|submitted by phutannguyen to u/phutannguyen [link] [comments]|
What is there to show? Not shit, that's why I made this pretty 4K desktop background instead:submitted by o_ohi to retard_bot [link] [comments]
On the real: I've been developing this project like 6 months now, what's up? Where's that video update I promised, showing off the Bot Builder? Is an end in sight?
Yes sort of. I back-tested 6 months of data at over 21% on a net SPY-neutral, six month span of time (with similar results on a 16 year span) including 2 bear, 2 bull, 2 crab months. But that's not good enough to be sure / reliable. I had gotten so focused on keeping the project pretty and making a video update that I was putting off major, breaking changes that I needed to make. The best quant fund ever made, the Medallion fund, was once capable of roughly 60% per year consistently, but in Retard Bot's case 1.5% compounded weekly. "But I make 60% on one yolo" sure whatever, can you do it again every year, with 100% of your capital, where failure means losing everything? If you could, you'd be loading your Lambo onto your Yacht right now instead of reading this autistic shit.
The End Goal1.5% compounded weekly average is $25K -> $57M in 10 years, securing a fairly comfortable retirement for your wife's boyfriend. It's a stupidly ambitious goal. My strategy to pull it off is actually pretty simple. If you look at charts for the best performing stocks over the past 10 years, you'll find that good companies move in the same general trajectory more often than they don't. This means the stock market moves with momentum. I developed a simple equation to conservatively predict good companies movements one week into the future by hand, and made 100%+ returns 3 weeks in a row. Doing the math took time, and I realized a computer could do much more complex math, on every stock, much more efficiently, so I developed a bot and it did 100% for 3 consecutive weeks, buying calls in a bull-market.
See the problem there? The returns were good but they were based on a biased model. The model would pick the most efficient plays on the market if it didn't take a severe downturn. But if it did, the strategy would stop working. I needed to extrapolate my strategy into a multi-model approach that could profit on momentum during all different types of market movement. And so I bought 16 years of option chain data and started studying the concept of momentum based quantitative analysis. As I spent more and more weeks thinking about it, I identified more aspects of the problem and more ways to solve it. But no matter how I might think to design algorithms to fundamentally achieve a quantitative approach, I knew that my arbitrary weights and variables and values and decisions could not possibly be the best ones.
Why Retard Bot Might WorkSo I approached the problem from all angles, every conceivable way to glean reliably useful quantitative information about a stock's movement and combine it all into a single outcome of trade decisions, and every variable, every decision, every model was a fluid variable that machine learning, via the process of Evolution could randomly mutate until perfection. And in doing so, I had to fundamentally avoid any method of testing my results that could be based on a bias. For example, just because a strategy back-tests at 40% consistent yearly returns on the past 16 years of market movement doesn't mean it would do so for the next 16 years, since the market could completely end its bull-run and spend the next 16 years falling. Improbable, but for a strategy outcome that can be trusted to perform consistently, we have to assume nothing.
So that's how Retard Bot works. It assumes absolutely nothing about anything that can't be proven as a fundamental, statistical truth. It uses rigorous machine learning to develop fundamental concepts into reliable, fine tuned decision layers that make models which are controlled by a market-environment-aware Genius layer that allocates resources accordingly, and ultimately through a very complex 18 step process of iterative ML produces a top contender through the process of Evolution, avoiding all possible bias. And then it starts over and does it again, and again, continuing for eternity, recording improved models when it discovers them.
The Current Development PhaseOr... That's how it would work, in theory, if my program wasn't severely limited by the inadequate infrastructure I built it with. When I bought 16 years of data, 2TB compressed to its most efficient binary representation, I thought I could use a traditional database like MongoDB to store and load the option chains. It's way too slow. So here's where I've ended up this past week:
It was time to rip off the bandaid and rebuild some performance infrastructure (the database and decision stack) that was seriously holding me back from testing the project properly. Using MongoDB, which has to pack and unpack data up and down the 7 layer OSI model, it took an hour to test one model for one year. I need to test millions of models for 16 years, thousands of times over.
I knew how to do that, so instead of focusing on keeping things stable so I could show you guys some pretty graphs n shit, I broke down the beast and started rebuilding with a pure memory caching approach that will load the options chains thousands of times faster than MongoDB queries. And instead of running one model, one decision layer at a time on the CPU, the new GPU accelerated decision stack design will let me run hundreds of decision layers on millions of models in a handful of milliseconds. Many, many orders of magnitude better performance, and I can finally make the project as powerful as it was supposed to be.
I'm confident that with these upgrades, I'll be able to hit the goal of 60% consistent returns per year. I'll work this goddamn problem for a year if I have to. I have, in the process of trying to become an entrepreneur, planned project after project and given up half way through when it got too hard, or a partner quit, or someone else launched something better. I will not give up on this one, if it takes the rest of the year or five more.
But I don't think it'll come to that. Even with the 20% I've already achieved, if I can demonstrate that in live trading, that's already really good, so there's not really any risk of real failure at this point. But I will, regardless, finish developing the vision I have for Retard Bot and Bidrate Renaissance before I'm satisfied.
submitted by OpenStars to RealmDefenseTD [link] [comments]
blue = gem cost of initial purchase of a hero at that starting rank, vs. red = gem cost of the awakenings needed to get them to R6 (800*each rank) - together being 100% of their total cost. The "box"-looking effect is the proportion that each rank takes up irt its' relative cost - e.g., the blue boxes are always larger b/c they offer less efficiency at 1500/rank instead of the 800/rank for each awakening; and they are different sizes b/c the heroes have different total costs (i.e., so the awakenings take up a smaller or larger relative proportion of it). The black line is then the % of tokens that can be skipped when starting off with a hero at that starting rank, and the green dashed lines represent each successive rank above that, which are always the same regardless of a hero's starting rank: so a R0 hero starts off with none, but then at R1 is 3% of the way through, then at R2, R3, R4, R5, and R6 is 9, 18, 29, 53, and 1005 of the way through. Speaking of, I did not make another one for R7 though I could if there is interest - still, this should help get across the main points. And yes, I realize that there are no heroes that start at R3, or R6 (yet!), but it was easier to leave those in than to take them out.
Also an accompanying table of other helpful numbers.
For instance, did you realize that once you buy a hero that comes pre-awakened to R2, you've already spent nearly *half* of their total gem cost to fully awaken them to R6? (4 more awakenings*800 each=3200, vs. their 3000 price-tag) Although you start off only skipping 9% of the total tokens needed to get them there ((5+10)/(5+10+15+20+40+80)). Especially for newer players considering which heroes to buy and rank up to unlock worlds, these heroes offer fantastic utility for the campaign, Endless mode, and higher-difficulty RS situations. And then once bought, they offer the same efficiency as any other hero to finish off to their R6 for use in tournaments. It's a matter of preference to get one or several of them early and enjoy their use in the campaign, or to avoid their high cost and just awaken more inexpensive ones for faster, though more difficult progress.
In contrast, the heroes that come pre-awakened to R5 are more expensive - but their purchase price represents 90% of their total gem costs, and they already have more than half the total tokens that would be needed to unlock their R6. In short, if you have the gems, it's way more efficient to purchase Yan or Narlax and then finish them off to their R6 than it is to start a new hero at R1 (although if you would have to save up the gems first, read this post instead: https://www.reddit.com/RealmDefenseTD/comments/g1mmg5/advice_about_awakening_existing_heroes_vs_buying/). (Also, do not buy Leif, at least not for the sake of tournaments, although he's great for campaign, and the #1 hero for RS, so especially good for getting a new event hero to higher rank.)
As far as it pertains to "ideal" ranks (those below R6 that are worth pausing at, to win during a hero's week), that is something that many newer players want to know about, but don't quite realize that it's not necessarily for them just yet. But for those that are keen to know, read https://realm-defense-hero-legends-td.fandom.com/wiki/Meta#Season_11_Meta.2FAnalysis for the utility of heroes in Tournament settings, and https://realm-defense-hero-legends-td.fandom.com/wiki/Awakening_Tokens#Most_powerful_Ranks for the utility of each awakening, plus https://realm-defense-hero-legends-td.fandom.com/wiki/Heroes_overview for some additional commentary on hero ideal ranks. For instance, Smoulder has 2 of them, for different purposes: R4 for anti-flier stun situational effect, R5 for his own week that adds stun & a reduced cooldown, although really for his own week he's mostly R6-or-bust, but that depends heavily on the league & the lateness of the season.
I should perhaps add that I've never had much luck with ideal ranks. They seem mostly to be useful in Diamond League, and then by Masters already they are no longer useful. That said, you should give each one careful thought, individually for each hero, b/c it can save you a TON of time from getting a hero's R6 when you didn't need it (yet). Perhaps the most (in-)famous example is Yan's R6, which she doesn't need on her own week (I've literally seen Gold- rather than Purple-outlined Yans among the *very* top scores of a league), probably b/c she doesn't have great skills to help turn her blessed stat boost into actual DAMAGE (being mainly a "support" hero, which she is good at), and especially if you don't even have Efrigid or Bolton yet to receive the synergy that her R6 talent would offer, then it is fairly useless. Though these things do tend to change over time - like Narlax's R6 also used to be unnecessary, until this past season (11) when on his own blessed week it became mandatory to pull several strong bosses. Also one of Hogan's ideal ranks used to be R3 iirc (when his R5 decreased rather than increased his attack speed, before it was switched), then last season it became R5 to keep him alive (also against a strong boss), and now this season it looks like his blessed week is strongly pushing even his R6? Oh yes, some heroes can't/shouldn't really be paused at all, like Lancelot who prior to R6 is flat-out replaceable even when blessed, but at R6 gains a STRONG anti-air utility that is absolutely mandatory to win that week (as in, if ANYONE else in your group has it, who isn't terribly unskilled, then you have little chance to get a higher score than them).
Where the concept of "ideal ranks" is most helpful then, is when you already have (most of) the Meta, and are looking to win more reliably each week. Having a hero at an ideal rank may not be required to win in Gold League for instance, but it can be helpful to use that along the way while you work on other things too (like a second hero's ideal rank, or their R6, or even continuing on with the same hero, just holding back on the actual gem cost - btw strong shout-out thanks to lanclos for sharing with me most of what I know about ideal ranks:-). I suppose it may be like identifying potential resting spots while climbing a mountain - once you identify them you can either pause and rest at them, or else of course skip them and keep going, but either way they may be nice to at least plan to pass by during your ascent, just in case you find that you need them.
SPEAKING OF, here are some additional thoughts on tournaments that might help in that regard, though first I'll have to cover some basics:
a) there is an effect I call the "leading edge" whereby the earlier weeks in the season are the hardest. e.g., *this week* in Gold League is literally the hardest week that it will ever be in this season, b/c *this* is the week that it contains the most senior players (like former GMs). Then, next week, Platinum League will be created, and will be populated by the top 3 players from each group that managed to get promoted - which lets face it tends to be the most senior players, with the deepest hero investments and also the most experience & skill; and thus *that week* will be the hardest that Platinum will ever see, and so on in Diamond, and Masters, and...actually Legendary is special, b/c once a player reaches GM, they remain there. But the other leagues get easier the further the season goes, b/c of all the more senior players getting promoted each week. So therefore the last week of each season (prior to Legendary) is literally the easiest to get promoted in.
There are some important modifiers to this, b/c it may be easy or hard in general but not for you b/c of the heroes you have, and also an effect where campers used to try to not get promoted so quickly, but then towards the end of the season get nervous and want to move upwards, but anyway, this is generally true. So when I say "in lower leagues, later in the season", what I mean is "further away from the leading edge". IN OTHER WORDS, the difficulty of Gold League on week #1 is nowhere NEAR the same difficulty as Gold League on week #15. On the other hand, Platinum League on week #2 is quite similar actually to the difficulty of Legendary League, anytime, b/c that is the league where at that time all the veterans are (with anything above Platinum not yet having been created). See what I mean? But b/c of this effect, any talk about "Gold League" or "Platinum League" must be merely an average of how difficult it is to win, which basically means mid-way away from the leading edge, although be aware of these variations where earlier means *much*-harder-than-average, and later means much easier.
b) Gold League further is special in its' being so small, and in having players that haven't finished the campaign yet, which (vastly) increases the number of total players, and has the effect of "diluting" / spreading the veteran players out between/among the various groups. Therefore, even on week #1, its' difficulty is nowhere near as hard as Legendary League, b/c of being mitigated by this effect. Platinum on week #2 also isn't *quite* as hard as Legendary for similar reasons (the group size being 30 instead of 50; and effects like even former GMs lacking Hogan and not being promoted while others who have Hogan's R6 can do even better), but...Gold is truly special in being the easiest league to win in (aside from the non-repeatable Bronze and Silver of course). Though again, for people having trouble getting promoted from Gold League, take heart: as the season progresses it WILL get easier!:-)
c) in Gold League, with Koi & Raida you can pretty much win by accident even w/o meteors (though this particular week requires Narlax too, and might even need meteors - though I have never used any to get out of Gold myself). This is b/c those heroes provide so much higher utility, compared to so MANY players that lack them, that you definitely have a good chance. And that chance keeps repeating every week, as it gets easier and easier later and later into the season, so if you don't get promoted one week, keep trying the next. The advice for players lacking Koi & Raida is the same: keep trying, and eventually you'll get into a group that lacks Koi, or perhaps someone who doesn't know how to use them yet, and you CAN win! And if you truly want to prioritize this aspect of the game, before you finish the campaign, get a hero to an ideal rank or even R6, and on their blessed week, if it's late enough, you'll have a VERY good shot (though perhaps also needing good generic heroes like Narlax and Leif, unless you get VERY lucky with your group placement, or outright R6 a few heroes for this purpose).
d) in Platinum, it gets a bit harder. Though, if you have the Meta, not by that much. For those who have Raida & Koi, also pick up Yan, necro-Connie, Narlax, and Smoulder's R4 and you'll do fine in Platinum, even without the blessed hero (though of course, earlier in the season you may need them, while later you can get by without them, having strong generic+situational replacements).
e) in Diamond, it gets harder still, where you start to need the blessed hero more often. Though not every week, and not necessarily at an "ideal"/pausing rank. Two seasons ago (while I was still R6ing Koi) I got promoted by having Obsidian, not at his ideal rank of R4 but just about level 20 and rank R2 - & even then he was replaceable with Efri's R6 (which I did not have) - though that was week #13 out of 15, so very late. Many other similar stories told by veteran players abound: Mabyn's R2, Helios's R4, and if you have Yan's R6, then also Efri's R4 & Bolton's R3, etc.
f) in Masters, it is pretty much R6-or-bust, and so you are already past the stage where ideal ranks can help you for the most part (I mean Yan's R5 would probably still work, and Helios's R4 b/c towers don't add much to tournament situations, but...not much else). *If* you use the blessed hero at all, you probably need them all the way to R6. Though there are a few situations where a hero is outright replaceable - chiefly Sethos, Leif, and Masamune (possibly needing to be quite late in the season for that one), all of whom lack anti-air capabilities (though Masamune's R7 is going to change that!).
g) that said, Masters League is still nowhere near as difficult as Legendary. Scores that would get you promoted out of Masters won't even get you a reward in Legendary (although THIS season looks to be changing that - thus encouraging promotion and concurrently discouraging camping in lower leagues - definitely a plus for both veteran and more junior players alike!). Also, for the most part you can get by without the whole entire cast of "situational" heroes that are needed in Legendary, to win a GM. What I mean is: when veteran players have ALL the heroes to choose from, and they are all at R6, they can find the absolute BEST one for any given week - which could be Efri, Mabyn, Azura, Caldera, Connie, Helios, Shamiko, Narlax, Smoulder, etc., and if you want to get a GM, you need to have whatever it is that week that is among the BEST. While in Masters, you most often don't - so actually, R6-or-bust isn't that hard to do, at least compared to Legendary where you need both the blessed hero that week AND one of a large(-ish?) cast of situational heroes, and of course their R6 as well.
h) an argument against ideal ranks is that it may spread out your hero investments too thin to let you win many weeks. On the other hand, an argument for it is that even having a hero's R6 doesn't guarantee a win (e.g., at first I was absolutely terrible at using Narlax - and still I have yet to ever win a week where he is blessed). Also aiming for ideal ranks lets you maximize your elixir income (https://realm-defense-hero-legends-td.fandom.com/wiki/Realm_Siege_Strategies). Though an R6 hero also offers the option to use that hero even when not blessed (and yet this works better for some heroes and not so well for others - e.g., Mabyn can perhaps win at R2 in Diamond, but as a situational hero needs her 5th meteor talent gained at R6 to truly be effective; while Bolton + Obsidian are mostly only used when blessed, and never outside of that - although this week may again be revealing that the devs may change that in the future!). Therefore there are many benefits to either using, or not using, ideal ranks.
Ultimately whether you want to pause at an ideal rank, or keep going all the way to R6 for every hero that you own, seems to be a matter of personal preference: how EXTREME of a personality are you? Do you want to work on increasing your MAXIMUM power, to possibly win a GM title sooner - but also maybe fail to even reach Legendary League at all, as a more junior player, and also have little chance at all on weeks that you lack the blessed hero (at least in Diamond League, or others earlier in the season, closer to the seasonal reset - i.e., take a risk, and maybe be #1 on the weeks you've prepared heavily for, but then score very low on (many of) those you've invested literally nothing into? Or do you prefer to aim for a more AVERAGE level of power, which may leave you unable to be promoted on a given week (maybe several of them), but yet still maybe get some rewards, not being the best but neither being the worst, and yet still get practice either way, and maybe win sooner with less of a hero investment needed into a particular week, leaving you free to focus your efforts elsewhere?
Like most things in life, the ideal path is probably somewhere between the most extreme of R6ing one hero before moving on to the next, vs. having all heroes at ideal ranks but none at R6. Though there are people who have pursued each of those strategies! (and I can tell you some of their names if you want:-) Ultimately you need 4 wins to get to Legendary League, and then at least 1 more if you want a GM title that season. So pick a few heroes to get to R6, another few to get to ideal ranks, and with that collection you'll do well. Another hint: do you want your strongest hero investments to be earlier in the season, in your lowest league, or later, in the highest? Watch the https://realm-defense-hero-legends-td.fandom.com/wiki/Blessed_Heroes_-_Tournament page to see how early a hero is blessed in the last few seasons, and pick one that will likely be blessed later rather than earlier, and then aim to buy that hero and work on increasing their power. e.g., Yan and Narlax are both in the Meta, and blessed mid-to-late-season.
Also there are a TON of other helpful tips - about towers, heroes and synergies and combo moves, and many other tournament topics on https://realm-defense-hero-legends-td.fandom.com/wiki/Tournament_Basic_Info and https://realm-defense-hero-legends-td.fandom.com/wiki/Tournament_Detailed_Strategy. So now all that's left is for me to wish you good luck!:-)
Edit: while I thought about adding these couple of thoughts before, they didn't specifically touch on ideal ranks, so I left them out. But so many are asking so I'll put them in after all...
i) there are 3 hero roles to fulfill each week: generic, situational, and blessed. If you want to think about it harder it's "really" 2 situational and 1 blessed, but since right now one of those slots is nearly ALWAYS Koi, the former formula is at least a nice way to think about/remember it.
generic: especially if you lack blessed heroes and/or Koi, this is about all you've got - so use it! When you get to W3, Helios or Sethos can work, to help get you promoted from Gold - though you shouldn't get them just for this purpose (it is terribly inefficient to buy new heroes all the time when you can awaken earlier ones for nearly half the cost, though that takes TIME so this is a strategy mainly for P2W players). In W4, Yan and especially Narlax can get you promoted in Platinum (though again, don't buy JUST for this short-term purpose), and in W5, Leif/Caldera can get you promoted even as high as Diamond (later in the season). I doubt that any of these can get you promoted in Masters, and if anyone ever actuall DID that, they should count their lucky stars, but it's not something that you should "expect" to happen. Once you get Raida and Koi though, you'll never use these other heroes for their "generic" utility again.
situational: usually there is some hero / class of heroes that will work best for a given week. Otherwise, for example, if the only powerful heroes you have are Koi & Leif, then every week you'll always bring them, for their *generic* power. But Leif hardly does anything against fliers - merely blessing towers which, while that work GREAT in RS on blessed tower spots, is virtually useless in tournament situations. Instead, if you brought Smoulder, especially with his R4 anti-flier slow-down talent, then you have a *much* better defense & offense against fliers, even though Smoulder seems to offer FAR less "generic" power than Leif - but even thoug it is "less", it is "more" appropriate to the *situation* - see? So for a level lacking fliers entirely, Leif would be better, although for a sitaution where fliers are the ones ending your tournament play, Smoulder can be a huge boon.
Also, sometimes situational utility can (nearly or even completely) win out over generic or blessed heroes! An example is where on Sethos or Leif's blessed week, a team of strong anti-flier utility can relatively easily get scores as good as or better than a team including the blessed hero at R6 (though skill also plays a role of course). Lancelot prior to his R5 is also replaceable, and Masamune even at his R6 is *somewhat* so (if it's not a binary yes/no, but rather a continuum, where his R6 provides *one* route to win, but a strong anti-air team is *another* way, which even though offers less power, and so can't win a GM, is offered at much greater efficiency and may let you get high rewards or even promoted with from Masters League).
-) anti-fliers: Raida, Smoulder, Connie are enough to get you started, then later you'll want to add Helios & Azura. Each offers something different - like Smoulder slows them down, Raida stuns them, Connie does both, Azura can charm up to 4 (good for when there are more rare but tanky ones like W3 crows), and others can be good too like Efrigid also slows them, Narlax pulls them back, etc. The Narlax+Raida pull+charge/stun combo is ESPECIALLY powerful (read more at https://realm-defense-hero-legends-td.fandom.com/wiki/Tournament_Detailed_Strategy#Narlax_.2B_CC_combo). Note that while Fee is tremendous for fliers in campaign, she can't really keep up in this mode, except when she's blessed.
-) bosses: Koi & even Raida (& Leif if you got him for other reasons) can tank fairly well at first. Connie's bunny mamma does even better, and her little bunnies help slow it down. Narlax at his R6 can pull them back. Later, you'll want Azura who can help charm an enemy to use as a tank against the boss, and then there is Caldera who is immune to all physical damage, but extremely vulnerable to magic. Although the latter two are rarely blessed themselves, and often aren't as worth bringing as the blessed hero. If you are just getting started, Fee (at any rank) may actually work surprisingly well, as her wolves can delay a boss somewhat as it pauses to kill them.
-) delay: Connie, Raida to stun, Narlax to pull back, Efrigid to slow/freeze; or for just a few enemies that get past a checkpoint, Yan to teleport, or Mabyn for fear.
-) worlds: Mabyn works REALLY well for W3, to send enemies back whereupon the archer-bots can regain control of the situation after being broken through. Azura works really well for W4 since she is immune to the slow effect, can heal to help counteract all the ranged damage being thrown at you, and can charm strong enemies - like an armored tank to use against a boss, or a strong flier to use against other strong or weak ones, etc. Caldera isn't good in W3 (poison) or W4 (magic), but is very effective in W1,2,&5.
-) synergies: these can be stronger than anything else (yes even than Koi - in fact this is the ONLY reason why you might not want to use Koi if you have him) - basically you either have the synergy partners or you lose that week (except *maybe* in Gold?). Efri & Bolton need both Yan & Koi's R6, Bolton & Obsidian need each other, Fee needs at least 1-2 of her synergy partners, and Smoulder needs his R6 + Narlax to in. Read the wiki for more comprehensive details. Note that every one of Leif's synergies is absolutely useless and *never* worth bringing him along, unless you are a more junior player and lack anything better to do (hint: it might help once or twice, but it's REALLY not worth getting those 80 tokens and spending 800 gems to get his R6 - that should be one of it not literally THE last thing you do in the game; unless the devs change that soon? I personally would LOVE to see that!:-).
-) special mention 1: Yan hastes Koi, and is thus used more often than any other hero, after Koi himself. She can do this at her R5 though - no need to get her R6 until you are ready to take advantage of her 2 synergies.
-) special mention 2: Raida's extremely high generic utility (2nd only to Koi), AND his high situational utility (for fliers, stunning & damaging bosses, large CC, etc.) makes him the top #1 all-around utility / situational hero...though only providing a very "average" level whenever you lack some other hero who can provide a higher MAXIMUM power. When you have literally every other hero in the game, and to their R6, then you may never use Raida again (though even that's not quite true - players often use him in their first try at a level, to be ready for anything, even though he is always replaced with someone better to get the final maximum score), but until you invest that deeply (which will take YEARS of your life), Raida can provide a great deal of help. *Especially* on the days where you lack the blessed hero, though that is more of a generic functionality, and yet also when you lack the top situational hero for that week (Azura?). Use him as a stepping-stone.
blessed heroes: there is no getting around the fact that you need the blessed heroes to have the best chance to win on a given week. Especially by Masters League, though of course they still help a LOT to win more often in Gold, Platinum, and Diamond. Until then, strong generic+situational utility can help fill in - some heroes are more replaceable than others as mentioned above - but after you get the Meta (Koi, Raida, Connie, Yan, Narlax), then you need to decide whether to prioritize more situational heroes, or more blessed heroes. Both ways work, and you probably want to split your efforts b/t the two. Often heroes work for both: e.g. Narlax is blessed every season, usually fairly late, and then last season (11) was also used another 4 times. In contrast, heroes like Fee, Lancelot, and Masamune are only ever used once, on their blessed week. But still, you only need 4 wins to get to Legendary, and especially if you already had these heroes at a high rank to help you unlock worlds in campaign, they can be a GREAT way to win, certainly much easier than trying to win with purely generic+situational utility that doesn't match what is needed on a given hero's blessed week. One tip: pick a hero that you like to work with, and get them to R6 - you'll likely do better with them than you would with some other hero that you don't enjoy as much.
j) R7 heroes and future predictions: many people, myself included, think that R7 will mostly be necessary for winning GMs. Thus, R6 becomes another ideal/pausing rank, though this one useful to win Masters League with. Many people want to know whether they "should" get an additional hero to R6, or focus that time instead to continue on to R7, though again this is up to your personal preference - do you want to win more often, though possibly not at the #1 spot and maybe not get promoted but do get rewards, so aiming for a higher "average" utility, or do you want to take a risk for a chance to get a GM, and aim for "maximum" utility instead (at the cost of being farther behind in terms of having fewer heroes to use whenever they are blessed)? It's a GAME, so go for what YOU want!:-)
TLDR: use ideal/pausing ranks for heroes blessed earlier in the season, and instead put your highest investments into heroes blessed later, where you'll need their power the most.
“Bringing you the bleeding edge of technology from thirty years ago, today. Let’s get started.”-MB, initial debriefing.
“I’ll start off with saying that the Dolls have the most ‘ware I’ve ever seen packed into a unit of this size. Two pilots are almost entirely cybernetic. And I do mean entirely.”-MB
“The armor is 600mm of over a dozen different laminates and they didn’t include a single thermal dispersion layer for laser fire...”-Tachi, picking over the husk of a disabled Genbu
“She doesn’t stop. Not for anything. While pouring over the combat footage I actually stumbled onto a sequence where she took a Failnaught round right through the cockpit and all it did was make her angry.”-MB.
“You don’t take one step further. Not one.”-Protoca, staring down three fresh Strais after dispatching their forward wing.
“The team’s tactical leader and designated marksman. Methodical, cordial, and a complete horror show like all the others.”-MB
“Oh, we’re just a merry little band of misfits, Sergeant. Looking out for each other, trying to make the world a better place. I’m sure you’ve heard the old song and dance.”-Port, early in her interview with Intelligence Officer MB.
“Arguably the team’s ace pilot, she ties Port and Protoca combined for Arsenal downs. She lags behind in Corrupted AI kills but then, that isn’t her job.”-MB
“A real firecracker, this one. You wouldn’t guess by how quiet she is off the field.”-MB
“Cute kid. Not really sure what she’s doing hanging out in a Reclaimer unit, shy as she is.”-MB
“Don’t call me that! Ugh. I asked Port not to make that my nickname . . .”-Earwax apparently doesn’t like her callsign.
|DTE||Strike||Premium||Intrinsic Value||Time Value|
|Person||10 days||20 days||30 days||40 days||50 days||100 days||120 days|
The S&P 500 has never behaved like this, but Wall Street strategists say get used to it.
Investors just witnessed the equity benchmark swinging up or down 2% for four days straight in the face of the coronavirus panic.
In the index’s history dating back to 1927, this is the first time the S&P 500 had a week of alternating gains and losses of more than 2% from Monday through Thursday, according to Bespoke Investment Group. Daily swings like this over a two-week period were only seen at the peak of the financial crisis and in 2011 when U.S. sovereign debt got its first-ever downgrade, the firm said.
“The message to all investors is that they should expect this volatility to continue. This should be considered the new normal going forward,” said Mike Loewengart, managing director of investment strategy at E-Trade.
The Dow Jones Industrial Average jumped north of 1,000 points twice in the past week, only to erase the quadruple-digit gains in the subsequent sessions. The coronavirus outbreak kept investors on edge as global cases of the infections surpassed 100,000. It’s also spreading rapidly in the U.S. California has declared a state of emergency, while the number of cases in New York reached 33.
“Uncertainty breeds greater market volatility,” Keith Lerner, SunTrust’s chief market strategist, said in a note. “Much is still unknown about how severe and widespread the coronavirus will become. From a market perspective, what we are seeing is uncomfortable but somewhat typical after shock periods.”
More stimulus?So far, the actions from global central banks and governments in response to the outbreak haven’t triggered a sustainable rebound.
The Federal Reserve’s first emergency rate cut since the financial crisis did little to calm investor anxiety. President Donald Trump on Friday signed a sweeping spending bill with an$8.3 billion packageto aid prevention efforts to produce a vaccine for the deadly disease, but stocks extended their heavy rout that day.
“The market is recognizing the global authorities are responding to this,” said Tom Essaye, founder of the Sevens Report. “If the market begins to worry they are not doing that sufficiently, then I think we are going to go down ugly. It is helping stocks hold up.”
Essaye said any further stimulus from China and a decent-sized fiscal package from Germany would be positive to the market, but he doesn’t expect the moves to create a huge rebound.
The fed funds future market is now pricing in the possibility of the U.S. central bank cutting by 75 basis points at its March 17-18 meeting.
Where is the bottom?Many on Wall Street expect the market to fall further before recovering as the health crisis unfolds.
Binky Chadha, Deutsche Bank’s chief equity strategist, sees a bottom for the S&P 500 in the second quarter after stocks falling as much as 20% from their recent peak.
“The magnitude of the selloff in the S&P 500 so far has further to go; and in terms of duration, just two weeks in, it is much too early to declare this episode as being done,” Chadha said in a note. “We do view the impacts on macro and earnings growth as being relatively short-lived and the market eventually looking through them.”
Deutsche Bank maintained its year-end target of 3,250 for the S&P 500, which would represent a 10% gain from here and a flat return for 2020.
Strategists are also urging patience during this heightened volatility, cautioning against panic selling.
“It is during times like these that investors need to maintain a longer-term perspective and stick to their investment process rather than making knee-jerk, binary decisions,” Brian Belski, chief investment strategist at BMO Capital Markets, said in a note.
If you're like us, you've heard a lot of people reference the recent equity declines as a sign that the market is pricing in some sort of Armageddon in the US economy. While comments like that make for great soundbites, a little perspective is in order. Since the S&P 500's high on February 19th, the S&P 500 is down 12.8%. In the chart below, we show the S&P 500's annual maximum drawdown by year going back to 1928. In the entire history of the index, the median maximum drawdown from a YTD high is 13.05%. In other words, this year's decline is actually less than normal. Perhaps due to the fact that we have only seen one larger-than-average drawdown in the last eight years is why this one feels so bad.
The fact that the current decline has only been inline with the historical norm raises a number of questions. For example, if the market has already priced in the worst-case scenario, going out and adding some equity exposure would be a no brainer. However, if we're only in the midst of a 'normal' drawdown in the equity market as the coronavirus outbreak threatens to put the economy into a recession, one could argue that things for the stock market could get worse before they get better, especially when we know that the market can be prone to over-reaction in both directions. The fact is that nobody knows right now how this entire outbreak will play out. If it really is a black swan, the market definitely has further to fall and now would present a great opportunity to sell more equities. However, if it proves to be temporary and after a quarter or two resolves itself and the economy gets back on the path it was on at the start of the year, then the magnitude of the current decline is probably appropriate. As they say, that's what makes a market!
Take a good luck at today's moves in long-term US Treasury yields, because chances are you won't see moves of this magnitude again soon. Let's start with the yield on the 30-year US Treasury. Today's decline of 29 basis points in the yield will go down as the largest one-day decline in the yield on the 30-year since 2009. For some perspective, there have only been 25 other days since 1977 where the yield saw a larger one day decline.
Crude oil prices are down close to 10% today in what is shaping up to be the worst day for crude oil since late 2014. That's more than five years.
Despite strong market gains on Wednesday, March 4, 2020, the on-the-run 10-year Treasury yield ended the day below 1% for the first time ever and has posted additional declines in real time, sitting at 0.92% intraday as this blog is being written. “The decline in yields has been remarkable,” said LPL Research Senior Market Strategist Ryan Detrick. “The 10-year Treasury yield has dipped below 1%, and today’s declines are likely to make the recent run lower the largest decline of the cycle.”
As shown in LPL Research’s chart of the day, the current decline in the 10-year Treasury yield without a meaningful reversal (defined as at least 0.75%) is approaching the decline seen in 2011 and 2012 and would need about another two months to be the longest decline in length of time. At the same time, no prior decline has lasted forever and a pattern of declines and increases has been normal.
What are some things that can push the 10-year Treasury yield higher?
- A shrinking but still sizable yield advantage over other developed market sovereign debt
- Added stock volatility if downside risks to economic growth from the coronavirus increase
- A larger potential premium over shorter-term yields if the Federal Reserve aggressively cuts interest rates
On balance, our view remains that the prospect of an economic rebound over the second half points to the potential for interest rates moving higher. At the same time, we still see some advantage in the potential diversification benefits of intermediate maturity high-quality bonds, especially during periods of market stress. We continue to recommend that suitable investors consider keeping a bond portfolio’s sensitivity to changes in interest rates below that of the benchmark Bloomberg Barclays U.S. Aggregate Bond Index by emphasizing short to intermediate maturity bonds, but do not believe it’s time to pile into very short maturities despite the 10-year Treasury yield sitting at historically low levels.
- A second half economic rebound acting a catalyst for a Treasury sell-off
- As yields move lower, investors may increasingly seek more attractive sources of income
- Any dollar weakness could lead to some selling by international investors
- Longer maturity Treasuries are looking like an increasingly crowded trade, potentially adding energy to any sell-off
While stock markets continue to be extremely volatile as they come to terms with how the coronavirus may affect global growth, the U.S. job market has remained remarkably robust. Continued U.S. jobs data resilience in the face of headwinds from the coronavirus outbreak may be a key factor in prolonging the expansion, given how important the strength of the U.S. consumer has been late into this expansion.
The U.S. Department of Labor today reported that U.S. nonfarm payroll data had a strong showing of 273,000 jobs added in February, topping the expectation of every Bloomberg-surveyed economist, with an additional upward revision of 85,000 additional jobs for December 2019 and January 2020. This has brought the current unemployment rate back to its 50-year low of 3.5%. So far, it appears it’s too soon for any effects of the coronavirus to have been felt in the jobs numbers. (Note: The survey takes place in the middle of each month.)
On Wednesday, ADP released its private payroll data (excluding government jobs), which increased by 183,000 in February, also handily beating market expectations. Most of these jobs were added in the service sector, with 44,000 added in the leisure and hospitality sector, and another 31,000 in trade/transportation/utilities. Both of these areas could be at risk of potential cutbacks if consumers start to avoid eating out or other leisure pursuits due to coronavirus fears.
As shown in the LPL Chart of the Day, payrolls remain strong, and any effects of the virus outbreaks most likely would be felt in coming months.
While there is bound to be some drag on future jobs data from the coronavirus-related slowdown, we would anticipate that the effects of this may be transitory. We believe economic fundamentals continue to suggest the possibility of a second-half-of-the–year economic rebound.
The combination of a down January and a down February has come about 17 times, including this year, going back to 1950. Rest of the year and full-year performance has taken a rather sizable hit following the previous 16 occurrences. March through December S&P 500 average performance drops to 2.32% compared to 7.69% in all years. Full-year performance is even worse with S&P 500 average turning to a loss of 4.91% compared to an average gain of 9.14% in all years. All hope for 2020 is not lost as seven of the 16 past down January and down February years did go on to log gains over the last 10 months and full year while six enjoyed double-digit gains from March to December.
Today’s big rally was an encouraging sign that the markets are becoming more comfortable with the public health, monetary and political handling of the situation. But the history of these “emergency” or “surprise” rate cuts by the Fed between meetings suggest some caution remains in order.
The table here shows that these surprise cuts between meetings have really only “worked” once in the past 20+ years. In 1998 when the Fed and the plunge protection team acted swiftly and in a coordinated manner to stave off the fallout from the financial crisis caused by the collapse of the Russian ruble and the highly leveraged Long Term Capital Management hedge fund markets responded well. This was not the case during the extended bear markets of 2001-2002 and 2007-2009.
Bottom line: if this is a short-term impact like the 1998 financial crisis the market should recover sooner rather than later. But if the economic impact of coronavirus virus is prolonged, the market is more likely to languish.
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Adobe Inc. (ADBE) is confirmed to report earnings at approximately 4:05 PM ET on Thursday, March 12, 2020. The consensus earnings estimate is $2.23 per share on revenue of $3.04 billion and the Earnings Whisper ® number is $2.29 per share. Investor sentiment going into the company's earnings release has 81% expecting an earnings beat The company's guidance was for earnings of approximately $2.23 per share. Consensus estimates are for year-over-year earnings growth of 29.65% with revenue increasing by 16.88%. Short interest has decreased by 38.4% since the company's last earnings release while the stock has drifted higher by 7.2% from its open following the earnings release to be 10.9% above its 200 day moving average of $303.70. Overall earnings estimates have been revised higher since the company's last earnings release. On Monday, February 24, 2020 there was some notable buying of 1,109 contracts of the $400.00 call expiring on Friday, March 20, 2020. Option traders are pricing in a 9.3% move on earnings and the stock has averaged a 4.1% move in recent quarters.
DICK'S Sporting Goods, Inc. (DKS) is confirmed to report earnings at approximately 7:30 AM ET on Tuesday, March 10, 2020. The consensus earnings estimate is $1.23 per share on revenue of $2.56 billion and the Earnings Whisper ® number is $1.28 per share. Investor sentiment going into the company's earnings release has 57% expecting an earnings beat. Consensus estimates are for year-over-year earnings growth of 14.95% with revenue increasing by 2.73%. Short interest has decreased by 29.1% since the company's last earnings release while the stock has drifted lower by 20.3% from its open following the earnings release to be 12.0% below its 200 day moving average of $39.75. Overall earnings estimates have been revised higher since the company's last earnings release. On Wednesday, February 26, 2020 there was some notable buying of 848 contracts of the $39.00 put expiring on Friday, March 20, 2020. Option traders are pricing in a 14.4% move on earnings and the stock has averaged a 7.3% move in recent quarters.
Broadcom Limited (AVGO) is confirmed to report earnings at approximately 4:15 PM ET on Thursday, March 12, 2020. The consensus earnings estimate is $5.34 per share on revenue of $5.93 billion and the Earnings Whisper ® number is $5.45 per share. Investor sentiment going into the company's earnings release has 83% expecting an earnings beat. Consensus estimates are for earnings to decline year-over-year by 5.65% with revenue increasing by 2.44%. Short interest has decreased by 15.6% since the company's last earnings release while the stock has drifted lower by 15.3% from its open following the earnings release to be 7.7% below its 200 day moving average of $291.95. Overall earnings estimates have been revised lower since the company's last earnings release. On Tuesday, February 25, 2020 there was some notable buying of 1,197 contracts of the $260.00 put expiring on Friday, April 17, 2020. Option traders are pricing in a 11.1% move on earnings and the stock has averaged a 4.9% move in recent quarters.
Thor Industries, Inc. (THO) is confirmed to report earnings at approximately 6:45 AM ET on Monday, March 9, 2020. The consensus earnings estimate is $0.76 per share on revenue of $1.79 billion and the Earnings Whisper ® number is $0.84 per share. Investor sentiment going into the company's earnings release has 62% expecting an earnings beat. Consensus estimates are for year-over-year earnings growth of 16.92% with revenue increasing by 38.70%. Short interest has decreased by 12.9% since the company's last earnings release while the stock has drifted higher by 5.4% from its open following the earnings release to be 12.0% above its 200 day moving average of $62.53. Overall earnings estimates have been revised lower since the company's last earnings release. Option traders are pricing in a 6.3% move on earnings and the stock has averaged a 8.1% move in recent quarters.
ULTA Beauty (ULTA) is confirmed to report earnings at approximately 4:00 PM ET on Thursday, March 12, 2020. The consensus earnings estimate is $3.71 per share on revenue of $2.29 billion and the Earnings Whisper ® number is $3.75 per share. Investor sentiment going into the company's earnings release has 73% expecting an earnings beat. Consensus estimates are for year-over-year earnings growth of 2.77% with revenue increasing by 7.78%. Short interest has increased by 8.7% since the company's last earnings release while the stock has drifted lower by 0.1% from its open following the earnings release to be 9.5% below its 200 day moving average of $283.43. Overall earnings estimates have been revised lower since the company's last earnings release. Option traders are pricing in a 15.3% move on earnings and the stock has averaged a 11.7% move in recent quarters.
Slack Technologies, Inc. (WORK) is confirmed to report earnings at approximately 4:15 PM ET on Thursday, March 12, 2020. The consensus estimate is for a loss of $0.06 per share on revenue of $173.06 million and the Earnings Whisper ® number is ($0.04) per share. Investor sentiment going into the company's earnings release has 67% expecting an earnings beat The company's guidance was for a loss of $0.07 to $0.06 per share on revenue of $172.00 million to $174.00 million. Short interest has increased by 1.2% since the company's last earnings release while the stock has drifted higher by 19.0% from its open following the earnings release. Overall earnings estimates have been revised higher since the company's last earnings release. The stock has averaged a 4.3% move on earnings in recent quarters.
Dollar General Corporation (DG) is confirmed to report earnings at approximately 6:55 AM ET on Thursday, March 12, 2020. The consensus earnings estimate is $2.02 per share on revenue of $7.15 billion and the Earnings Whisper ® number is $2.05 per share. Investor sentiment going into the company's earnings release has 76% expecting an earnings beat. Consensus estimates are for year-over-year earnings growth of 9.78% with revenue increasing by 7.52%. Short interest has increased by 16.2% since the company's last earnings release while the stock has drifted higher by 1.8% from its open following the earnings release to be 5.7% above its 200 day moving average of $149.88. Overall earnings estimates have been revised higher since the company's last earnings release. On Friday, February 28, 2020 there was some notable buying of 1,013 contracts of the $182.50 call expiring on Friday, March 20, 2020. Option traders are pricing in a 9.2% move on earnings and the stock has averaged a 5.7% move in recent quarters.
Stitch Fix, Inc. (SFIX) is confirmed to report earnings at approximately 4:05 PM ET on Monday, March 9, 2020. The consensus earnings estimate is $0.06 per share on revenue of $452.96 million and the Earnings Whisper ® number is $0.09 per share. Investor sentiment going into the company's earnings release has 83% expecting an earnings beat The company's guidance was for revenue of $447.00 million to $455.00 million. Consensus estimates are for earnings to decline year-over-year by 50.00% with revenue increasing by 22.33%. Short interest has decreased by 4.6% since the company's last earnings release while the stock has drifted lower by 16.1% from its open following the earnings release to be 5.1% below its 200 day moving average of $24.01. Overall earnings estimates have been revised higher since the company's last earnings release. On Wednesday, February 19, 2020 there was some notable buying of 4,026 contracts of the $35.00 call expiring on Friday, June 19, 2020. Option traders are pricing in a 28.0% move on earnings and the stock has averaged a 15.2% move in recent quarters.
Sogou Inc. (SOGO) is confirmed to report earnings at approximately 4:00 AM ET on Monday, March 9, 2020. The consensus earnings estimate is $0.09 per share on revenue of $303.08 million and the Earnings Whisper ® number is $0.10 per share. Investor sentiment going into the company's earnings release has 58% expecting an earnings beat The company's guidance was for revenue of $290.00 million to $310.00 million. Consensus estimates are for year-over-year earnings growth of 28.57% with revenue increasing by 1.78%. Short interest has increased by 6.6% since the company's last earnings release while the stock has drifted lower by 27.8% from its open following the earnings release to be 15.7% below its 200 day moving average of $4.57. Overall earnings estimates have been revised lower since the company's last earnings release. The stock has averaged a 3.8% move on earnings in recent quarters.
DocuSign (DOCU) is confirmed to report earnings at approximately 4:05 PM ET on Thursday, March 12, 2020. The consensus earnings estimate is $0.05 per share on revenue of $267.44 million and the Earnings Whisper ® number is $0.08 per share. Investor sentiment going into the company's earnings release has 81% expecting an earnings beat The company's guidance was for revenue of $263.00 million to $267.00 million. Consensus estimates are for year-over-year earnings growth of 600.00% with revenue increasing by 33.90%. Short interest has decreased by 37.7% since the company's last earnings release while the stock has drifted higher by 12.1% from its open following the earnings release to be 31.9% above its 200 day moving average of $63.71. Overall earnings estimates have been revised higher since the company's last earnings release. On Wednesday, March 4, 2020 there was some notable buying of 1,698 contracts of the $87.50 call expiring on Friday, March 20, 2020. Option traders are pricing in a 8.5% move on earnings and the stock has averaged a 10.0% move in recent quarters.
Moving Averages in Binary Options Strategies. As it was said, a myriad of trading strategies has been built on the basis of MA, both of simple and complex format of use. Let’s consider some of the most interesting ones: Intersection with retest; To use the strategy, you will need two moving averages, one of which will be heavy and will hardly react to impulsive jumps of quotations, and the ... Profitable binary options trading strategy can be built even on the most simple technical indicators such as Moving Averages. Using a combination of different types and settings for this widely used technical indicator as well as several general rules of Moving Averages’ behaviour could turn into a whole trading system which proved its profitability. Improve your binary options trading style by learning and implementing the moving averages strategy. Weve already talked about chart patterns and what their significance to technical analysis is. However, its really important to clear out that in most cases things arent as clear as in the examples weve presented. In many cases there are lots of price fluctuations and different movements ... 3 Ways to Use Moving Averages in Your Trading. A moving average (MA) is one of the simplest trading tools and can help new traders spot trends and potential reversals. Here’s an introduction to the moving average, as well as three ways to use it. Moving Averages. The Simple Moving Average (SMA) is the most commonly used MA. It shows the average price over a number of periods. A 15 period SMA ... To trade binary options with the Moving Averages & RSI system, you first need to determine the current market condition. When the market is trending, the MAs will be used as the main tools to find trend-following entries, while the RSI acts as an assistant tool to confirm signals from the MAs. On the contrary, when the market is moving sideways, the RSI will be used to find trading ... Another strategy in using moving averages for binary options trading is monitoring the time periods that are covered in the computation of the moving average (10 days, or 50 days in the example in our previous article), and try to notice a pattern that may show the strength of a certain asset price. Generally. The Moving average crossover strategy relies on just two individual indicators in order to generate higher or lower trading signals which can be interpreted as purchasing binary options either short or long. Since Moving averages can vary, choosing the number of bars to be incorporated in the moving average is critical to generating accurate signals. It is generally assumed that binary options ... Using shorter time periods for moving averages is more likely to lead to false signals whereas longer period moving averages are likely to give more successful signals. Similarly, using technical indicators on longer-term timeframes provides more reliable signals than those on lower timeframes. The strategy is best used on the 4-hour, daily or weekly timeframe. Strategy is a key element of long term successful binary options trading. The best binary trading strategies can be defined as: A method or signal which consistently makes a profit.Some strategies might focus on expiry times, like 60 second, 1 hour or end of day trades, others might use a particular system (like Martingale) or technical indicators like moving averages, Bollinger bands or ... Strategy; Scams; Forum; A Look At Moving Averages For Binary Options. Moving averages are one of the most basic and least talked about technical indicators I know. It seems surprising, nearly every strategy article or analysis will include some mention of a moving average but few actually talk about them. Binary options traders should find them especially useful; moving averages can provide ...
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trading binary options using technical analysis. facebook group: imperial monetary fund. www.binarytradesignal.com www.nofaketraders.com ask for itmlaflare Follow me on Instagram for Live Trades and Results: https://www.instagram.com/everything.presidential/ Awesome Oscillator + Moving Average Strategy: https://... Follow me on Instagram for Live Trades and Results: https://www.instagram.com/moneemob/ Awesome Oscillator + Moving Average Strategy: https://www.youtube.com... In this 1 minute binary option strategy - moving averages you will learn a simply binary options trading technique that will give a high win rate. Binary opt... Follow me on Instagram for Live Trades and Results: https://www.instagram.com/everything.presidential/ Awesome Oscillator + Moving Average Strategy: https://... Welcome to Adnan Trading Tips. Today i will introduce you new strategy (Moving Average) 95% wining ratio. 1 MA =7 Yellow and type WMA 2 MA = 18 Red and type ...