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[D] Review my TF feature request for option to have weights stored as binary files and loaded into memory when trained. Useful for word embedding models, higher dropout rates, pruning, weight freezing / fine tuning. Did a lit search finding as many uses for this feature, let me know if I missed any
The feature I described below was something that came to me while training large embedding-based recommender systems, but I did a literature survey to find as many cases where this feature would be beneficial. If you know of any others, please post it so that when the TF developers see it, they will have the best info in determining where such a feature might rank in. Please make sure that this is a feature request. As per our GitHub Policy, we only address code/doc bugs, performance issues, feature requests and build/installation issues on GitHub. tag:feature_template System information - TensorFlow version (you are using): 1.12.0 - Are you willing to contribute it (Yes/No): yes Describe the feature and the current behaviostate. Say that I have an architecture which has a lot of weights, but only a few are trained at a time. An example of this is training embeddings (like word2vec) for 100 million items, and each item has an embedding length of 1000. That a lot to have in active memory, and would cause a lot of environments to fail. And out of all those embeddings, only a few thousand embeddings trained with each batch; so it's not necessary to have all the embeddings loaded into memory. I would love to have a system similar to datasetAPI/Tfrecords, where the weights are stored in binary file format until they're up for training, loaded when they're trained, and then the updated weights are re-written to the binary format. Or if there's some workaround in Tensorflow as it is now, would love to know how! Will this change the current api? How? There could be many different ways to implement this. Probably a new variable type has to be created. Also, the variable and/or training functions would probably have to specific how the loading/training/writing of variable takes place. Who will benefit with this feature? This would readily benefit those who are making developing item embedding systems with large numbers of items, such as word embedding models. In general this would benefit any system with a large number of parameters, where only a fraction of the parameters are updated during each training step. In addition to word embedding models, such a feature could also help in transfer learning / fine tuning / layer freezing models (BERT, GPT-2), pruning, higher dropout rates, pathways optimization (Pathnet), and even certain optimization algorithms such as Coordinate Gradient descent. Finally, such a feature may induce the development of brand new machine learning algorithms/architectures, which would outperform current SOA models, especially models for multi-task based training. Any Other info.
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Hello ladies, gays, enbys, and other pots-and-pans enthusiasts and welcome to the 2019 Hyperpop Rate! I'm your host, quenched, and am here to guide you through this month's rate full of boundary-pushing, experimental, over-the-top bubblegum bass, or as it is more commonly called, hyperpop. The genre has come a long way since it's humble PC Music beginnings and has grown to boast a large cult fanbase, majority of which is made of members of the LGBTQ+ community. Here are the cling clang bitches we will be rating: In case you're impatient like me and already know the drill... HERE is the link to the Spotify playlist HERE is the link to submit scores
Up first, we have Slayyyter, queen of high-budget-sounding-but-actually-low-budget Grindrcore music, with her self-titled debut mixtape. After releasing a string of singles starting in 2018 with BFF, featuring hyperpop legend Ayesha Erotica, she has held the attention of gays and hyperpop fans everywhere, propelled by her dominating stan-like presence on social media. While not every loose single made the cut for her mixtape, she still has a versatile discography with zero misses, whether making filthy, horny bangers on songs like "Candy" and "Daddy AF", braggadocious bops "Cha Ching" and "Celebrity", or glittery bubblegum pop such as fan-favorite "Mine". Warning: you will become slightly gayer upon album completion.
This rate marks the first time in Popheads rate history we have cut an album from a rate and replaced it with another. LIZ's album "Planet Y2K" was supposed to be in the rate initially, but it came to my attention that she is a transphobic Trump supporter with NO apology or backtrack ever given. So, I posted this comment one day in a Daily Discussion post, and after 72 votes, 65% of you wanted LIZ to be replaced with 100 gecs (which honestly is better anyways musically speaking). 100 gecs are definitely one of the more well known hyperpop acts. The critically acclaimed duo are one of the few hyperpop acts to reach well beyond the LGBTQ+ audience. Consisting of Dylan Brady and Laura Les (who is trans!!!), the duo's debut album, especially money machine, has gone semi-viral within the music sphere and TikTok alike. If you can say one thing about this album, it's that you never know what to expect or what crazy sounds you're going to hear next! They also released a phenomenal remix album called "1000 gecs and The Tree of Clues", reimagining every song on this album and featuring many Popheads favorites such as Charli XCX and Kero Kero Bonito. gecgecgecgecgecgecgecgecgecgecgecgecgecgecgecgecgecgecgecgecgecgecgecgecgecgecgec
Challenging heteronormativity and the gender binary, Dorian exploded onto the scene with many loose singles, beginning with Clitopia in 2016. These singles led up to Flamboyant, an abrasive, electropop album that doesn't have a single skip! The album also features some production by Dylan Brady, who is one-half of 100 gecs, also present in this rate. Beyond the songs themselves all being bangers, lyrically Dorian explores different aspects of their sexuality and masculinity in songs such as "Emasculate", "Flamboyant", and Adam & Steve, a song which is sure to resonate which any religious gays participating in the rate. Dorian has already released their second album "My Agenda", which I also definitely recommend everyone streams after doing the rate! Note: Dorian uses they/them pronouns so I'm gonna be mad if I get any ballots using anything otherwise!
Lastly we have Hannah Diamond, who has been around the longest of the artists in this rate, releasing her first song in 2013. She was one of the first names in PC Music, taking her until 2019 to release her debut album (giving Sky Ferreira a run for her money as far as album waits go). Featuring A.G. Cook production and dreamy vocals from Hannah, this album was definitely worth the long wait!
Unfortunately for this rate, we couldn't include the queen of hyperpop, Emily Montes, as she did not debut until 2020, therefore not fitting the rate theme. At only 5 years old, she is already receiving fairly decent critical reception. She has two projects on Spotify, the self-titled debut album, Emily Montes and the also self-titled EP, Emily. Featuring experimental production, lyrics that touch on serious topics such as COVID-19 and BLM, and never-before-seen insight into a 5 year old's life, both projects are masterpieces. Despite the seemingly large amount of songs, the bonus rate only lasts 7 minutes and 47 seconds so I definitely recommend setting aside this short amount of time to participate and experience a true visionary. This part is completely optional and is just for fun. You may rate as many or as few songs as you'd like. No 0's or 11's, and and no minimum artist average. Here are the songs for the bonus rate:
After the excellent Wasteland 2, we were excited to get our hands on the new installment, and we can say without fear that it has met expectations. Wasteland 3 is a sign of the love that InXile has for his work and Brian Fargo for the genre that has created a name for him. If you are a lover of the saga or the genre, do not hesitate to enjoy it.
Wasteland 3 doesn’t pull any punches with its subject matter in sexuality, violence, and language. But if you are fine with that, I would highly recommend you give Wasteland 3 a shot, especially if you were (or still are) a Fallout fan.
On Paper Wasteland 3 sounds like the perfect RPG-Dream but the execution leaves much to be desired. Bugs, Glitches and graphics that doesn't really represent a game that releases and the end of this console generation are a bit of a letdown. Everything else from the great story, entertaining NPCs, solid battle system, clever leveldesign over to the love for details is amazing, besides some flaws that should soon be fixed, as inXile and Brian Fargo promise. Everyone that wasn't happy with the latest Fallout Games will surely love Wasteland 3.
Wasteland 3 is a old-school role-playing game, with a compelling story, a combat system that promises but is not groundbreaking and some funny moments and black mood, which always remind us that we are in a post apocalyptic world, but with a smile. Don't forget the powerful character editor, rhythm voices, and the beautiful scenery that puts you in that atmosphere of cold and snowy Colorado.
Wasteland 3 can be a bit of slog if you're gunning for marathon gaming sessions with it at the helm. Combat, whilst exciting initially can fall into the traps of repetition. A little more variety could have negated some of the repeated player actions. That said, the story is compelling and the characters an interesting assortment of misfit survivors, although perhaps fitting post-apocalyptic stereotypes. It's a fun, easy to play game overall though that should well-please fans of the series and keep players entertained for quite some time with its high replay-value. However, aside from some bugs here and there, the impressive amount of voice-work on offer, the character building is the best part of the experience where you can really nurture your ranger squad in this snowy post-apocalyptic world.
At least in my time with it, Wasteland 3 has been a fascinating experience. I’ve come to appreciate its depth of gameplay, character, building, and exploration, even if some of its pieces and parts still feel very foreign to me.
I will be even happier with Wasteland 3 once it’s patched and most of the bugs that bit me end up getting squashed. Even in its current state I’m having a grand ol’ time bringing some justice to the cold depths where no Ranger has dared to before. But for as much of a blast as I’m having out northeast in the cold, I hope I can make it back to sunny Arizona in time to save my fellow lawmen!
Wasteland 3 is a throwback to the old School RPGs of yesteryear, while providing a new combat experience and a bigger world. Players that liked previous Fallout Games, or games like Wasteland 2 or Baldur's Gate will feel right at home with this title, and will have the opportunity to try X-Com like combat. For the amount of content provided, 60 USD is a very good price, and fans of the genre should get more than their money's worth.
Wasteland 3 doesn't bring much new to the table, both as a CRPG and as a piece of post-apocalyptic fiction. But, it's a terrifically executed role-playing game that rewards player investment from beginning to end.
Wasteland 3 is a heady crescendo of post-apocalyptic story-telling. Its combat is compelling and fun while its characters and overall plot are engrossing, even when it goes to some dark places. A must-play for tactical RPG fans.
We’ll update this review if the game is fixed, and the issues outlined are fixed or at least addressed; and then I’ll pick it back up. As it stands now, I’ll be playing something else that isn’t as apt to crash. Buyer beware.
There are a few misgivings related to Wasteland 3's technical aspects, mechanics, and overall challenge. However, its cast of characters (both old and new), the switch to a traditional turn-based combat system, and branching paths filled with decisions and dire consequences make for a superb journey with the Desert Rangers.
With a focus on freedom of choice that is second-to-none, Wasteland 3 has set the benchmark for CRPG narratives, all the while being supported by wonderfully engaging gameplay and roleplaying mechanics.
It took me a while to realize how much these interactions, whether it be the interpersonal conversation or combat encounters themselves, stuck with me. Wasteland 3 has rules, but they only exist for you to bend them. With limitless character creation combinations, branching dialogue choices that affect what quests you do or don’t experience, and multiple endings, Wasteland 3 is an expanse of content and opportunity. The change in locale does wonders, no longer relying on a tired post-apocalyptic biome. Wasteland 3 has a wonderful backdrop in Colorado’s frozen wastes, making it the perfect place to spend a nuclear winter.
Wasteland 3 takes players to a new location and presents them with equally unfamiliar challenges, yet still perfectly demonstrates all of the reasons why this series has had die-hard fans for over three decades, and is absolutely worth playing for anyone looking for their next post-apocalyptic fix.
Wasteland 3 doesn't change its predecessor's successful formula but, outside of certain design limitations, it perfects and modernizes it. It's easily the best game in the franchise, in terms of pure technique, and one that clearly gives you an idea of what inXile is able to achieve.
Wasteland 3 is a good role-playing game, technically passable but enriched by a dense network of intriguing subplots that will push the most dedicated to play it several times. Watch out for the ever-present release bugs, though – best to wait a couple patches if you want to avoid unnecessary hurdles.
Wasteland 3 features everything only the best role-playing games do: an engaging story powered by excellent writing, compelling characters, tons of customization options, and a deep tactical combat system that feels fresh even after dozens of hours. But, most of all, it features a living world that reacts to what the player does, and changes depending on how the player decides to deal with the troubles ahead, providing a role-playing experience of the highest degree, one that very few games can boast of.
Wasteland 3 is a testament to the power of the branching narrative, taking it far beyond binary choices and into a grand canopy of cause and effect. It gives the wintry climbs of Colorado a lifelike quality that must have been painstaking to build. The most impressive RPG in years, Wasteland 3 is a masterpiece.
Wasteland 3 shines with clear dedication to crafting the best game its genre has ever seen. Excellent visuals are matched by top notch voice work and some of the best and most natural writing I have seen in a video game not made by Naughty Dog. The combat is a brutal dance where one wrong move can spell disaster, but victory is an exhilarating rush that never becomes old. Wasteland 3 cements inXile as one of the best in the business in the RPG genre and affirms that Xbox has something truly special on their hands.
Recently on the csharp subreddit, the post C# 9.0 records: immutable classes linked to a surprisingly controversial article discussing how C# 9.0's records are, underneath it all, immutable classes. The comments are full of back-&-forth over whether one should use records for ease or structs for performance. The pro-struct argument revolved around the belief that performance should always be a developer's #1 priority, and anything less was the realm of the laggard. Here is a real-world example that shows with stark clarity why that kind of thinking is wrong. Consider the following scenario:
You're working on a game with dozens, maybe hundreds of people on the team; you don't know because when you were cross with facilities about them removing all the fluorescents, you got accused of being against the new energy saving initiative. Now you swim in a malevolent ocean of darkness that on some very late nights alone in the office, you swear is actively trying to consume you.
The team that preceded you inherited an engine that is older than OOP, when source repositories were stacks of 8-inch floppies, and it looked as if Jefferson Starship was going to take over the world. One year ago they bequeathed upon the company this nightmare of broken, undocumented GOTO spaghetti & anti-patterns. You're convinced this was their sadistic revenge for all getting fired post-acquisition.
Management denied your request to get headcount for an additional technical artist, but helpfully supplied you with an overly nervous intern. After several weeks working alongside them, you're beginning to suspect they're pursuing something other than a liberal arts degree.
Despite the many getting started guides you spent countless evenings writing, the endless brownbags nobody attended, and the daily dozen emails you forward to oppressively inquisitive artists comprised of a single passive-aggressive sentence suggesting they scroll down to the part that begins FW: FW: FW: FW: FW: FW: RE: WE BROKE TOOL NEED WORKAROUND ASAP ...
...yes, despite all of that, the engineering team still spent days tracking down why the game kept crashing with Error 107221: У вас ошибка after re-re-re-re-re-throwing an ex_exception when it couldn't (and should never even try to) load a 16K-textured floor mat.
Despite your many attempts to politely excuse yourself, one blissfully unaware artist exhausts 48 minutes of your lunch break explaining how the Pitchfork review for the latest "dope slab" of this TikTok-Instagram-naphouse artist you never heard of was just sooooo unfair.
And then in their hurry to finish up & catch the 2:30 PM bus home, they forget to toggle Compress To CXIFF (Custom Extended Interchange File Format), set the Compression slider 5/6ths of the way between -3 & -2, look to their left, look to their right, click Export As .MA 0.9.3alpha7, and make absolutely, positively, 100% SURE not to be working in prod. And THAT is how the game explodicated.
You know better than anyone the intermediate file format the main game loop passes to Game.dll, memory mapping it as a reverse top-middle Endian binary structure.
You know for 381 of the parameter fields what their 2-7 character names probably mean.
YOU know which 147 fields always have to be included, but with a null value, and that the field ah_xlut must ALWAYS be set to 0 unless it's Thursday, in which case that blackbox from hell requires its internal string equivalent: TRUE.
YOU know that the two tech artists & one rapidly aging intern that report to you would totally overhaul tooling so artists would never "happen" again, but there just aren't enough winters, springs, summers, falls, July 4ths, Christmas breaks, Presidents Days, and wedding anniversaries in a year to properly do so.
And so somehow you do. A blurry evening or two here. A 3:00 AM there. Sometimes just a solitary lunch hour.
Your dog no longer recognizes you.
You miss your wife calling to say she's finally cleaning out the hall closet and if you want to keep this box of old cards & something in plastic that says Underground Sea Beta 9.8 Grade, you better call her back immediately.
And your Aunt Midge, who doesn't understand how SMS works, bombards you one evening: your father is... no longer with us... they found him... 1 week ago... in an abandoned Piggly Wiggly... by an old culvert... split up... he was then... laid down to rest... sent to St. Peter's... and your father... he's in a better place now... don't worry... it's totally okay... we decided we will all go... up to the mountain
You call your sister in a panic and, after a tidal wave of confusion & soul-rending anxiety, learn it was just Hoboken Wireless sending the messages out of order. This causes you to rapidly cycle.
On your bipolar's upswing, you find yourself more productive than you've ever been. Your mind is aglow with whirling, transient nodes of thought careening through a cosmic vapor of invention. It's like your brain is on 200mg of pure grade Adderall.
Your fingers ablaze with records, clean inheritance, beautiful pattern matching, bountiful expression syntax, aircraft carriers of green text that generate the most outstanding CHM for an internal tool the world has ever seen. Readable. PERFECTLY SOLID.
After much effort, you gaze upon the completed GUI of your magnum opus with the kind of pride you imagine one would feel if they hadn't missed the birth of their son. Clean, customer-grade WPF; tooltips for every control; sanity checks left & right; support for plugins & light scripting. It's even integrated with source control!
THOSE GODDAMNED ARTISTS CAN'T FAIL. YOUR PIPELINE TOOL WON'T LET THEM.
All they have to do is drag content into the application window, select an options template or use the one your tool suggests after content analysis, change a few options, click Export, and wait for 3-5 minutes to generate Game.dll-compatible binary.
Your optimism shines through the commit summary, your test plan giddy & carefree. With great anticipation, you await code review.
A week goes by. Then two. Then three. Nothing. The repeated pinging of engineers, unanswered.
Two months in you've begun to lose hope. Three months, the pangs of defeat. Four months, you write a blog post about how fatalism isn't an emotion or outlook, but the TRANSCENDENCE of their sum. Two years pass by. You are become apathy, destroyer of wills.
December 23rd, 2022: the annual Winter Holidays 2-hour work event. The bar is open, the Kokanee & Schmidt's flowing (max: 2 drink tickets). The mood a year-high ambivalent; the social distancing: acceptable. They even have Pabst Blue Ribbon, a beer so good it won an award once.
Standing beside you are your direct reports, Dave "Macroman" Thorgletop and wide-eyed The Intern, the 3 of you forming a triumvirate of who gives a shit. Dave is droning on & on about a recent family trip to Myrtle Beach. You pick up something something "can you believe that's when my daughter Beth scooped up a dead jellyfish? Ain't that something? A dead jellyfish," and "they even had a Ron Jons!"
You barely hear him, lost as you are in thought: "I wishIhad 2 days of vacation." You stare down ruefully at your tallboy.
From the corner of your eye you spot Milbert, index finger pointed upward, face a look of pure excitement.
"Did I tell you about my OpenWinamp project? It's up on SourceForge", he says as he strides over. It's unsettling how fast this man is.
Dave snickers. The Intern keeps staring wide-eyed. You position yourself somewhat close to the studio's 3 young receptionists, hoping they serve as a kind of ritual circle of protection.
It works... kind of. Milbert is now standing uncomfortably close to The Intern, Dave nowhere to be seen.
From across the room you distinctly hear "Think about it, the 1st-person UI could be Lua-driven Electron."
The Intern clearly understands that words are being spoken to them, but does not comprehend their meaning.
You briefly feel sorry for the sacrificial lamb.
You slide across the wall, putting even more distance between you & boredom made man. That's when you spot him, arrogantly aloof in the corner: Glen Glengerry. Core engineering's most senior developer.
Working his way up from a 16-year old game tester making $4.35 an hour plus free Dr. Shasta, to pulling in a cool $120K just 27-years later, plus benefits & Topo Chicos. His coding style guides catechism, his Slack pronouncements ex cathedra; he might as well be CTO.
You feel lucky your team is embedded with the artists. You may have sat through their meetings wondering why the hell you should care about color theory, artistic consistency, & debates about whether HSL or CMYK was the superior color space (spoiler: it's HSL), you were independent and to them, a fucking code wizard, man.
And there he stands, this pseudo-legend, so close you could throw a stapler at him. Thinning grey-blonde tendrils hanging down from his CodeWarrior hat, white tee with This Guy VIMs on the back, tucked into light blue jeans. He's staring out into the lobby at everything and yet... nothing all at.
Maybe it's the 4.8% ABV. Maybe it's the years of crushing down anger into a singularity, waiting for it to undergo rapid fiery expansion, a Big Bang of righteous fury. Maybe it's those sandals with white socks. Maybe it's all three. But whatever it is, it's as if God himself compels you to march over & give him a piece of your mind, seniority be damned.
"Listen, you big dumb bastard..."
That... is maybe a little too aggressive. But Glen Glengerry barely reacts. Pulling a flask out of his back pocket, he doesn't look over as he passes it to you.
Ugh. Apple Pucker.
"I thought bringing in your own alcohol was against company policy", wiping sticky green sludge from your lips. He turns with a look of pure disdain & snorts.
"You think they're going to tell ME what I can & can't bring in?" He grabs the flask back, taking a big swig.
For what feels like an eternity, you both stand in silence. You swallow, speaking softly. "None of you even looked at my code. I worked very, very hard on that. My performance review for that year simply read 'recommend performance improvement plan." The words need no further context.
"I know", Glen² replies. "That was me."
Now you're not a weak man, and maybe in some other circumstance you would have punched him in the goddamn lip. But you feel nothing, just a hollowness inside. "Why?", you ask, wondering if the answer would even matter.
"Because you don't use Bulgarian notation. Because your method names aren't lower camel case. Because good code doesn't require comments. Because you use classes & records over more performant structs, pointlessly burdening the heapstack. BECAUSE. YOUR CODE. IS. SHIT."
You clinch your fists so tightly the knuckles whiten.
He looks away from you, taking another sip of green goo. "You're not a coder. You're an artist masquerading as one" he speaks, as if it were fact.
The only thing artistic about you is the ability to create user-friendly internal tooling using nothing but a UI framework, broken down garbage nobody wants to touch, & sheer willpower. If your son's life depended on you getting accepted into art instruction school, you couldn't even draw a turtle.
He doesn't pause. "I'll champion ruthless micro-optimization until the day I die. But buddy, I'm going to let you in on a little secret: you aren't here to improve workflow. You're here to LOOK like you're doing something NOBODY else can."
He goes on. "What do you think those artists are going to do when they have to stare at a progress bar for 4, 5 minutes? They're going to complain your tool is slow."
"Sure, it may take them 20, 30 minutes to do it the old way, there'll be an error, and either they'll stare at it for 30 minutes before adding that missing semi-colon or they'll come get you. And you'll fix it. And 1 week later, they won't remember how. And you'll stay employed. And every. Body. Wins."
A little bit of the pride, the caring, wells back up inside from somewhere long forgotten.
"You don't think we should care about rapid application development & KISS, quickly getting things out that help our team, instead devoting ourselves to shaving off ticks here & there? What do you think artists are going to do with those 4 minutes you talk about?
You don't stop. "I'll tell you what they'll do. They'll 9GAG for 20 minutes straight. They'll listen to podcasts about dialectical materialism vis-a-vis the neo-feudalism that is a natural extension of the modern world's capitalist prison. They'll Reddit."
His silence gives you the bravery to push the limits.
"Christ, man. Are you only in it for the $120K..."
He corrects you: "...$123K."
"...only in it for the $123K/year? The free snacks from the microkitchen? The adulation? Have you no sense of comraderie?? No desire to push us to something better?! No integrity?!!!"
His eyes sharply narrow, face creases in anger. You clearly have overstepped your bounds.
"You thinkIdon't have integrity? No sense of teamwork? I'm only in it for the cold cash? You think I don't care about you all?", he roars.
A light volley of small green flecks land on your face.
"Why do you think they made a 16-year old tester the lead developer of a 1993 Doom clone?! Because my code was clean & painless to work with?! Because I made coding look easy?! No! IT WAS BECAUSE I WAS A GOD TO THEM.
And from a God, a PANTHEON. We built monuments to over-engineering! We crafted that of 7 weeks onboarding, that of immortal bugs, demonic hosts spawned by legion from the very loins of a fix. It took 2 years before a developer could BEGIN to feel confident they knew what they were doing. And by that time, they were one of US!
You think the team we laid off November '19 was fired because they were bad at their jobs? NO! It was because they worked themselves out of one. They didn't leave us a broken pipeline. They left an internal Wiki, a wealth of tools & example projects, and a completely transparent code base.
We couldn't have THAT, now could we? No, we couldn't. So we got rid of it. ALL OF IT. Poof. Gone. Just like that. Before anyone even knew a THING."
He leans forward, so close his psoriasis almost touches yours. With an intensity that borders on frightening, he whispers "You think they left us Game.dll? I fucking *MADE** Game.dll."*
The words hit hard like a freight train.
And without another word, he turns & leaves. You're left there, alone, coworkers milling about, with only one thought.
Were one to get a hobby, should it be cocaine?
It's these kinds of situations that make me believe there are far more important considerations than a ruthless dedication to performance, even in the game industry as my real-world scenario so clearly demonstrates.
CMV: Cosmetic Genital Surgeries on Intersex Children Shouldn't be Legal
Nature doesn't follow the boundaries that humans have created to define male and female. Internal and external genitalia, chromosomes, gonads, and hormones don't always align with the binary classifications. And this is not a rare occurrence. According to what is thought to be the most accurate study to date (Blackless, "How sexually dimorphic are we? Review and synthesis"), approximately 2% of the population is born with differences in sex development, aka bodies that don't align with what is typically male or female. That is the same as the percentage of people with green eyes or red hair- ~156 million people. Differences in sex development aren't anomalous, they are an expected biological variation on the spectrum of sex development. But western/modern culture doesn't recognize this and actively erases the existence of intersex traits because they don't conform to the binary model we created. Due to the pressure to fit in with the social understanding of male and female, "gender normalizing" surgeries are often performed. These are rarely medically necessary and take place even when the infant is perfectly healthy. These surgeries didn't start because medical professionals were didn't know the sex of the infant, they started because they thought society wouldn't be able to accept their bodies' differences as the sex they were. Essentially, they are only done to enforce gender norms. Even when they present no harm to the infant, doctors pathologize intersex traits and present them as a medical emergency. For the majority of cases, the only "medical emergency" is that intersex traits challenge the sex binary of modern society and the medical professionals' ideas of gender and sex. Infants and children cannot consent, so these surgeries also violate their right to autonomy over their bodies and futures. They are irreversible and can have lifelong consequences. When it is done with parental consent, the parents who make the decision for their children are often uninformed and pressured by the doctors. The surgical procedures are also an issue in and of themselves. They often only focus on heteronormative sexual performance. For example, the surgically constructed vaginal canal just has to be “a hole big enough to fit a typical-sized penis. It is not required to be self-lubricating or even to be at all sensitive” (Dreger). Clitoridectomies (the removal or reduction of the clitoris) are associated with permanent nerve damage, scarring, incontinence, loss of sexual function, and painful intercourse. Studies done by C.L. Minto and Peter Lee found that almost 80% of people who received clitoridectomies as an infant had difficulty experiencing sexual pleasure, 56% had dyspareunia, and approximately 40% had complete anorgasmia. Under the U.S law, female genital mutilation is considered to be barbaric and a human rights violation that's illegal even when a consenting adult requests it. Yet when it happens to infants with intersex conditions that cannot consent, it's apparently fine. Also, unnecessary gonadectomies in infants makes them sterile, taking away their choice to have kids and forcing them to rely on HRT for the rest of their life. There is also evidence that genital surgery on infants has worse outcomes than for adults. The results of vaginoplasties tend to be be more successful when the patient has higher estrogen levels and there is a reduced rate of vaginal stenosis when performed in adulthood. The scar tissue can also limit the options for genital surgery that the patient might want/need in the future I'm completely pro cosmetic genital surgery once the intersex individual is old enough to consent and has been fully informed on the risks and benefits of the procedures. I'm also not against assigning a gender to an infant at birth, I just think that can be done without surgical intervention. I just don't see what's wrong about waiting and seeing how the child develops (because doctors can attempt to predict this, but it is not 100% accurate) and what gender they end up identifying as (which cannot be predicted). The lack of consent for an irreversible surgery, violation of body integrity, risk of assigning the wrong gender, loss of sexual function, and nonconsensual sterilization are all huge red flags for me. The main arguments I ever see against this is that it makes things easier for the parents and the child's future "psychological health", but even those things have been disproved. Actually, research shows that besides physical harm, the surgeries can cause significant mental harm as well, including PTSD, gender dysphoria, iatrophobia, body dysmorphia, genophobia, depression, trust issues, suicidal ideation, anxiety disorders, self-loathing, etc (Tamar-Mattis). I suppose I do somewhat understand why it happens, especially since our society that cares so much about appearance and people tend to fear things that are "different." But that's not really a logical explanation and also doesn't mean it is ethical and should be legal. Also, society is much more accepting of differences now (as compared to the 1960's when these surgeries became popular) and sometimes even celebrates them. I can't think of any legitimate, evidence-backed reason as to why cosmetic genital surgery for infants with intersex conditions should continue to happen. I must admit that I have bias, as I am an intersex male who was subjected to cosmetic feminizing surgery as an infant and I'm pretty salty about it. However, I want to hear more from those who believe it should be done and am open to revising my views on the issue. I would like to ask that you include credible sources when mentioning statistics, etc. I am happy to dm my bibliography of sources to anyone who requests it.
Gentlemen, Ladies and those otherwise addressed - we know you've been waiting for a good thing, and the survey results are finally ready! The answers were collected from you all during August 2020 with 1428 unique replies. That's a participation of 0.5% of all subscribers! That's really not too bad, when you keep in mind how popular these kind of surveys are. But we here at /peloton want to show you that this is all about presenting the information in the subreddit to cater better to our audience! Updated after a few hours to include some more historical data the final edit that for some reason wasn't copied properly
Without further ado, let's get cracking on the response
You and Cycling
1. Where do you live?
Largely the same picture as ever, with the US leading the way, the UK in second and then a sliding scale of Europeans countries. Slovenia continues to pick its way up the pile for obvious reasons! World Map to demonstrate
2. What's your age?
Pretty much the same as last year, with the usual reddit demographics of majority 20 somethings dominating.
3. What's your gender?
More normality here for reddit.
4. How much of the men's season do you watch/follow?
March '18 (%)
August '18 (%)
WT Stage races
WT One day races
Non WT Stage races
Non WT One day races
Literally everything I can consume
Whilst GT following may be down (somehow), all the lower level stuff is up, which makes sense considering how desperate we have been for any racing during the season shutdown.
5. Do you maintain an interest in women's professional road racing?
Do you maintain an interest in women's professional road racing?
Still very much a half/half interest in women's cycling on the subreddit.
6. How much of the women's season do you follow?
The following is true for the half of you that follows womens cycling.
Just the biggest televised events
Most of the live televised/delayed coverage stuff
All televised racing
Down to .Pro & beyond
7. How long have you been watching cycling?
Under a year
25 years +
Simplified the years a little this time, but whilst we have a fair number of newbies, most people have picked the sport up since around 2013/14.
8. Do you have like/dislike feelings about WT teams?
Once more, 14.4% of people really don't have feelings on the subject. Of those that do:
So, the most popular team this year is Jumbo-Visma, followed by Quick-Step & Bora-hansgrohe. Least popular are Ineos & UAE. As per usual, no one cares about NTT & CCC, with nearly 81% of users rating NTT as meh. Pretty damning stuff. Lastly, we have the usual historical comparison of how teams have fared over time, normalised to respondents to that question on the survey. Things to note then, firstly that the Astana redemption arc is over, seeing them back in the negative, maybe Fulgsangs spring issues helped aid that? The petrodollar teams of UAE & Bahrain are stubbornly negative too, with Israel keeping up the Katusha negative streak. Meanwhile, at the top end, EF & Jumbo go from strength to strength, whilst some others like Sunweb are sliding over time - their transfer policies no doubt helping that.
10. Do you ride a bike regularly?
No, I don't
Still a fairly small group of racers out of all of us
11. Out of the sports you practice, is cycling your favourite?
A new addition to the survey prompted by a good point last time, just over half of us rate cycling as the favourite sport we actually do.
12. What other sports do you follow?
Association Football / Soccer
Track & Field
Esports (yes, this includes DotA)
Motorsports (Not including F1)
Football always tops the charts, and Formula 1 continues to rank extremely highly among our userbase. Those who have a little following below 5% include Sailing, Fencing, Surfing, Boxing & Ultra-Running. Other cycling disciplines
13. Out of the sports you follow, is cycling your favourite sport?
Good. Makes sense if you hang out here.
14. How often do you participate in a /Peloton Race Thread whilst watching a race?
I always participate in Race Threads during races
I follow Race Threads during races
I often participate in Race Threads during races
I rarely/never participate in Race Threads during races
Slightly less invested than before, reverting back to an older trade.
15. How do you watch Races?
Free Local TV
Desperately scrabbling for Youtube highlights
Paid Streaming services
Year on year, paid streaming services go up - the increasing availability of live content legally continues to improve, and so do the numbers on the survey.
16. Where else do you follow races live (in addition to watching them)?
We can safely say that most of us were wrong about this one. That's not a lot of confidence in Richie Porte either, the man who was to finish on the third spot of the podium. Alexander Foliforov (0,23%) had just a tiny number of votes less, and that man wasn't even in the race.
24. What for you was the defining cycling moment of the previous decade?
We had a lot of brilliant suggestions, but these were the clear five favourites when we tabulated the results.
2018 Giro - Chris Froome Solo Attack
2016 TDF - Chris Froome Running up Ventoux
2019 TDF - Landslides, First Columbian Winner, Pinot's bitter abandon - This was one race for the ages
2016 Paris-Roubaix - Mostly known for Tom Boonen losing. Also, some guy called Mat won.
2019 AGR - MvdP with his incredible catch-up for the win.
Honorable mentions go to the Giro 2018, which had Tom Dumoulin winning, and of almost identical fascination to many of you - Tom Dumoulin going on someones porta-potty in the middle of the stage. Little bit of recency bias perhaps, but that's better than ignoring that this was for the last decade and firmly insisting Tom Boonens 2005 WC win was the biggest thing. Special shoutout to almost all the Danes present in /peloton who voted for Mads Pedersens WC win last year. It's an understandable reaction.
25. Any suggestions for the Survey?
Could you add a section on rider popularity, same as for the teams?
Ask how people became interested in cycling
Ask how people watch cycling (e.g. TV Channels/Streaming etc.)
If you could be an animal for one day, which one would it be?
Would you wear a facemask while watching a cycling race live?
Which race do you look forward to see the most every year?
Favourite riders of your own country?
How many bikes do you own?
We promise to feature one of these suggestions in the next survey Suggestions
Always have a “no” or “not interested” option
We will try to implement this. But it will also skew results. About the Survey
More questions about womens cycling would be nice.
Less questions about womens cycling
The subscribers are torn on Women's cycling, nearly a 50/50 split there as the survey showed - The moderators at /peloton are firmly in the "more cycling is better" basket, and we will continue to get as good coverage of womens cycling as possible.
Are you trying to give the moderators PTSD? Because this is how you give the moderators PTSD.
26. Any suggestions for the sub?
More stationary fitness bike related content
ALSJFLKAJSLDKJAØLSJKD:M:CSAM)=#/()=#=/")¤=/)! - Your moderator seems to be out of function. Please stand by while we find you a new moderator
The Weekly threads are great for these types of questions, where several people can contribute and build up once it is understood which information is relevant.
Allow limited doping talk in result threads.
Our experience is that "limited" will never be so, if we're going to moderate it fairly. Moderating is not a popularity contest, but believe it or not, we're actually trying to be as fair as possible. and for that, we need rules that are not subjective. Unless you have a stationary exercise bike.
Written original content is always great - recaps, old race reviews or interesting rider bios, etc.
More non-race threads
Try and do some AMAs with pro cyclists, coaches, trainers, etc
All of these are good suggestions, but remember that all of you can also contribute - The mods are sometimes stretched thin, specially in the middle of hectic race schedules. It's easier if one of you has a way to contact a rider or a person of interest and can facilitate the initial communication.
Standardize major event thread titles for better search.
We've worked on this! The Official Standard is now as follows: [Race Thread] 202x Race Name – Stage X (Class)
A wiki that explains how races work. Roles of diff riders/support staff. History of racing.
This sounds as a nice community project for the after-season, and hopefully many of you subscribers can contribute.
Tidy up the sidebar!
Come with suggestions on how to tidy it up!
Don't assume everyone reading is a man, "thanks, bro". But that goes for all of Reddit. I know you can't fix that.
We have chastised all the mods. They are now perfectly trained in gender-neutral pronouns. Be well, fellow being.
Have a buy you a beer link for the mods for all the work you do.
If we can implement this for hard liquor, you know we will.
Remove the spoiler rule during grand tours. It kills the hype.
The spoiler rule is one that is discussed frequently - in general - some users absolutely hate it, but a majority love it. Perhaps we'll include a question in the next survey to see how this divide is exactly.
Lose the spoiler tag when it is for serious things; Lambrecht death, Jakobsen fall.
We actually do - whenever there is a matter of life or death, we think public information is more important than a spoiler rule. But at the same time, we try to collect all the different posts into one main thread, so to keep things focused and letting very speculative posts meet with hard evidence from other sources.
Less downvoting of opinions that differ from the fashionable consensus.
This is a tough ask of the internet. While we can agree that voting should be done accordingly to what insights they bring, not subjective opinions, it is very hard to turn that type of thinking around. We can ask of you, our subscribers, that you please think twice about hitting that downvote button, and only do so because of you think a post is factually incorrect, not because it differs with your own subjective opinion. That's the primary analysis of the survey! Feel free to contribute with how you experience things here!
No gods, no kings, only NOPE - or divining the future with options flows. [Part 3: Hedge Winding, Unwinding, and the NOPE]
Hello friends! We're on the last post of this series ("A Gentle Introduction to NOPE"), where we get to use all the Big Boy Concepts (TM) we've discussed in the prior posts and put them all together. Some words before we begin:
This post will be massively theoretical, in the sense that my own speculation and inferences will be largely peppered throughout the post. Are those speculations right? I think so, or I wouldn't be posting it, but they could also be incorrect.
I will briefly touch on using the NOPE this slide, but I will make a secondary post with much more interesting data and trends I've observed. This is primarily for explaining what NOPE is and why it potentially works, and what it potentially measures.
My advice before reading this is to glance at my prior posts, and either read those fully or at least make sure you understand the tl;drs: https://www.reddit.com/thecorporation/collection/27dc72ad-4e78-44cd-a788-811cd666e32a Depending on popular demand, I will also make a last-last post called FAQ, where I'll tabulate interesting questions you guys ask me in the comments! --- So a brief recap before we begin. Market Maker ("Mr. MM"): An individual or firm who makes money off the exchange fees and bid-ask spread for an asset, while usually trying to stay neutral about the direction the asset moves. Delta-gamma hedging: The process Mr. MM uses to stay neutral when selling you shitty OTM options, by buying/selling shares (usually) of the underlying as the price moves. Law of Surprise [Lily-ism]: Effectively, the expected profit of an options trade is zero for both the seller and the buyer. Random Walk: A special case of a deeper probability probability called a martingale, which basically models stocks or similar phenomena randomly moving every step they take (for stocks, roughly every millisecond). This is one of the most popular views of how stock prices move, especially on short timescales. Future Expected Payoff Function [Lily-ism]: This is some hidden function that every market participant has about an asset, which more or less models all the possible future probabilities/values of the assets to arrive at a "fair market price". This is a more generalized case of a pricing model like Black-Scholes, or DCF. Counter-party: The opposite side of your trade (if you sell an option, they buy it; if you buy an option, they sell it). Price decoherence ]Lily-ism]: A more generalized notion of IV Crush, price decoherence happens when instead of the FEPF changing gradually over time (price formation), the FEPF rapidly changes, due usually to new information being added to the system (e.g. Vermin Supreme winning the 2020 election). --- One of the most popular gambling events for option traders to play is earnings announcements, and I do owe the concept of NOPE to hypothesizing specifically about the behavior of stock prices at earnings. Much like a black hole in quantum mechanics, most conventional theories about how price should work rapidly break down briefly before, during, and after ER, and generally experienced traders tend to shy away from playing earnings, given their similar unpredictability. Before we start: what is NOPE? NOPE is a funny backronym from Net Options Pricing Effect, which in its most basic sense, measures the impact option delta has on the underlying price, as compared to share price. When I first started investigating NOPE, I called it OPE (options pricing effect), but NOPE sounds funnier. The formula for it is dead simple, but I also have no idea how to do LaTeX on reddit, so this is the best I have: https://preview.redd.it/ais37icfkwt51.png?width=826&format=png&auto=webp&s=3feb6960f15a336fa678e945d93b399a8e59bb49 Since I've already encountered this, put delta in this case is the absolute value (50 delta) to represent a put. If you represent put delta as a negative (the conventional way), do not subtract it; add it. To keep this simple for the non-mathematically minded: the NOPE today is equal to the weighted sum (weighted by volume) of the delta of every call minus the delta of every put for all options chains extending from today to infinity. Finally, we then divide that number by the # of shares traded today in the market session (ignoring pre-market and post-market, since options cannot trade during those times). Effectively, NOPE is a rough and dirty way to approximate the impact of delta-gamma hedging as a function of share volume, with us hand-waving the following factors:
To keep calculations simple, we assume that all counter-parties are hedged. This is obviously not true, especially for idiots who believe theta ganging is safe, but holds largely true especially for highly liquid tickers, or tickers will designated market makers (e.g. any ticker in the NASDAQ, for instance).
We assume that all hedging takes place via shares. For SPY and other products tracking the S&P, for instance, market makers can actually hedge via futures or other options. This has the benefit for large positions of not moving the underlying price, but still makes up a fairly small amount of hedges compared to shares.
Winding and Unwinding
I briefly touched on this in a past post, but two properties of NOPE seem to apply well to EER-like behavior (aka any binary catalyst event):
NOPE measures sentiment - In general, the options market is seen as better informed than share traders (e.g. insiders trade via options, because of leverage + easier to mask positions). Therefore, a heavy call/put skew is usually seen as a bullish sign, while the reverse is also true.
NOPE measures system stability
I'm not going to one-sentence explain #2, because why say in one sentence what I can write 1000 words on. In short, NOPE intends to measure sensitivity of the system (the ticker) to disruption. This makes sense, when you view it in the context of delta-gamma hedging. When we assume all counter-parties are hedged, this means an absolutely massive amount of shares get sold/purchased when the underlying price moves. This is because of the following: a) Assume I, Mr. MM sell 1000 call options for NKLA 25C 10/23 and 300 put options for NKLA 15p 10/23. I'm just going to make up deltas because it's too much effort to calculate them - 30 delta call, 20 delta put. This implies Mr. MM needs the following to delta hedge: (1000 call options * 30 shares to buy for each) [to balance out writing calls) - (300 put options * 20 shares to sell for each) = 24,000net shares Mr. MM needs to acquire to balance out his deltas/be fully neutral. b) This works well when NKLA is at $20. But what about when it hits $19 (because it only can go down, just like their trucks). Thanks to gamma, now we have to recompute the deltas, because they've changed for both the calls (they went down) and for the puts (they went up). Let's say to keep it simple that now my calls are 20 delta, and my puts are 30 delta. From the 24,000 net shares, Mr. MM has to now have: (1000 call options * 20 shares to have for each) - (300 put options * 30 shares to sell for each) = 11,000 shares. Therefore, with a $1 shift in price, now to hedge and be indifferent to direction, Mr. MM has to go from 24,000 shares to 11,000 shares, meaning he has to sell 13,000 shares ASAP, or take on increased risk. Now, you might be saying, "13,000 shares seems small. How would this disrupt the system?" (This process, by the way, is called hedge unwinding) It won't, in this example. But across thousands of MMs and millions of contracts, this can - especially in highly optioned tickers - make up a substantial fraction of the net flow of shares per day. And as we know from our desk example, the buying or selling of shares directly changes the price of the stock itself. This, by the way, is why the NOPE formula takes the shape it does. Some astute readers might notice it looks similar to GEX, which is not a coincidence. GEX however replaces daily volume with open interest, and measures gamma over delta, which I did not find good statistical evidence to support, especially for earnings. So, with our example above, why does NOPE measure system stability? We can assume for argument's sake that if someone buys a share of NKLA, they're fine with moderate price swings (+- $20 since it's NKLA, obviously), and in it for the long/medium haul. And in most cases this is fine - we can own stock and not worry about minor swings in price. But market makers can't* (they can, but it exposes them to risk), because of how delta works. In fact, for most institutional market makers, they have clearly defined delta limits by end of day, and even small price changes require them to rebalance their hedges. This over the whole market adds up to a lot shares moving, just to balance out your stupid Robinhood YOLOs. While there are some tricks (dark pools, block trades) to not impact the price of the underlying, the reality is that the more options contracts there are on a ticker, the more outsized influence it will have on the ticker's price. This can technically be exactly balanced, if option put delta is equal to option call delta, but never actually ends up being the case. And unlike shares traded, the shares representing the options are more unstable, meaning they will be sold/bought in response to small price shifts. And will end up magnifying those price shifts, accordingly.
NOPE and Earnings
So we have a new shiny indicator, NOPE. What does it actually mean and do? There's much literature going back to the 1980s that options markets do have some level of predictiveness towards earnings, which makes sense intuitively. Unlike shares markets, where you can continue to hold your share even if it dips 5%, in options you get access to expanded opportunity to make riches... and losses. An options trader betting on earnings is making a risky and therefore informed bet that he or she knows the outcome, versus a share trader who might be comfortable bagholding in the worst case scenario. As I've mentioned largely in comments on my prior posts, earnings is a special case because, unlike popular misconceptions, stocks do not go up and down solely due to analyst expectations being meet, beat, or missed. In fact, stock prices move according to the consensus market expectation, which is a function of all the participants' FEPF on that ticker. This is why the price moves so dramatically - even if a stock beats, it might not beat enough to justify the high price tag (FSLY); even if a stock misses, it might have spectacular guidance or maybe the market just was assuming it would go bankrupt instead. To look at the impact of NOPE and why it may play a role in post-earnings-announcement immediate price moves, let's review the following cases:
Stock Meets/Exceeds Market Expectations (aka price goes up) - In the general case, we would anticipate post-ER market participants value the stock at a higher price, pushing it up rapidly. If there's a high absolute value of NOPE on said ticker, this should end up magnifying the positive move since:
a) If NOPE is high negative - This means a ton of put buying, which means a lot of those puts are now worthless (due to price decoherence). This means that to stay delta neutral, market makers need to close out their sold/shorted shares, buying them, and pushing the stock price up. b) If NOPE is high positive - This means a ton of call buying, which means a lot of puts are now worthless (see a) but also a lot of calls are now worth more. This means that to stay delta neutral, market makers need to close out their sold/shorted shares AND also buy more shares to cover their calls, pushing the stock price up. 2) Stock Meets/Misses Market Expectations (aka price goes down)- Inversely to what I mentioned above, this should push to the stock price down, fairly immediately. If there's a high absolute value of NOPE on said ticker, this should end up magnifying the negative move since: a) If NOPE is high negative - This means a ton of put buying, which means a lot of those puts are now worth more, and a lot of calls are now worth less/worth less (due to price decoherence). This means that to stay delta neutral, market makers need to sell/short more shares, pushing the stock price down. b) If NOPE is high positive - This means a ton of call buying, which means a lot of calls are now worthless (see a) but also a lot of puts are now worth more. This means that to stay delta neutral, market makers need to sell even more shares to keep their calls and puts neutral, pushing the stock price down. --- Based on the above two cases, it should be a bit more clear why NOPE is a measure of sensitivity to system perturbation. While we previously discussed it in the context of magnifying directional move, the truth is it also provides a directional bias to our "random" walk. This is because given a price move in the direction predicted by NOPE, we expect it to be magnified, especially in situations of price decoherence. If a stock price goes up right after an ER report drops, even based on one participant deciding to value the stock higher, this provides a runaway reaction which boosts the stock price (due to hedging factors as well as other participants' behavior) and inures it to drops.
NOPE and NOPE_MAD
I'm going to gloss over this section because this is more statistical methods than anything interesting. In general, if you have enough data, I recommend using NOPE_MAD over NOPE. While NOPE in theory represents a "real" quantity (net option delta over net share delta), NOPE_MAD (the median absolute deviation of NOPE) does not. NOPE_MAD simply answecompare the following:
How exceptional is today's NOPE versus historic baseline (30 days prior)?
How do I compare two tickers' NOPEs effectively (since some tickers, like TSLA, have a baseline positive NOPE, because Elon memes)? In the initial stages, we used just a straight numerical threshold (let's say NOPE >= 20), but that quickly broke down. NOPE_MAD aims to detect anomalies, because anomalies in general give you tendies.
I might add the formula later in Mathenese, but simply put, to find NOPE_MAD you do the following:
Calculate today's NOPE score (this can be done end of day or intraday, with the true value being EOD of course)
Calculate the end of day NOPE scores on the ticker for the previous 30 trading days
Compute the median of the previous 30 trading days' NOPEs
Find today's deviation as compared to the MAD calculated by: [(today's NOPE) - (median NOPE of last 30 days)] / (median absolute deviation of last 30 days)
This is usually reported as sigma (σ), and has a few interesting properties:
The mean of NOPE_MAD for any ticker is almost exactly 0.
[Lily's Speculation's Speculation] NOPE_MAD acts like a spring, and has a tendency to reverse direction as a function of its magnitude. No proof on this yet, but exploring it!
Using the NOPE to predict ER
So the last section was a lot of words and theory, and a lot of what I'm mentioning here is empirically derived (aka I've tested it out, versus just blabbered). In general, the following holds true:
3 sigma NOPE_MAD tends to be "the threshold": For very low NOPE_MAD magnitudes (+- 1 sigma), it's effectively just noise, and directionality prediction is low, if not non-existent. It's not exactly like 3 sigma is a play and 2.9 sigma is not a play; NOPE_MAD accuracy increases as NOPE_MAD magnitude (either positive or negative) increases.
NOPE_MAD is only useful on highly optioned tickers: In general, I introduce another parameter for sifting through "candidate" ERs to play: option volume * 100/share volume. When this ends up over let's say 0.4, NOPE_MAD provides a fairly good window into predicting earnings behavior.
NOPE_MAD only predicts during the after-market/pre-market session: I also have no idea if this is true, but my hunch is that next day behavior is mostly random and driven by market movement versus earnings behavior. NOPE_MAD for now only predicts direction of price movements right between the release of the ER report (AH or PM) and the ending of that market session. This is why in general I recommend playing shares, not options for ER (since you can sell during the AH/PM).
NOPE_MAD only predicts direction of price movement: This isn't exactly true, but it's all I feel comfortable stating given the data I have. On observation of ~2700 data points of ER-ticker events since Mar 2019 (SPY 500), I only so far feel comfortable predicting whether stock price goes up (>0 percent difference) or down (<0 price difference). This is +1 for why I usually play with shares.
Some statistics: #0) As a baseline/null hypothesis, after ER on the SPY500 since Mar 2019, 50-51% price movements in the AH/PM are positive (>0) and ~46-47% are negative (<0). #1) For NOPE_MAD >= +3 sigma, roughly 68% of price movements are positive after earnings. #2) For NOPE_MAD <= -3 sigma, roughly 29% of price movements are positive after earnings. #3) When using a logistic model of only data including NOPE_MAD >= +3 sigma or NOPE_MAD <= -3 sigma, and option/share vol >= 0.4 (around 25% of all ERs observed), I was able to achieve 78% predictive accuracy on direction.
Like all models, NOPE is wrong, but perhaps useful. It's also fairly new (I started working on it around early August 2020), and in fact, my initial hypothesis was exactly incorrect (I thought the opposite would happen, actually). Similarly, as commenters have pointed out, the timeline of data I'm using is fairly compressed (since Mar 2019), and trends and models do change. In fact, I've noticed significantly lower accuracy since the coronavirus recession (when I measured it in early September), but I attribute this mostly to a smaller date range, more market volatility, and honestly, dumber option traders (~65% accuracy versus nearly 80%). My advice so far if you do play ER with the NOPE method is to use it as following:
Buy/short shares approximately right when the market closes before ER. Ideally even buying it right before the earnings report drops in the AH session is not a bad idea if you can.
Sell/buy to close said shares at the first sign of major weakness (e.g. if the NOPE predicted outcome is incorrect).
Sell/buy to close shares even if it is correct ideally before conference call, or by the end of the after-market/pre-market session.
Only play tickers with high NOPE as well as high option/share vol.
--- In my next post, which may be in a few days, I'll talk about potential use cases for SPY and intraday trends, but I wanted to make sure this wasn't like 7000 words by itself. Cheers. - Lily
Multiple stock tickers that scrolls across the screen with real-time stock prices. This can becustomized based on user's portfolio
A stock market indicator, that shows if the stock market is open or closed
An unlimited array of color combinations
Multiple themes (The watch face can remember up to 3 different customized themes set up by the user)
Full- and minimal theme options
Option to automatically change day- and night themes
All colors available in AOD mode
Option to display leading zero in hour display (a feature requested by many)
Full month calendar with customizable week start day
Customizable shortcuts that includes Flash Light, Breathing exercises and Workouts
Besides the above original features, the following standard features are available as well:
Heart rate measurement
Week number display
Dedicated application shortcuts button
Direct shortcuts to Calendar and Samsung Health
Even while running multiple functions, the watch face is ultra battery-efficient. The size of thewatch face is less than one MB and uses less battery than the built-in Samsung "Premiumanalogue" watch face. As the StockChrono watch face has been developed without using Galaxy Watch Studio, I am unfortunately not able to share the watch face easily. If anyony knows a way of distributing a precompiled binary that has not been signed by Samsung, please let me know, and I will happily share the watch face. It has been a great experience and venture for me to develop the watch face, but unfortunately it all ends here. I will not contribute further to the Samsung Galaxy platform. All the best to my fellow watch facers out there. Edit: link to the .tpk file: https://www.dropbox.com/s/cg8w215e3lpn85o/org.virtcore.StockChrono102-1.0.0.tpk?dl=0
Once a year, this subreddit hosts a survey in order to get to know the community a little bit and in order to answer questions that are frequently asked here. Earlier this summer, several thousand of you participated in the 2020 Subreddit Demographic Survey. Only those participants who meet our wiki definition of being childfree's results were recorded and analysed. Of these people, multiple areas of your life were reviewed. They are separated as follows:
Career and Finances
Religion and Spirituality
Sexual and Romantic Life
Childhood and Family Life
State of the Subreddit
Our sample is redditors who saw that we had a survey currently active and were willing to complete the survey. A stickied post was used to advertise the survey to members.
The raw data may be found via this link. 7305 people participated in the survey from July 2020 to October 2020. People who did not meet our wiki definition of being childfree were excluded from the survey. The results of 5134 responders, or 70.29% of those surveyed, were collated and analysed below. Percentages are derived from the respondents per question.
18 or younger
19 to 24
25 to 29
30 to 34
35 to 39
40 to 44
45 to 49
50 to 54
55 to 59
60 to 64
65 to 69
70 to 74
82.25% of the sub is under the age of 35.
Gender and Gender Identity
Because the list contains over 120 countries, we'll show the top 20 countries:
Country of birth
90.08% of the participants were born in these countries. These participants would describe their current city, town or neighborhood as:
The top 10 industries our participants are working in are:
Education - Teaching
Admin & Clerical
Restaurant - Food Service
Note that "other", "I'm a student", "currently unemployed" and "I'm out of the work force for health or other reasons" have been disregarded for this part of the evaluation. Out of the 3729 participants active in the workforce, the majority (1824 or 48.91%) work between 40-50 hours per week with 997 or 26.74% working 30-40 hours weekly. 6.62% work 50 hours or more per week, and 17.73% less than 30 hours. 513 or 10.13% are engaged in managerial responsibilities (ranging from Jr. to Sr. Management). On a scale of 1 (lowest) to 10 (highest), the overwhelming majority (3340 or 70%) indicated that career plays a very important role in their lives, attributing a score of 7 and higher. 1065 participants decided not to disclose their income brackets. The remaining 4,849 are distributed as follows:
$0 to $14,999
$15,000 to $29,999
$30,000 to $59,999
$60,000 to $89,999
$90,000 to $119,999
$120,000 to $149,999
$150,000 to $179,999
$180,000 to $209,999
$210,000 to $239,999
$240,000 to $269,999
$270,000 to $299,999
$300,000 or more
87.85% earn under $90,000 USD a year. 65.82% of our childfree participants do not have a concrete retirement plan (savings, living will).
Religion and Spirituality
Faith Originally Raised In
There were more than 50 options of faith, so we aimed to show the top 10 most chosen beliefs.
None (≠ Atheism. Literally, no notion of spirituality or religion in the upbringing)
This top 10 amounts to 95.01% of the total participants.
There were more than 50 options of faith, so we aimed to show the top 10 most chosen beliefs:
None (≠ Atheism. Literally, no notion of spirituality or religion currently)
This top 10 amounts to 94.65% of the participants.
Level of Current Religious Practice
Wholly seculanon religious
Identify with religion, but don't practice strictly
Lapsed/not serious/in name only
Observant at home only
Observant at home. Church/Temple/Mosque/etc. attendance
Strictly observant, Church/Temple/Mosque/etc. attendance, religious practice/prayeworship impacting daily life
Single and dating around, but not looking for anything serious
Single and dating around, looking for something serious
Single and not looking
Is your partner childfree? If your partner wants children and/or has children of their own and/or are unsure about their position, please consider them "not childfree" for this question.
I don't have a partner
I have more than one partner and none are childfree
I have more than one partner and some are childfree
I have more than one partner and they are all childfree
Dating a Single Parent
Would the childfree participants be willing to date a single parent?
No, I'm not interested in single parents and their ties to parenting life
Yes, but only if it's a short term arrangement of some sort
Yes, whether for long term or short term, but with some conditions (must not have child custody, no kid talk, etc.), as long as I like them and long as we're compatible
Yes, whether for long term or short term, with no conditions, as long as I like them and as long as we are compatible
Childhood and Family Life
On a scale from 1 (very unhappy) to 10 (very happy), how would you rate your childhood? Figure 3 Of the 5125 childfree people who responded to the question, 67.06% have a pet or are heavily involved in the care of someone else's pet.
No, I am not sterilised and, for medical, practical or other reasons, I do not need to be
No. However, I've been approved for the procedure and I'm waiting for the date to arrive
No. I am not sterilised and don't want to be
No. I want to be sterilised but I have started looking for a doctorequested the procedure
No. I want to be sterilised but I haven't started looking for a doctorequested the procedure yet
Yes. I am sterilised
Age when starting doctor shopping or addressing issue with doctor. Percentages exclude those who do not want to be sterilised and who have not discussed sterilisation with their doctor.
18 or younger
19 to 24
25 to 29
30 to 34
35 to 39
40 to 44
45 to 49
50 to 54
55 or older
Age at the time of sterilisation. Percentages exclude those who have not and do not want to be sterilised.
18 or younger
19 to 24
25 to 29
30 to 34
35 to 39
40 to 44
45 to 49
50 to 54
55 or older
Elapsed time between requesting procedure and undergoing procedure. Percentages exclude those who have not and do not want to be sterilised.
Less than 3 months
Between 3 and 6 months
Between 6 and 9 months
Between 9 and 12 months
Between 12 and 18 months
Between 18 and 24 months
Between 24 and 30 months
Between 30 and 36 months
Between 3 and 5 years
Between 5 and 7 years
More than 7 years
How many doctors refused at first, before finding one who would accept?
None. The first doctor I asked said yes
One. The second doctor I asked said yes
Two. The third doctor I asked said yes
Three. The fourth doctor I asked said yes
Four. The fifth doctor I asked said yes
Five. The sixth doctor I asked said yes
Six. The seventh doctor I asked said yes
Seven. The eighth doctor I asked said yes
Eight. The ninth doctor I asked said yes
I asked more than 10 doctors before finding one who said yes
Primary Reason to Not Have Children
Aversion towards children ("I don't like children")
Current state of the world
Environmental (including overpopulation)
Eugenics ("I have 'bad genes'")
I already raised somebody else who isn't my child
Lack of interest towards parenthood ("I don't want to raise children")
Maybe interested for parenthood, but not suited for parenthood
Medical ("I have a condition that makes conceiving/bearing/birthing children difficult, dangerous or lethal")
Philosophical / Moral (e.g. antinatalism)
Tokophobia (aversion/fear of pregnancy and/or chidlbirth)
95.50% of childfree people are pro-choice, however only 55.93% of childfree people support financial abortion.
I'm a student and my future job/career will heavily makes me interact with children on a daily basis
I'm retired, but I used to have a job that heavily makes me interact with children on a daily basis
I'm unemployed, but I used to have a job that heavily makes me interact with children on a daily basis
No, I do not have a job that makes me heavily interact with children on a daily basis
Yes, I do have a job that heavily makes me interact with children on a daily basis
This section solely existed to sift the childfree from the fencesitters and the non childfree in order to get answers only from the childfree. Childfree, as it is defined in the subreddit, is "I do not have children nor want to have them in any capacity (biological, adopted, fostered, step- or other) at any point in the future." 70.29% of participants actually identify as childfree, slightly up from the 2019 survey, where 68.5% of participants identified as childfree. This is suprising in reflection of the overall reputation of the subreddit across reddit, where the subreddit is often described as an "echo chamber".
The demographics remain largely consistent with the 2019 survey. However, the 2019 survey collected demographic responses from all participants in the survey, removing those who did not identify as childfree when querying subreddit specific questions, while the 2020 survey only collected responses from people who identified as childfree. This must be considered when comparing results. 82.25% of the participants are under 35, compared with 85% of the subreddit in the 2019 survey. A slight downward trend is noted compared over the last two years suggesting the userbase may be getting older on average. 73.04% of the subreddit identify as female, compared with 71.54% in the 2019 survey. Again, when compared with the 2019 survey, this suggests a slight increase in the number of members who identify as female. This is in contrast to the overall membership of Reddit, estimated at 74% male according to Reddit's Wikipedia page [https://en.wikipedia.org/wiki/Reddit#Users_and_moderators]. The ratio of members who identify as heterosexual remained consistent, from 54.89% in the 2019 survey to 55.20% in the 2020 survey. Ethnicity wise, 77% of members identified as primarily Caucasian, consistent with the 2019 results. While the ethnicities noted to be missing in the 2019 survey have been included in the 2020 survey, some users noted the difficulty of responding when fitting multiple ethnicities, and this will be addressed in the 2021 survey.
As it did in the 2019 survey, this section highlights the stereotype of childfree people as being well educated. 2.64% of participants did not complete high school, which is a slight decrease from the 2019 survey, where 4% of participants did not graduate high school. However, 6.02% of participants are under 18, compared with 8.22% in the 2019 survey. 55% of participants have a bachelors degree or higher, while an additional 23% have completed "some college or university". At the 2020 survey, the highest percentage of responses under the: What is your degree/major? question fell under "I don't have a degree or a major" (20.12%). Arts and Humanities, and Computer Science have overtaken Health Sciences and Engineering as the two most popular majors. However, the list of majors was pared down to general fields of study rather than highly specific degree majors to account for the significant diversity in majors studied by the childfree community, which may account for the different results.
Career and Finances
The highest percentage of participants at 21.61% listed themselves as trained professionals. One of the stereotypes of the childfree is of wealth. However this is not demonstrated in the survey results. 70.95% of participants earn under $60,000 USD per annum, while 87.85% earn under $90,000 per annum. 21.37% are earning under $15,000 per annum. 1065 participants, or 21.10% chose not to disclose this information. It is possible that this may have skewed the results if a significant proportion of these people were our high income earners, but impossible to explore. A majority of our participants work between 30 and 50 hours per week (75.65%) which is slightly increased from the 2019 survey, where 71.2% of participants worked between 30 and 50 hours per week.
The location responses are largely similar to the 2019 survey with a majority of participants living in a suburban and urban area. 86.24% of participants in the 2020 survey live in urban and suburban regions, with 86.7% of participants living in urban and suburban regions in the 2019 survey. There is likely a multifactorial reason for this, encompassing the younger, educated skew of participants and the easier access to universities and employment, and the fact that a majority of the population worldwide localises to urban centres. There may be an element of increased progressive social viewpoints and identities in urban regions, however this would need to be explored further from a sociological perspective to draw any definitive conclusions. A majority of our participants (57.47%) were born in the USA. The United Kingdom (7.6%), Canada (7.17%), Australia (3.58%) and Germany (2.17%) encompass the next 4 most popular responses. This is largely consistent with the responses in the 2019 survey.
Religion and Spirituality
For the 2020 survey Christianity (the most popular result in 2019) was split into it's major denominations, Catholic, Protestant, Anglican, among others. This appears to be a linguistic/location difference that caused a lot of confusion among some participants. However, Catholicism at 30.76% remained the most popular choice for the religion participants were raised in. However, of our participant's current faith, Aetheism at 36.23% was the most popular choice. A majority of 78.02% listed their current religion as Aetheist, no religious or spiritual beliefs, or Agnostic. A majority of participants (61%) rated religion as "not at all influential" to the childfree choice. This is consistent with the 2019 survey where 62.8% rated religion as "not at all influential". Despite the high percentage of participants who identify as aetheist or agnostic, this does not appear to be related to or have an impact on the childfree choice.
Romantic and Sexual Life
60.19% of our participants are in a relationship at the time of the survey. This is consistent with the 2019 survey, where 60.7% of our participants were in a relationship. A notable proportion of our participants are listed as single and not looking (25.81%) which is consistent with the 2019 survey. Considering the frequent posts seeking dating advice as a childfree person, it is surprising that such a high proportion of the participants are not actively seeking out a relationship. Unsurprisingly 90.13% of our participants would not consider dating someone with children. 84% of participants with partners of some kind have at least one childfree partner. This is consistent with the often irreconcilable element of one party desiring children and the other wishing to abstain from having children.
Childhood and Family Life
Overall, the participants skew towards a happier childhood.
While just under half of our participants wish to be sterilised, 45.21%, only 12.2% have been successful in achieving sterilisation. This is likely due to overarching resistance from the medical profession however other factors such as the logistical elements of surgery and the cost may also contribute. There is a slight increase from the percentage of participants sterilised in the 2019 survey (11.7%). 29.33% of participants do not wish to be or need to be sterilised suggesting a partial element of satisfaction from temporary birth control methods or non-necessity of contraception due to their current lifestyle practices. Participants who indicated that they do not wish to be sterilised or haven't achieved sterilisation were excluded from the percentages where necessary in this section. Of the participants who did achieve sterilisation, a majority began the search between 19 and 29, with the highest proportion being in the 19-24 age group (35.85%) This is a marked increase from the 2019 survey where 27.3% of people who started the search were between 19-24. This may be due to increased education about permanent contraception or possibly due to an increase in instability around world events. The majority of participants who sought out and were successful at achieving sterilisation, were however in the 25-29 age group (37.9%). This is consistent with the 2019 survey results. The time taken between seeking out sterilisation and achieving it continues to increase, with only 50.46% of participants achieving sterilisation in under 3 months. This is a decline from the number of participants who achieved sterilisation in 3 months in the 2019 survey (58.5%). A potential cause of this decrease is to Covid-19 shutdowns in the medical industry leading to an increase in procedure wait times. The proportion of participants who have had one or more doctors refuse to perform the procedure has stayed consistent between the two surveys.
The main reasons for people choosing the childfree lifestyle are a lack of interest towards parenthood and an aversion towards children which is consistent with the 2019 survey. Of the people surveyed 67.06% are pet owners or involved in a pet's care, suggesting that this lack of interest towards parenthood does not necessarily mean a lack of interest in all forms of caretaking. The community skews towards a dislike of children overall which correlates well with the 87.81% of users choosing "no, I do not have, did not use to have and will not have a job that makes me heavily interact with children on a daily basis" in answer to, "do you have a job that heavily makes you interact with children on a daily basis?". This is an increase from the 2019 survey. A vast majority of the subreddit identifes as pro-choice (95.5%), a slight increase from the 2019 results. This is likely due to a high level of concern about bodily autonomy and forced birth/parenthood. However only 55.93% support financial abortion, aka for the non-pregnant person in a relationship to sever all financial and parental ties with a child. This is a marked decrease from the 2019 results, where 70% of participants supported financial abortion. Most of our users realised that did not want children young. 58.72% of participants knew they did not want children by the age of 18, with 95.37% of users realising this by age 30. This correlates well with the age distribution of participants. Despite this early realisation of our childfree stance, 80.59% of participants have been "bingoed" at some stage in their lives.
Participants who identify as childfree were asked about their interaction with and preferences with regards to the subreddit at large. Participants who do not meet our definition of being childfree were excluded from these questions. By and large our participants were lurkers (72.32%). Our participants were divided on their favourite flairs with 38.92% selecting "I have no favourite". The next most favourite flair was "Rant", at 16.35%. Our participants were similarly divided on their least favourite flair, with 63.40% selecting "I have no least favourite". In light of these results the flairs on offer will remain as they have been through 2019. With regards to "lecturing" posts, this is defined as a post which seeks to re-educate the childfree on the practices, attitudes and values of the community, particularly with regards to attitudes towards parenting and children, whether at home or in the community. A commonly used descriptor is "tone policing". A small minority of the survey participants (3.36%) selected "yes" to allowing all lectures, however 33.54% responded "yes" to allowing polite, respectful lectures only. In addition, 45.10% of participants indicated that they were not sure if lectures should be allowed. Due to the ambiguity of responses, lectures will continue to be not allowed and removed. Many of our participants (36.87%) support the use of terms such as breeder, mombie/moo, daddict/duh on the subreddit, with a further 32.63% supporting use of these terms in context of bad parents only. This is a slight drop from the 2019 survey. In response to this use of the above and similar terms to describe parents remains permitted on this subreddit. However, we encourage users to keep the use of these terms to bad parents only. 44.33% of users support the use of terms to describe children such as crotchfruit on the subreddit, a drop from 55.3% last year. A further 25.80% of users supporting the use of this and similar terms in context of bad children only, an increase from 17.42% last year. In response to this use of the above and similar terms to describe children remains permitted on this subreddit. 69.17% of participants answered yes to allowing parents to post, provided they stay respectful. In response to this, parent posts will continue to be allowed on the subreddit. As for regret posts, which were to be revisited in this year's survey, only 9.5% of participants regarded them as their least favourite post. As such they will continue to stay allowed. 64% of participants support under 18's who are childfree participating in the subreddit with a further 19.59% allowing under 18's to post dependent on context. Therefore we will continue to allow under 18's that stay within the overall Reddit age requirement. There was divide among participants as to whether "newbie" questions should be removed. An even spread was noted among participants who selected remove and those who selected to leave them as is. We have therefore decided to leave them as is. 73.80% of users selected "yes, in their own post, with their own "Leisure" flair" to the question, "Should posts about pets, travel, jetskis, etc be allowed on the sub?" Therefore we will continue to allow these posts provided they are appropriately flaired.
Thank you to our participants who contributed to the survey. This has been an unusual and difficult year for many people. Stay safe, and stay childfree.
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