Health Traits) dataset, which is a survey dataset that contains responses from over 700 individuals about their music preferences and mental health traits. Therefore, this project aims to explore whether machine learning algorithms can predict depression based on music preferences and streaming behaviors. While the causes of mental disorders are complex and multifaceted, researchers have long recognized that environmental factors, such as social and cultural influences, can play a role in their development. It’s well known that mental disorders affect millions worldwide, and their impact on individuals and society is significant. Having a background in psychology and having played guitar for over 15 years, music and mental health are two topics near and dear to me. This project develops machine learning models to attempt to predict depression based on a free survey dataset with over 700 responses ( Music x Mental Health Traits).įive classification models are explored: K-Nearest Neighbors, Naive Bayes, Decision Tree, Support Vector Machine, and Linear Discriminant Analysis.Īll models achieve a moderate performance, with K-Nearest Neighbors being the best in terms of performance, interpretability, and flexibility.Įven though all models perform decently, mental health is a complex topic, the assumptions underlying the models are simplistic, and implementing them would require evaluating the ethical implications. The PC-free mode is great for capturing Switch gameplay when you're away from your computer, giving some much-needed flexibility. Two of the best capture card manufacturers are Elgato and AVerMedia. If the price isn't your cup of tea, the AVerMedia Live Gamer Portable 2 Plus is also an excellent option. If you are going to only use usb, you only have one choice from avermedia as all. For most aspiring streamers, the mid-range option will more than suffice. If on the other hand, you'll also be capturing high-end PC footage or even gameplay from a newer console, then you'll want to consider spending more. If you only intend to capture Nintendo Switch gameplay, you don't need to blow out your wallet on a high-end option. Are you just intending to capture Nintendo Switch gameplay, or do you need to be ready for anything? What's the best budget capture card for Nintendo Switch? You can also use these streaming cards for other devices, so be sure to take that and other Nintendo Switch accessories into consideration before you make any purchases. Using this method will certainly be the cheapest. For under 20, you can have a capture stick and use the the VSDC editor to capture the Video 8 tapes. It can be hit or miss depending on your camera and the quality of the tape but on the plus side it is the cheapest method. the Best Avermedia Capture Card (with Price and Reviews) The OBS settings. While extremely expensive, if you opt for an even higher-end model such as the Elgato 4K60 S+, you'll be future-proofed for anything that comes down the line. First on the list is the eas圜AP USB stick. With my Elgato acting up, I use that more, and its a good capture card.0 Game. But which will be the best capture card for future-proofing? Getting started streaming is easier than you might think, and with just a bit of work, you'll be streaming the best Nintendo Switch games in no time. While on the expensive side, Elgato makes several options that are perfect for the Nintendo Switch, even if you've upgraded to the Nintendo Switch OLED. These are just some of our favorite capture cards for the Nintendo Switch. Get streaming now with the best capture cards for Nintendo Switch. Some of these cards are also the best Mac-compatible capture cards too, if you need to stream content from your Mac. It doesn't matter if you're a professional that needs new top-quality gear, or a curious newcomer that just wants to have fun sharing your experiences with the world, there's something for everybody here. Perfect for streaming your Switch games to Youtube or Twitch.īack to the top ^ How to find the right streaming card for any occasion A zero-latency HDMI pass-through that's simple to use, the Mirabox capture card will provide capture resolution up to 1080/60Hz, with a 4K option. And if the devs continue putting in the work and polishing the said rough edges, I can see it eventually being 10/10 for me. The game is rough around the edges, but I think that even right now it is definitely worth giving a shot. The fact that the team of only 3 people developed it in a reasonable amount of time is completely insane. Even gameplaywise, I honestly think that Bleak Faith is one of the best souls-like games out there. The music in the game is also done really well and remarkably fits the atmosphere. It daunts and overwhelms you, at the same time completely taking your breath away. Standing on a bridge across some abyss, you can look in any direction and find weird giant interconnected structures spanning the space around you: some looking very futuristic, some looking like medieval castles, and some being just like Eastern European panel houses. Bleak Faith brilliantly managed to offer the player a similar experience. There is a manga Blame! by Tsutomu Nihei, where the main character travels the intricate megastructure spanning the whole solar system. I have never seen anything like that in the games I played before. I cannot find enough words to describe how much I love the artistic design and the atmosphere. With the problems out of the way, I want to praise the hell out of this game. There were a number of other problems and bugs at the start of the game, but the devs fixed the majority of them in a couple of days, which is a very very good sign. For example, you can be standing still in front of the enemy (I experienced this with the ones that switch between bow and sword), and it can hit you like 10 times with none of the strikes dealing damage. And while hitboxes for some enemies and weapons are legit good, for others they are practically nonexistent. The movement often feels very off, like the character is sliding across the ground while pretending to move their legs. My main concerns are technical: character movement and hitboxes. The movement often feels Let me start with some of the problems of this game. Let me start with some of the problems of this game. This review that I am writing is special and different from most, which will only talk about the technical problems of the game and the drama of the assets. In conclusion: A gem of souls, I enjoyed it even more than Steelrising. To the team that worked on this game, I hope they find a way to continue designing video games, they are geniuses with maps. In any case, I am not going to talk about it here. Even so, it's a WANABE, a very experimental game, of course, only 3 people worked on this game, and to finish messing it up, the drama that they bought the assets from someone who seems to have stolen them from From Software. I see a lot of love in this game, a lot of dedication. An architecture inspired by the brutalism of Czechoslovakia and other areas of central Europe. The verticality of the game is impressive, many layers from the bottom of the sea to the clouds. The strong points are definitely the World Building and the atmosphere. The strong points are It hurts a lot that a game as amazing as this one doesn't have user reviews. It hurts a lot that a game as amazing as this one doesn't have user reviews. |
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