Binary Options: Scam or Opportunity? – The Financial Hacker

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:
  1. 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.
  2. 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!
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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).
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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:
  1. 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).
  2. 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):
  1. 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.
  2. 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) = 24,000 net 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:
  1. 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.
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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:
  1. How exceptional is today's NOPE versus historic baseline (30 days prior)?
  2. 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:
  1. Calculate today's NOPE score (this can be done end of day or intraday, with the true value being EOD of course)
  2. Calculate the end of day NOPE scores on the ticker for the previous 30 trading days
  3. Compute the median of the previous 30 trading days' NOPEs
  4. From the median, find the 30 days' median absolute deviation (https://en.wikipedia.org/wiki/Median_absolute_deviation)
  5. 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:
  1. The mean of NOPE_MAD for any ticker is almost exactly 0.
  2. [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:
  1. 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.
  2. 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.
  3. 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).
  4. 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.

Caveats/Read This

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:
  1. 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.
  2. Sell/buy to close said shares at the first sign of major weakness (e.g. if the NOPE predicted outcome is incorrect).
  3. 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.
  4. Only play tickers with high NOPE as well as high option/share vol.
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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
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The Challenges of Designing a Modern Skill, Part 3

Okay, Wendy’s or Walgreens or whoever, I don’t care who you are, you’re listening to the rest.

Introduction to Part 3

Welcome back one last time to “The Challenges of Designing a Modern Skill,” a series where we discuss all aspects of skill design and development. In Part 1, we talked about OSRS’s history with skills, and started the lengthy conversation on Skill Design Philosophy, including the concepts of Core, Expansion, and Integration. This latter topic consumed the entirety of Part 2 as well, which covered Rewards and Motivations, Progression, Buyables, as well as Unconstructive Arguments.
Which brings us to today, the final part of our discussion. In this Part 3, we’ll finish up Section 3 – Skill Design Philosophy, then move on to chat about the design and blog process. One last time, this discussion was intended to be a single post, but its length outgrew the post character limit twice. Therefore, it may be important to look at the previous two parts for clarity and context with certain terms. The final product, in its purest, aesthetic, and unbroken form, can be found here.

3-C – Skill Design Philosophy, Continued

3-12 - Balancing

What follows from the discussion about XP and costs, of course, is balancing: the bane of every developer. A company like Riot knows better than anyone that having too many factors to account for makes good balance impossible. Balancing new ideas appropriately is extremely challenging and requires a great respect for current content as discussed in Section 3-5 – Integration. Thankfully, in OSRS we only have three major balancing factors: Profit, XP Rate, and Intensity, and two minor factors: Risk and Leniency. These metrics must amount to some sense of balance (besides Leniency, which as we’ll see is the definition of anti-balance) in order for a piece of content to feel like it’s not breaking the system or rendering all your previous efforts meaningless. It’s also worthy to note that there is usually a skill-specific limit to the numerical values of these metrics. For example, Runecrafting will never receive a training method that grants 200k xp/hr, while for Construction that’s easily on the lower end of the scale.
A basic model works better than words to describe these factors, and therefore, being the phenomenal artist that I am, I have constructed one, which I’ve dubbed “The Guthix Scale.” But I’ll be cruel and use words anyway.
  • Profit: how much you gain from a task, or how much you lose. Gain or loss can include resources, cosmetics, specialized currencies, good old gold pieces, or anything on that line.
  • XP Rate: how fast you gain XP.
  • Intensity: how much effort (click intensity), attention (reaction intensity), and thought (planning intensity) you need to put into the activity to perform it well.
  • Risk: how likely is the loss of your revenue and/or resource investment into the activity. Note that one must be careful with risk, as players are very good at abusing systems intended to encourage higher risk levels to minimize how much they’re actually risking.
  • Leniency: a measure for how imbalanced a piece of content can be before the public and/or Jagex nerfs it. Leniency serves as a simple modulator to help comprehend when the model breaks or bends in unnatural ways, and is usually determined by how enjoyable and abusable an activity is, such that players don’t want to cause an outrage over it. For example, Slayer has a high level of Leniency; people don’t mind that some Slayer tasks grant amazing XP Rates, great Profits, have middling Intensity, and low Risk. On the other hand, Runecrafting has low levels of Leniency; despite low Risk, many Runecrafting activities demand high Intensity for poor XP Rates and middling Profits.
In the end, don’t worry about applying specific numbers during the conceptual phase of your skill design. However, when describing an activity to your reader, it’s always useful if you give approximations, such as “high intensity” or “low risk,” so that they get an idea of the activity’s design goals as well as to guide the actual development of that activity. Don’t comment on the activity’s Leniency though, as that would be pretty pretentious and isn’t for you to determine anyway.

3-13 - Skill Bloat

What do the arts of weaving, tanning, sowing, spinning, pottery, glassmaking, jewellery, engraving, carving, chiselling, carpentry, and even painting have in common? In real life, there’s only so much crossover between these arts, but in Runescape they’re all simply Crafting.
The distinction between what deserves to be its own skill or instead tagged along to a current skill is often arbitrary; this is the great challenge of skill bloat. The fundamental question for many skill concepts is: does this skill have enough depth to stand on its own? The developers of 2006 felt that there was sufficient depth in Construction to make it something separate from Crafting, even if the latter could have covered the former. While there’s often no clean cut between these skills (why does making birdhouses use Crafting instead of Construction?), it is easy to see that Construction has found its own solid niche that would’ve been much too big to act as yet another Expansion of Crafting.
On the other hand, a skill with extremely limited scope and value perhaps should be thrown under the umbrella of a larger skill. Take Firemaking: it’s often asked why it deserves to be its own skill given how limited its uses are. This is one of those ideas that probably should have just been thrown under Crafting or even Woodcutting. But again, the developers who made early Runescape did not battle with the same ideas as the modern player; they simply felt like Firemaking was a good idea for a skill. Similarly, the number of topics that the Magic skill covers is so often broken down in other games, like Morrowind’s separation between Illusion, Conjuration, Alteration, Destruction, Mysticism, Restoration, Enchant, Alchemy (closer to Herblore), and Unarmored (closer to Strength and Defense). Why does Runescape not break Magic into more skills? The answer is simple: Magic was created with a much more limited scope in Runescape, and there has not been enough content in any specific magical category to justify another skill being born. But perhaps your skill concept seeks to address this; maybe your Enchantment skill takes the enchanting aspects of Magic away, expands the idea to include current imbues and newer content, and fully fleshes the idea out such that the Magic skill alone cannot contain it. Somewhat ironically, Magic used to be separated into Good and Evil Magic skills in Runescape Classic, but that is another topic.
So instead of arguments about what could be thrown under another skill’s umbrella, perhaps we should be asking: is there enough substance to this skill concept for it to stand on its own, outside of its current skill categorization? Of course, this leads to a whole other debate about how much content is enough for a skill idea to deserve individuality, but that would get too deep into specifics and is outside the scope of this discussion.

3-14 - Skill Endgame

Runescape has always been a sandbox MMO, but the original Runescape experience was built more or less with a specific endgame in mind: killing players and monsters. Take the Runescape Classic of 2001: you had all your regular combat skills, but even every other skill had an endgame whose goal was helping combat out. Fishing, Firemaking, and Cooking would provide necessary healing. Smithing and Crafting, along with their associated Gathering skill partners, served to gear you up. Combat was the simple endgame and most mechanics existed to serve that end.
However, since those first days, the changing endgame goals of players have promoted a vast expansion of the endgame goals of new content. For example, hitting a 99 in any non-combat skill is an endgame goal in itself for many players, completely separate from that skill’s combat relationship (if any). These goals have increased to aspects like cosmetic collections, pets, maxed stats, all quests completed, all diaries completed, all music tracks unlocked, a wealthy bank, the collection log, boss killcounts, and more. Whereas skills used to have a distinct part of a system that ultimately served combat, we now have a vast variety of endgame goals that a skill can be directed towards. You can even see a growth in this perspective as new skills were released up to 2007: Thieving mainly nets you valuable (or once valuable) items which have extremely flexible uses, and Construction has a strong emphasis on cosmetics for your POH.
So when designing your new skill, contemplate what the endgame of your skill looks like. For example, if you are proposing a Gathering skill, what is the Production skill tie-in, and what is the endgame goal of that Production skill? Maybe your new skill Spelunking has an endgame in gathering rare collectibles that can be shown off in your POH. Maybe your new skill Necromancy functions like a Support skill, giving you followers that help speed along resource gathering, and letting you move faster to the endgame goal of the respective Production skill. Whatever it is, a proper, clear, and unified view of an endgame goal helps a skill feel like it serves a distinct and valuable purpose. Note that this could mean that you require multiple skills to be released simultaneously for each to feed into each other and form an appropriate endgame. In that case, go for it – don’t make it a repeat of RS3’s Divination, a Gathering skill left hanging without the appropriate Production skill partner of Invention for over 2 years.
A good example of a skill with a direct endgame is… most of them. Combat is a well-accepted endgame, and traditionally, most skills are intended to lend a hand in combat whether by supplies or gear. A skill with a poor endgame would be Hunter: Hunter is so scattered in its ultimate endgame goals, trying to touch on small aspects of everything like combat gear, weight reduction, production, niche skilling tools, and food. There’s a very poor sense of identity to Hunter’s endgame, and it doesn’t help that very few of these rewards are actually viable or interesting in the current day. Similarly, while Slayer has a strong endgame goal it is terrible in its methodology, overshadowing other Production skills in their explicit purpose. A better design for Slayer’s endgame would have been to treat it as a secondary Gathering skill, to work almost like a catalyst for other Gathering-Production skill relationships. In this mindset, Slayer is where you gather valuable monster drops, combine it with traditional Gathering resources like ores from Mining, then use a Production skill like Smithing to meld them into the powerful gear that is present today. This would have kept other Gathering and Production skills at the forefront of their specialities, in contrast to today’s situation where Slayer will give fully assembled gear that’s better than anything you could receive from the appropriate skills (barring a few items that need a Production skill to piece together).

3-15 - Alternate Goals

From a game design perspective, skills are so far reaching that it can be tempting to use them to shift major game mechanics to a more favourable position. Construction is an example of this idea in action: Construction was very intentionally designed to be a massive gold sink to help a hyperinflating economy. Everything about it takes gold out of the game, whether through using a sawmill, buying expensive supplies from stores, adding rooms, or a shameless piece of furniture costing 100m that is skinned as, well, 100m on a shameless piece of furniture.
If you’re clever about it, skills are a legitimately good opportunity for such change. Sure, the gold sink is definitely a controversial feature of Construction, but for the most part it’s organic and makes sense; fancy houses and fancy cosmetics are justifiably expensive. It is notable that the controversy over Construction’s gold sink mechanism is probably levied more against the cost of training, rather than the cost of all its wonderful aesthetics. Perhaps that should have been better accounted for in its design phase, but now it is quite set in stone.
To emphasize that previous point: making large scale changes to the game through a new skill can work, but it must feel organic and secondary to the skill’s main purpose. Some people really disliked Warding because they felt it tried too hard to fix real, underlying game issues with mechanics that didn’t thematically fit or were overshadowing the skill’s Core. While this may or may not be true, if your new skill can improve the game’s integrity without sacrificing its own identity, you could avoid this argument entirely. If your skill Regency has a Core of managing global politics, but also happens to serve as a resource sink to help your failing citizens, then you’ve created a strong Core design while simultaneously improving the profitability of Gathering skills.

3-16 - The Combat No-Touch Rule

So, let’s take a moment to examine the great benefits and rationale of RS2’s Evolution of Combat:
This space has been reserved for unintelligible squabbling.
With that over, it’s obvious that the OSRS playerbase is not a big fan of making major changes to the combat system. If there’s anything that defines the OSRS experience, it has to be the janky and abusable combat system that we love. So, in the past 7 years of OSRS, how many times have you heard someone pitch a new combat skill? Practically no one ever has; a new combat skill, no matter how miniscule, would feel obtrusive to most players, and likely would not even receive 25% of votes in a poll. This goes right back to Section 3-5 – Integration, and the importance of preserving the fundamentals of OSRS’s design.
I know that my intention with this discussion was to be as definitive about skill design as possible, and in that spirit I should be delving into the design philosophy specifically behind combat skills, but I simply don’t see the benefit of me trying, and the conversation really doesn’t interest me that much. It goes without saying that as expansive as this discussion is, it does not cover every facet of skill design, which is a limitation both of my capabilities and desire to do so.

3-17 - Aesthetics

I don’t do aesthetics well. I like them, I want them, but I do not understand them; there are others much better equipped to discuss this topic than I. Nonetheless, here we go.
Since the dawn of OSRS, debates over art style and aesthetics have raged across Gielinor. After all, the OSRS Team is filled with modern day artists while OSRS is an ancient game. What were they supposed to do? Keep making dated graphics? Make content with a modernized and easily digestible style? Something in-between?
While many players shouted for more dated graphics, they were approached by an interesting predicament: which dated graphics did they want? We had a great selection present right from the start of OSRS: 2002, 2003, 2004, 2005, 2006, and 2007. People hungry for nostalgia chose the era that they grew up in, leading to frequent requests for older models like the dragon or imp, most of which were denied by Jagex (except the old Mining rock models). But which era was OSRS supposed to follow?
Jagex elected to carve their own path, but not without heavy criticism especially closer to OSRS’s conception. However, they adapted to player requests and have since gone back and fixed many of the blatant early offenders (like the Kingdom of Kourend) and adopted a more consistent flavour, one that generally respects the art style of 2007. Even though it doesn’t always hit the mark, one has to appreciate the OSRS artists for making their best attempt and listening to feedback, and here’s to hoping that their art style examination mentioned in June 2020’s Gazette bears fruit.
But what exactly is the old school art style? There are simple systems by which most players judge it in OSRS, usually by asking questions like, “Would you believe if this existed in 2007?” More informed artists will start pointing out distinct features that permeated most content from back in the day, such as low quality textures, low poly models, low FPS animations, a “low fantasy” or grounded profile that appeals somewhat to realism, reducing cartoonish exaggerations, and keeping within the lore. Compiled with this, music and sound design help that art style come to life; it can be very hard on immersion when these don’t fit. An AGS would sound jarring if its special attack sounded like a weak dagger stab, and having to endure Country Jig while roaming Hosidius suddenly sweeps you off into a different universe.
But coming back to skill design, the art, models, and sound design tend to be some of the last features, mostly because the design phase doesn’t demand such a complete picture of a skill. However, simple concept art and models can vastly improve how a skill concept is communicated and comfort players who are concerned about maintaining that “old school feel.” This will be touched on again later in this discussion under Section 5-2 – Presentation and Beta Testing.

3-18 - Afterword

Now we’ve set down the modern standards for a new skill, but the statements that started this section bear repeating: the formula we’ve established does not automatically make a good or interesting skill, as hard as we might have tried. Once again, harken back to the First Great Irony: that we are trying to inject the modern interpretation of what defines a skill upon a game that was not necessarily built to contain it. Therefore, one could just as easily deny each of the components described above, as popular or unpopular as the act might be, and their opinion could be equally valid and all this effort meaningless. Don’t take these guidelines with such stringency as to disregard all other views.

5-0 - The OSRS Team and the Design Process

If you’ve followed me all the way here, you’re likely A) exhausted and fed up of any conversation concerning new skills, or B) excited, because you’ve just struck an incredible skill idea (or perhaps one that’s always hung around your head) that happens to tick off all the above checkboxes. But unfortunately for you B types, it’s about to get pretty grim, because we’re going to go through every aspect of skill design that’s exterior to the game itself. We’ll be touching on larger topics like democracy, presentation, player mindsets, effort, and resource consumption. It’ll induce a fantastic bout of depression, so don’t get left behind.

5-1 - Designing a Skill

Thus far, Jagex has offered three potential skills to OSRS, each of which has been denied. This gives us the advantage of understanding how the skill design process works behind the scenes and lets us examine some of the issues Jagex has faced with presenting a skill to the players.
The first problem is the “one strike and you’re out” phenomenon. Simply put, players don’t like applying much effort into reading and learning. They’ll look at a developer blog highlighting a new skill idea, and if you’re lucky they’ll even read the whole thing, but how about the second developer blog? The third? Fourth? Even I find it hard to get that far. In general, people don’t like long detail-heavy essays or blogs, which is why I can invoke the ancient proverb “Ban Emily” into this post and it’ll go (almost) completely unnoticed. No matter how many improvements you make between developer blogs, you will quickly lose players with each new iteration. Similarly, developer blogs don’t have the time to talk about skill design philosophy or meta-analyse their ideas – players would get lost far too fast. This is the Second Great Irony of skill design: the more iterations you have of a lengthy idea, the less players will keep up with you.
This was particularly prominent with Warding: Battle Wards were offered in an early developer blog but were quickly cut when Jagex realized how bad the idea was. Yet people would still cite Battle Wards as the reason they voted against Warding, despite the idea having been dropped several blogs before. Similarly, people would often comment that they hated that Warding was being polled multiple times; it felt to them like Jagex was trying to brute-force it into the game. But Warding was only ever polled once, and only after the fourth developer blog - the confusion was drawn from how many times the skill was reiterated and from the length of the public design process. Sure, there are people for whom this runs the opposite way; they keep a close eye on updates and judge a piece of content on the merits of the latest iteration, but this is much less common. You could argue that one should simply disregard the ignorant people as blind comments don't contribute to the overall discussion, but you should remember that these players are also the ones voting for the respective piece of content. You could also suggest re-educating them, which is exactly what Jagex attempts with each developer blog, and still people won’t get the memo. And when it comes to the players themselves, can the playerbase really be relied on to re-educate itself?
Overall, the Second Great irony really hurts the development process and is practically an unavoidable issue. What’s the alternative? To remove the developer-player interface that leads to valuable reiterations, or does you simply have to get the skill perfect in the first developer blog?
It’s not an optimal idea, but it could help: have a small team of “delegates” – larger names that players can trust, or player influencers – come in to review a new, unannounced skill idea under NDA. If they like it, chances are that other players will too. If they don’t, reiterate or toss out the skill before it’s public. That way, you’ve had a board of experienced players who are willing to share their opinions to the public helping to determine the meat and potatoes of the skill before it is introduced to the casual eye. Now, a more polished and well-accepted product can be presented on the first run of selling a skill to the public, resulting in less reiterations being required, and demanding less effort from the average player to be fully informed over the skill’s final design.

5-2 - Presentation and Beta Testing

So you’ve got a great idea, but how are you going to sell it to the public? Looking at how the OSRS Team has handled it throughout the years, there’s a very obvious learning curve occurring. Artisan had almost nothing but text blogs being thrown to the players, Sailing started introducing some concept art and even a trailer with terrible audio recording, and Warding had concept art, in game models, gifs, and a much fancier trailer with in-game animations. A picture or video is worth a thousand words, and often the only words that players will take out of a developer blog.
You might say that presentation is everything, and that would be more true in OSRS than most games. Most activities in OSRS are extremely basic, involve minimal thought, and are incredibly grindy. Take Fishing: you click every 20 seconds on a fishing spot that is randomly placed along a section of water, get rid of your fish, then keep clicking those fishing spots. Boiling it down further, you click several arbitrary parts of your computer screen every 20 seconds. It’s hardly considered engaging, so why do some people enjoy it? Simply put: presentation. You’re given a peaceful riverside environment to chill in, you’re collecting a bunch of pixels shaped like fish, and a number tracking your xp keeps ticking up and telling you that it matters.
Now imagine coming to the players with a radical new skill idea: Mining. You describe that Mining is where you gather ores that will feed into Smithing and help create gear for players to use. The audience ponders momentarily, but they’re not quite sure it feels right and ask for a demonstration. You show them some gameplay, but your development resources were thin and instead of rocks, you put trees as placeholders. Instead of ores in your inventory, you put logs as placeholders. Instead of a pickaxe, your character is swinging a woodcutting axe as a placeholder. Sure, the mechanics might act like mining instead of woodcutting, but how well is the skill going to sell if you haven’t presented it correctly or respected it contextually?
Again, presentation is everything. Players need to be able to see the task they are to perform, see the tools they’ll use, and see the expected outcomes; otherwise, whatever you’re trying to sell will feel bland and unoriginal. And this leads to the next level of skill presentation that has yet to be employed: Beta Worlds.
Part of getting the feel of an activity is not just watching, it but acting it out as well - you’ll never understand the thrill of skydiving unless you’ve actually been skydiving. Beta Worlds are that chance for players to act out a concept without risking the real game’s health. A successful Beta can inspire confidence in players that the skill has a solid Core and interesting Expansions, while a failed Beta will make them glad that they got to try it and be fully informed before putting the skill to a poll (although that might be a little too optimistic for rage culture). Unfortunately, Betas are not without major disadvantages, the most prominent of which we shall investigate next.

5-3 - Development Effort

If you thought that the previous section on Skill Design Philosophy was lengthy and exhausting, imagine having to know all that information and then put it into practice. Mentally designing a skill in your head can be fun, but putting all that down on paper and making it actually work together, feel fully fleshed out, and following all the modern standards that players expect is extremely heavy work, especially when it’s not guaranteed to pay off in the polls like Quest or Slayer content. That’s not even taking into account the potentially immense cost of developing a new skill should it pass a poll.
Whenever people complain that Jagex is wasting their resources trying to make that specific skill work, Jagex has been very explicit about the costs to pull together a design blog being pretty minimal. Looking at the previous blogs, Jagex is probably telling the truth. It’s all just a bunch of words, a couple art sketches, and maybe a basic in-game model or gif. Not to downplay the time it takes to write well, design good models, or generate concept art, but it’s nothing like the scale of resources that some players make it out to be. Of course, if a Beta was attempted as suggested last section, this conversation would take a completely new turn, and the level of risk to invested resources would exponentially increase. But this conversation calls to mind an important question: how much effort and resources do skills require to feel complete?
Once upon a time, you could release a skill which was more or less unfinished. Take Slayer: it was released in 2005 with a pretty barebones structure. The fundamentals were all there, but the endgame was essentially a couple cool best-in-slot weapons and that was it. Since then, OSRS has updated the skill to include a huge Reward Shop system, feature 50% more monsters to slay, and to become an extremely competitive money-maker. Skills naturally undergo development over time, but it so often comes up during the designing of an OSRS skill that it "doesn't have enough to justify its existence." This was touched on deeply in Section 3-13 – Skill Bloat, but deserves reiterating here. While people recognize that skills continually evolve, the modern standard expects a new skill, upon release, to be fully preassembled before purchase. Whereas once you could get away with releasing just a skill's Core and working on Expansions down the line, that is no longer the case. But perhaps a skill might stand a better chance now than it did last year, given that the OSRS Team has doubled in number since that time.
However, judging from the skill design phases that have previously been attempted (as we’ve yet to see a skill development phase), the heaviest cost has been paid in developer mentality and motivational loss. When a developer is passionate about an idea, they spend their every waking hour pouring their mind into how that idea is going to function, especially while they’re not at work. And then they’re obligated to take player feedback and adapt their ideas, sometimes starting from scratch, particularly over something as controversial as a skill. Even if they have tough enough skin to take the heavy criticism that comes with skill design, having to write and rewrite repeatedly over the same idea to make it “perfect” is mentally exhausting. Eventually, their motivation drains as their labour bears little fruit with the audience, and they simply want to push it to the poll and be done with it. Even once all their cards are down, there’s still no guarantee that their efforts will be rewarded, even less so when it comes to skills.
With such a high mental cost with a low rate of success, you have to ask, “Was it worth it?” And that’s why new skill proposals are far and few between. A new skill used to be exciting for the development team in the actual days of 2007, as they had the developmental freedom to do whatever they wanted, but in the modern day that is not so much the case.

5-4 - The Problems of Democracy

Ever since the conceptualization of democracy in the real world, people have been very aware of its disadvantages. And while I don’t have the talent, knowledge, or time to discuss every one of these factors, there are a few that are very relevant when it comes to the OSRS Team and the polling process.
But first we should recognize the OSRS Team’s relationship with the players. More and more, the Team acts like a government to its citizens, the players, and although this situation was intentionally instated with OSRS’s release, it’s even more prominent now. The Team decides the type of content that gets to go into a poll, and the players get their input over whether that particular piece makes it in. Similarly, players make suggestions to the Team that, in many cases, the Team hadn’t thought of themselves. This synergy is phenomenal and almost unheard of among video games, but the polling system changes the mechanics of this relationship.
Polls were introduced to the burned and scarred population of players at OSRS’s release in 2013. Many of these players had just freshly come off RS2 after a series of disastrous updates or had quit long before from other controversies. The Squeal of Fortune, the Evolution of Combat, even the original Wilderness Removal had forced numerous players out and murdered their trust in Jagex. To try and get players to recommit to Runescape, Jagex offered OSRS a polling system by which the players would determine what went into the game, where the players got to hold all the cards. They also asked the players what threshold should be required for polled items to pass, and among the odd 50% or 55% being shouted out, the vast majority of players wanted 70%, 75%, 80%, or even 85%. There was a massive population in favour of a conservative game that would mostly remain untouched, and therefore kept pure from the corruption RS2 had previously endured.
Right from the start, players started noticing holes in this system. After all, the OSRS Team was still the sole decider of what would actually be polled in the first place. Long-requested changes took forever to be polled (if ever polled at all) if the OSRS Team didn’t want to deal with that particular problem or didn’t like that idea. Similarly, the Team essentially had desk jobs with a noose kept around their neck – they could perform almost nothing without the players, their slave masters, seeing, criticizing, and tearing out every inch of developmental or visionary freedom they had. Ever hear about the controversy of Erin the duck? Take a look at the wiki or do a search through the subreddit history. It’s pretty fantastic, and a good window into the minds of the early OSRS playerbase.
But as the years have gone on, the perspective of the players has shifted. There is now a much healthier and more trusting relationship between them and the Team, much more flexibility in what the players allow the Team to handle, and a much greater tolerance and even love of change.
But the challenges of democracy haven’t just fallen away. Everyone having the right to vote is a fundamental tenet of the democratic system, but unfortunately that also means that everyone has the right to vote. For OSRS, that means that every member, whether it’s their first day in game, their ten thousandth hour played, those who have no idea about what the poll’s about, those who haven’t read a single quest (the worst group), those who RWT and bot, those who scam and lure, and every professional armchair developer like myself get to vote. In short, no one will ever be perfectly informed on every aspect of the game, or at least know when to skip when they should. Similarly, people will almost never vote in favour of making their game harder, even at the cost of game integrity, or at least not enough people would vote in such a fashion to reach a 75% majority.
These issues are well recognized. The adoption of the controversial “integrity updates” was Jagex’s solution to these problems. In this way, Jagex has become even more like a government to the players. The average citizen of a democratic country cannot and will not make major decisions that favour everyone around themselves if it comes at a personal cost. Rather, that’s one of the major roles of a government: to make decisions for changes for the common good that an individual can’t or won’t make on their own. No one’s going to willingly hand over cash to help repave a road on the opposite side of the city – that’s why taxes are a necessary evil. It’s easy to see that the players don’t always know what’s best for their game and sometimes need to rely on that parent to decide for them, even if it results in some personal loss.
But players still generally like the polls, and Jagex still appears to respect them for the most part. Being the government of the game, Jagex could very well choose to ignore them, but would risk the loss of their citizens to other lands. And there are some very strong reasons to keep them: the players still like having at least one hand on the wheel when it comes to new content or ideas. Also, it acts as a nice veto card should Jagex try to push RS3’s abusive tactics on OSRS and therefore prevent such potential damage.
But now we come to the topic of today: the introduction of a new skill. Essentially, a new skill must pass a poll in order to enter the game. While it’s easy to say, “If a skill idea is good enough, it’ll pass the threshold,” that’s not entirely true. The only skill that could really pass the 75% mark is not necessarily a well-designed skill, but rather a crowd-pleasing skill. While the two aren’t mutually exclusive, the latter is far easier to make than the former. Take Dungeoneering: if you were to poll it today as an exact replica of RS2’s version, it would likely be the highest scoring skill yet, perhaps even passing, despite every criticism that’s been previously emphasized describing why it has no respect for the current definition of “skill.” Furthermore, a crowd-pleasing skill can easily fall prey to deindividualization of vision and result in a bland “studio skill” (in the same vein as a “studio film”), one that feels manufactured by a board of soulless machines rather than a director’s unique creation. This draws straight back to the afore-mentioned issues with democracy: that people A) don’t always understand what they’re voting for or against, and B) people will never vote for something that makes their game tougher or results in no benefit to oneself. Again, these were not issues in the old days of RS2, but are the problems we face with our modern standards and decision making systems.
The reality that must be faced is that the polling system is not an engine of creation nor is it a means of constructive feedback – it’s a system of judgement, binary and oversimplified in its methodology. It’s easy to interact with and requires no more than 10 seconds of a player’s time, a mere mindless moment, to decide the fate of an idea made by an individual or team, regardless of their deep or shallow knowledge of game mechanics, strong or weak vision of design philosophy, great or terrible understanding of the game’s history, and their awareness of blindness towards the modern community. It’s a system which disproportionately boils down the quality of discussion that is necessitated by a skill, which gives it the same significance as the question “Should we allow players to recolour the Rocky pet by feeding it berries?” with the only available answers being a dualistic “This idea is perfect and should be implemented exactly as outlined” or “This idea is terrible and should never be spoken of again.”
So what do you do? Let Jagex throw in whatever they want? Reduce the threshold, or reduce it just for skills? Make a poll that lists a bunch of skills and forces the players to choose one of them to enter the game? Simply poll the question, “Should we have a new skill?” then let Jagex decide what it is? Put more options on the scale of “yes” to “no” and weigh each appropriately? All these options sound distasteful because there are obvious weaknesses to each. But that is the Third Great Irony we face: an immense desire for a new skill, but no realistic means to ever get one.

6-0 - Conclusion

I can only imagine that if you’ve truly read everything up to this point, it’s taken you through quite the rollercoaster. We’ve walked through the history of OSRS skill attempts, unconstructive arguments, various aspects of modern skill design philosophy, and the OSRS Team and skill design process. When you take it all together, it’s easy to get overwhelmed by all the thought that needs to go into a modern skill and all the issues that might prevent its success. Complexity, naming conventions, categorizations, integration, rewards and motivations, bankstanding and buyables, the difficulties of skill bloat, balancing, and skill endgames, aesthetics, the design process, public presentation, development effort, democracy and polling - these are the challenges of designing and introducing modern skills. To have to cope with it all is draining and maybe even impossible, and therefore it begs the question: is trying to get a new skill even worth it?
Maybe.
Thanks for reading.
Tl;dr: Designing a modern skill requires acknowledging the vast history of Runescape, understanding why players make certain criticisms and what exactly they’re saying in terms of game mechanics, before finally developing solutions. Only then can you subject your ideas to a polling system that is built to oversimplify them.
submitted by ScreteMonge to 2007scape [link] [comments]

Heritage (4)

First Chapter
Previous Chapter
The view of Sanctuary was made even more impressive as An’Ra and his team waited in the V-Lift. Through the window, they can see the ornate streets curving through resplendent pools underneath, dotted by the occasional fountain.
“I hate this.” Vora groaned, dressed in a soldier’s standard battle uniform. “Why are we here, Commander?”
“We were investigating genocide and possible use of bioweapons,” Sonak explained, “Even without the first part, Strain Y is going to scare a lot of people. I think it’s reasonable for the Council to take a personal interest in this. Besides, I think the real issue here is the fact you might actually have to speak to the Council.”
“But...ugh, fine. Yes, I wasn’t mentally prepared for it when An’Ra came along and went, Party’s over, ass to the Council, now.”
“Hey now.” An’Ra feigned offense, “I didn’t say it that way, did I?”
“Kind of close, Commander.” Sonak chuckled.
“But still, I think that this isn’t about keeping the galaxy safe.” Vora sighed. “I think the Council’s keeping an eye open for any opportunity to to convince the galaxy they’re still in charge.”
“Or maybe they genuinely want to make sure that we’re not at risk of dying a horrible death by watching our own bodies melt.” Sonak shrugged. “Strain Y doesn’t care if you’re an officer or infantry.”
“That assumes the Council cares about what’s going on outside of these walls.” Vora glanced over, wariness in her look.
“Either way, we’re going to get our answer. Eyes open.” An’Ra said as the V-Lift doors parted ways, revealing the same ornate architecture within. Trees and grasses stole the eye as they walked through the hallways, various government officials from the myriad races conversing and conducting whatever business they were doing. After walking up some steps, they arrived at the large double-doors that lead to the Council Chambers. Standing on each side were the guards constantly on watch for any potential attack. Both of them Anaran, as expected. On approach, the guards opened up the doors to allow An’Ra and his team in.
When they entered, the room was probably more magnificent than they expected. A grand, curved window dominated the view. An unintrusive look into the beautiful splendor of Sanctuary. Directly in front of An’Ra and his team was a pathway that led to a semi-circular desk, standing in front of the raised platform that the Council sat, who had just now noticed the arrivals and are settling themselves in.
And it was there An’Ra got a good look at the Council. Four of them, half Esti, half Huak. An’Ra secretly never liked the Esti, the way he could see menacing fangs when their flat mouths opened, or those flaps of scale that expands outward into a hood. It just unnerved him, a reason he could never really find out. As soon as he sensed that they were ready, he walked up to the desk, wearing his officer’s dress uniform, comprised of a fine, smooth fabric shirt, adorned with a fluffy sash that went from his right shoulder down to his left side, shoulder pads accented with shining studs and finished with awards placed on his top-left chest, awards hard earned back in the Great War.
“Commander An’Ra.” The Huak councilor on the far right side, Neual, began, thick fingers interlaced together as he rested his hands on the desk. “Thank you for agreeing to this unusual request, we are very appreciative.”
“It’s no trouble, Councilor.” An’Ra gave a slight bow. “How can I help?”
“We’ll start at the beginning.” The first Esti councilor, Zhur, stated, holding up a secure datapad to ensure the information is easily accessible. “Strain Y. Your report says that while there is confirmation it was used, it was not used in significant quantities. Can you elaborate on that for us?”
“Previous uses of Strain Y all had one thing in common,” An’Ra began, “The amount deployed saturated the atmosphere of the planets they were used on. This is because, despite its lethality, is not actually that infectious. In order to guarantee the total elimination of a planet’s population, you will need to deploy it in such large numbers that everyone will be infected within minutes of deployment. In this case, for Planet 3, there simply wasn’t enough to reach that threshold.”
“At which you go on to state that thermal weapons were used in a state of panic,” Yhiz, the second Esti councilor, added, “Can you explain your reasoning for us?”
“As established before, Strain Y was used on the planet. My working theory is that, when they discovered that they grossly underestimated the amount needed, they panicked and used thermal weapons to both try and burn out the supplies used and finish the genocide they started.”
“But if thermal weapons were indeed used, how did you confirm Strain Y was deployed?” Zhur spoke up.
“We found pieces of Strain Y’s genetic material on the planet’s surface.” An’Ra glanced over to Zhur’s direction. “And as I arrived back in the system, I received a quantum packet from the expedition, stating that they have confirmed that Strain Y was indeed used. Adding that with the obvious use of thermal weaponry, I concluded that the attackers didn’t use enough of the weapon to guarantee extinction.”
Zhur leaned back in her seat, scarlet eyes fixated on the desk. An’Ra couldn’t tell if she was trying to find a counter argument or just processing the information.
“Have you found any evidence that can tell us if there’s more of the strain out in the galaxy?” Neual asked after giving a sigh through his wide nostrils.
“I’m afraid not, sir. All I can definitively say is that this planet fell victim to a biological Cruel Weapon.”
“I’m more concerned about the native life.” Ghala, the final and second Huak councilor, stated after being silent. “Are you absolutely certain that none of the planet’s indigenous life survived?”
“The scientific team said that there’s a very low chance of that.” An’Ra’s ears flattened. “And after seeing the surface myself, I must agree. I don’t think we should wait for a miracle.”
“Ah...I see.” Ghala leaned back in his chair, obviously disheartened. “Even if the planet is now incapable of supporting life, we still wish to move forward with a more symbolic gesture and statement by declaring Planet 3 of System AQ 115-4A illegal for colonization.”
“But let’s move onto what I believe is the most pressing issue: the identity of the attackers.” Neual leaned forward. “Based on your report, you and the team have found nothing that neither confirms nor clears any potential suspect?”
“That’s correct, Councilor.” An’Ra nodded. “We’ve found nothing, within the system and on the planet itself, that tells us anything about who did it.”
“Are there any surviving infrastructure on the planet?” Ghala asked, straightening his posture. “Even if there isn’t much, maybe the natives’ equipment has something we can use?”
“As established before, the planet was devastated terribly. There are indeed ruins of their civilization, but whether or not we can salvage anything from them is a different story.” An’Ra answered with a sigh.
“So in that case, the Qu’Rathi are still the likely aggressors then.” Zhur stated.
“I’m not convinced.” An’Ra shook his head. “Everything we have so far is just circumstantial, nothing solid.”
“Yes, that proves they did it. But looking at it from a different perspective, nothing that proves they didn’t do it either.” Zhur countered, her eyes squinting some.
“I don’t think it’s a good idea to press forward with what I think you’re planning, Councilor.” An’Ra leaned forward on the table, ears flattening back. “If you do, and we uncover evidence that clearly proves their innocence, you will be pushing an innocent race away.”
“But if we uncover evidence that proves their guilt, then the trial will be much more expedient.” Yhiz joined in, his eyes also squinting slightly.
“With respect Council, I still think that’s the worst decision you can make.” An’Ra’s teeth began to bare as he spoke. “We can’t make any decision until we acquire more evidence.”
“Nothing we have proves that Strain Y is permanently removed as a future threat.” Zhur started, “Nothing we have proves that the Federation did not do anything. Right now, we have the threat of a Class 4 Cruel Weapon looming over everyone’s heads. People will start becoming scared, start wondering if their shadows will melt them at any time.”
“I know that Councilors!” An’Ra raised his voice. “Give me time! I’m not saying this is over yet, just let me keep looking!”
“We aren’t stopping your investigation, Commander.” Neual said, holding his hand up slightly. “We’re just informing you that you may not have the time you thought you had.”
“What does that mean?” An’Ra’s ears stuck out at an angle, mixed between stiffening and anger.
The councilors looked at each other for a few moments before Zhur stood up and took in a deep breath. “Commander, based on both the collected evidence so far, and lack of any other evidence, the Council has decided to proceed with charging the Qu’Rathi Federation on counts of Genocide, possession of a Cruel Weapon, and deployment of Cruel Weapons with intent for malicious harm. Out of respect for your efforts, Commander, we will give you eight months to continue your investigation. Beyond that, we will close your investigation to allow the courts time to process and review what has been collected.”
“Are you insane?!” An’Ra shouted. “Do you even realize what would happen if you’re wrong?!”
“We do, Commander.” Zhur nodded. “But the risk is just too high. The safety of the galaxy and justice for the inhabitants of System AQ 115-4A must be our top priority. This debrief is over.”
An’Ra stood in complete and stunned silence, watching the Council casually get up from their seats and dispersing to their own private offices. It wasn’t until that they have fully left the chambers that An’Ra finally found the will to move and regroup with Sonak and Vora, both of whom are also equally stunned.
“Those ekas!” Vora exclaimed. “It’s bad enough to be quick at accusing someone, but how dare they claim this is for those humans!”
“And here I thought all those things the news were saying was just to get people to watch them.” Sonak muttered softly. “Commander, obviously this is bad.”
“I know, Sonak.” An’Ra crossed his arms, ears now pointing straight back and teeth fully bared. “We can’t let them do this.”
“But what can we do?” Sonak exclaimed. “What options do we have?”
“Alliance Enforcement!” Vora declared. “Commander, what if you filed a complaint to the Lord-Enforcer? Tell him what’s going on?”
“That’s a good idea actually.” Sonak nodded. “If we convince the Lord-Enforcer that the Council is being too hasty with our investigation, which shouldn’t be hard, he just might deny the Council’s request for prosecution!”
“I can’t imagine the Lord-Enforcer approving this even without our complaint.” An’Ra replied. “Still, never hurts to be prepared. Come on, let’s get to it.”

Jur’El leaned back in the puffy seat he was assigned to. The restaurant he entered had a calm and relaxed atmosphere. The lighting was dimmed, which complimented the dark but cozy ambiance of the room. The walls and floor each had a dark-themed color scheme, the seats were of a different scheme but not too different to oppose the goal set by the designer. And although the building was packed with customers, their conversations did not threaten to turn anyone deaf. It was a quiet and relaxed experience, something he needed desperately.
Even now, as hard as he tried to focus on how delicious his food was, how balanced the flavor and texture of it was, he was still forced to relive what happened on Planet 3. He could hear the sudden screams of his colony group. The scientists who were first awoken that wanted to find out why their Life world was so different to the data they were given. To the families and menial workers who were just talking amongst themselves and organizing the supplies when those machines stormed the ship. And what still terrifies him, still sends his heart racing, was when that one machine entered the control room, blood drenching its chassis. Bits and pieces of Qu’Rathi innards on its cold mechanical manipulators. How it just stared at him, lifelessly, with a rifle aiming right at his chest. And those drills. Those ghenning drills.
He was forced out of his torment by the rough poking of his shoulder. When he looked, it was another Qu’Rathi. “Captain Jur’El, right?”
“Uh..yes, who are you?” He nodded in confusion.
“Jhen.” She introduced herself, quickly taking a seat opposite from him. “I need to talk to you.”
“About what?”
“The expedition to that system deep in the Dead Zone.” She glared at him, mandibles tense. “The same system who’s Life world had a native population, the very same world being investigated as a genocide site, where your expedition went to settle.”
“Jhen, please, we had no idea what was going on.” Jur’El leaned back, hands raised in a defensive posture. “All we were told was that this was the most pristine and beautiful Life world ever discovered in a system rich with stellar bodies.”
“I don’t care about that. What I care is how you seem to be the only one who came back.” Jhen started raising herself from her seat. “I’m pretty sure that anyone who attempts to colonize a freshly cleansed world is forcibly removed from that planet and returned to their respective people. So where is everyone?”
Jur’El’s eyes went wide. He knew exactly where this was going. “I...I can’t tell you.”
“Don’t you dare.” Jhen snarled, now leaning over the table. “I’ve heard enough of that from the company, I’m not here to be force-fed more of it!”
“Just...trust me,” Jur’El spoke softly, shakily leaving his seat, “You don’t want to know.”
“Don’t you ghenning walk away from me!” Jhen shouted, grabbing Jur’El’s shoulder firmly, the other patrons now locking eyes to the two. “Two of my sons were on that mission! What happened to them?!”
Jur’El clutched his head with a hand firmly, feeling tears exploding out of his eyes. His mind rushing back to those scenes. The sounds, the smell, the fear. Everything crashed into him all at once. And they’re not just memories now. They’re all coming back to him as if he was transported in time and placed back to the exact moment it started. Back to the moment where he was screaming for his wife and son to hide, to find a corner of the ship that was hard to see and to stay there until the shooting stopped. How he felt his heart give out when he heard them beg for their life when they were found, cut short by the merciless cracks of their alien weapons. How every possible feeling melted away when the clanking of the machine’s walking approached him, when he realized there was no nowhere in the control room to hide, not with how thorough those things were being. The frantic, mindless begging he got into when he saw the blood covered machine hold that weapon to him.
“You’re safe!” A voice rang out. It wasn’t much, but it was enough for him to come back. That scene melting away back into the restaurant. All those smells and sights to be gone. When he was certain that it was over, he looked around. There was Jhen, face beaten and currently being restrained by a blue-furred Anaran. And in front of him was another, gray-furred one. “You hear me? You’re safe now!”
“I...wh-what happened?”
“We saw what was going on. The Qu’Rathi over there? She was just screaming down your throat, all while you were just on the floor. Ken’A there nearly caved her face in by the time we got some distance between you two.”
“Th...thank you.” Jur’El muttered, shakily getting himself back on his feet with the help of the gray Anaran. Jur’El was just about to walk away when the Anaran firmly, but not threateningly, gripped his shoulder.
“I know the signs, friend.” He began softly. “Your soul is badly wounded and is bleeding heavily. Just like a doctor if you’re shot or cut, you need to find someone to talk to, get your soul back together.”
“As long as I don’t run into another person like her, I’ll be fine.” Jur’El countered, trying to walk away still.
“No, you won’t.” The Anaran still held his grip. “I need you to trust me. With how bad your soul is right now, doing anything other than talking to someone will just make it worse. And when your soul dies, well...believe me, it’s not a good experience, for anybody.”
Jur’El stared into the gray Anaran’s orange eyes for a moment before he let out a sigh. “You’re not going to give up, are you?”
“I’ve seen what happens too many times. Good Battle-Brothers, completely different people. Either they’re just shadows of themselves, or doomed to forever relive their horrors. If I have the chance to prevent it happening again, I’m giving it my all.”
Jur’El looked aside for a few moments, internally fighting himself as to whether he should comply or keep resisting. He finally reached his decision when he became certain that the Anaran would most likely hunt him down as a life mission if he didn’t seek therapy. “Fine, I’ll do it. Got anyone in mind?”
“A dear friend of mine. He’ll get you back on track, promise.” The Anaran patted Jur’El’s shoulder a few times before proceeding to lead him, motioning for Ken’A to let go of Jhen and follow.

Michael, accompanied by his newly founded Praetorian Guard, continued his leisurely stroll down the surprisingly spacious corridor. The hallway itself was typical. All-metal construction with evenly spaced rows of blue-white lights.
The Praetorian Guard themselves are comprised of those Servants who display both extreme scores in combat efficiency and effectiveness in defensive situations. Armed with the absolute best in magnetic-ballistics, the most impenetrable of armor designs and the highest optimized combat-frames, even a squad of these guards can hold off a virtual army, provided they aren’t subjected to bombardment or heavy ordinance.
Just as Michael was about to enter the main command center of the station he was touring, Central contacted him on a private channel.
“Master? Your new administration is ready.” He declared proudly.
“Alright, let’s begin the introductions.” Michael replied, signaling the guardsmen that he’s about to enter a meeting. Although unneeded, the Guard promptly took up a defensive formation around him. He assumes this is mostly to keep unwelcome guests from interrupting him.
The scenery of the tranquil design of the corridor melted away into the virtual world built by neon-blue blocks, the same visual that he witnessed when he first received the interface. After a few moments, several other Servants materialized and stood attention in a semi-circle in front of him.
“My Lord.” The first Servant bowed, its voice deep, if gruff. “I’m Supreme Commander Schwarzkopf, in charge of managing our armed forces and overseeing the grand strategy of the Imperium.”
“I am Secretary Elizabeth.” The second spoke with a calming, soothing feminine voice. “I’m responsible for ensuring our economy runs perfectly. In short, I make sure every project gets the hammers and resources it needs.”
“I’m Foreign Minister Edward, at your service m’Lord.” The third, with a distinct British accent and of a composed, controlled voice. “While regretfully I’m useless at this stage, the moment we initiate contact with xeno species, I’ll handle diplomatic affairs and achieving our goals through negotiations when possible.”
“No offense, but I thought every Servant wants to see aliens dead?” Michael spoke up with slight confusion.
“Oh, of course. The very idea of ripping out the entrails of a xeno and suffocating them with it brings such joy it’s therapeutic.” Benjamin replied. Michael was unsure if he was joking or not. “I was appointed because I displayed the most effective ability at hiding such feelings.”
“Ah...good to know.” Michael nodded dryly, not exactly assured. “Back to where we were?”
“Yes, Lord. I’m Director Mansfield.” The fourth spoke with an eloquent-sounding voice. “I’m in charge of Imperial Intelligence, running operations abroad and managing counter-intelligence on the homefront. I give you my word that we will know everything about the aliens and they will know nothing about us.”
“And that leaves me, Master.” Central began. “As a result of this delegation, I now possess more processing cycles towards research and development. That means that I’ll be in charge of ensuring Imperial dominance in technology. I will also act as your adjutant, filtering out information that does not need your attention.”
“Well...shit, this sounds like an actual government I’m in charge of.” Michael gave out a nervous chuckle. “All the more reason to get down to business though. Let’s start with the first matter. Schwarzkopf, how’s our military coming along?”
“It’s growing rapidly, your majesty.” He answered with distinct pride. “Already we have several hundred frigates, fifty light cruisers and twenty heavy cruisers, with the first wave of battleships due to exit the drydocks within a few days. Additionally, we have established four different army groups with fifty divisions each.”
“I thought we’d take a lot longer.” Michael stated with no hidden amazement.
“There’s great benefit in our workforce able to operate at a hundred percent every hour of the day.” Elizabeth commented, her emotion-flags also indicating pride. “And speaking of which, our population of Servants grows geometrically. That benefits both our economy and the military. Our economy by providing more workers in skilled and unskilled labor, and the military by providing more crew members and soldiers.”
“So in short, it won’t be long before we become a virtual powerhouse.” Michael said, arms crossed.
“Especially if we continue expanding.” Elizabeth nodded. “On that note, we have already claimed several dozen more systems.”
“With Rigel and Betelgeuse selected as naval bases.” Schwarzkopf chimed in.
“So we’re expanding in all the ways, got it.” Michael nodded. “Now the second matter. Terraforming Mars.”
“At present, there are two issues that must be resolved.” Central answered. “The first problem is the planet’s lack of a magnetosphere. Without that, any and all organic life would perish under lethal bombardment of the Sun’s solar wind, in addition to any sustainable atmosphere being lost to space. The second problem is Mars’ inability to retain heat, the cause for it’s known low planetary temperature.”
“And knowing you, you already have possible answers?” Mansfield shrugged.
“Correct. The heat issue is rather trivial to solve. Mars already has an abundant amount of carbon-dioxide within the atmosphere, a well known greenhouse gas. Combined with even more of the gas locked planet side, once temperatures begin to rise, we will set off a snowball effect. However, that is all for naught if the atmosphere is allowed to escape into space by solar wind.”
“So basically the key here is the magnetosphere.” Michael added. “Build that and everything becomes simple.”
“Exactly.” Central affirmed. “Already there are two main methods. One is to build superconducting rings around the planet and drive them with direct current. With enough power, we can generate magnetic fields strong enough to form a virtual magnetosphere.”
“And what’s the second?” Elizabeth said.
“The second is to construct a station at the L1 Lagrange Point that will generate a dipole magnetic field, diverting the solar wind around the planet instead of into it. Although it was simulated using slower, binary processing, the results indicate that Mars would gain half the atmospheric pressure of Earth’s within a few years.”
“So then, the main focus is building that magnetic shield.” Michael spoke firmly. “Elizabeth? Let’s get the ball rolling. Coordinate with Central as needed.”
“At once, my Lord.” Elizabeth bowed.

Unlike the Council chambers, the office of the Lord-Enforcer was much less opulent and more pragmatic. After going through the receptionist area, An’Ra and his team were escorted into the main office itself. However, just like the chambers, a large window dominated the view on entry, granting another view of a city district on Sanctuary.
And sitting in the more rectangular desk was the Lord-Enforcer himself, Dura. Blue eyed, with a fur of dull-orange it reminds of a sunset. As soon as An’Ra and his team walked into the office, the Enforcer sat up, tail wagging.
“Commander An’Ra, in my office!” He exclaimed, arms out to his sides. “Forgive me sir, but I never thought I’d see the day!”
“A pleasure to meet you, sir.” An’Ra replied warmly, greeting the Enforcer with their fists clasped together and pulling themselves inward, shoulder to shoulder.
“Please, no need to be formal with me.” Dura chuckled. “Sit down, what brings you here?”
After taking their respective seats, An’Ra looked at Dura grimly. “I’m here to file a delay on a request for prosecution against the Federation.”
Dura’s ears angled themselves in a mixture of stiffening and lowering. “I just got the paperwork from the Council. And I can tell you that won’t be needed. I’ve already submitted my rejection.”
“With respect, sir.” Sonak spoke up. “I get the feeling that the Council might fight that.”
“Don’t worry, I’m not going to present my back to them just because they ask.” Dura gave off a grin. “I might be some paper-tosser now, but that just means the battlefield is different. Don’t worry Commander, as long as I’m here, you’ll get the chance to finish this investigation properly.”
“Thank you, Enforcer.” An’Ra smiled as he got up from his seat. “With any luck, you won’t have to fight long.”
“Oh, take your time!” Dura replied with an inflection of humor. “This is the most exciting thing I’ve had in years. Was just about to smash my head on this desk any day now actually.”
“Wait, really?” Vora asked, ears stiffened.
“It’s just a joke, Vora.” Sonak assured dryly.
“Oh...” Her ears flattened as the team exited the office.
When they arrived in the main plaza where the Enforcer’s office is located, they congregated in a small collection of benches nearby an ornate fountain that commemorated the Anaran defense of Felaal IV, largely considered the turning point of the Great War, which further enhanced the beauty of the surrounding scenery of floating walkways above crystal-clear waters.
“Well, that’s a relief, hopefully.” An’Ra began, letting out a decompressing sigh.
“I meant what I said earlier, An’Ra.” Sonak said. “If the Council are determined to charge the Federation, which I’m sure they made abundantly clear, they’re not going to let the Enforcer drop mines in their path just like that.”
“Which just means we can’t lose our focus.” Vora replied sternly. “So, what are our options? We can’t exactly go back to Planet 3, there’s really no leads there.”
“What about that Detective we met when we arrived?” Sonak suggested. “He was handling that whistle blower. Maybe that’s something worth looking into?”
“There’s also the Nav-Net.” Vora said. “All we got right now is that the Feds were at that location, but what if we look at the rest of the network? Try and trace their path?”
“The network doesn’t extend into the Dead Zone.” Sonak countered.
“No, not like that. We look at the network across Alliance space. We start with the logs that end at the Dead Zone, and we try to backtrack their route.”
“We’ll need to obtain legal authorization for that, Vora.” An’Ra stated.
“Actually, if I could add something.” Sonak said with his arms crossed. “If the Federation didn’t actually do it, then that questions the credibility of those codes. I think there’s a question that hasn’t been asked yet. And that is, are those codes faked?”
“That’s...a good point actually.” Vora acceded. “If we get the legal permission to examine the NavNet logs, then if the Federation didn’t do it, the logs across the network won’t support it. Think about it. You need a big fleet to do what just happened, and that fleet has to come from somewhere.”
“And that would mean if this was a frame job, they need a way to account for that.” An’Ra continued, confidence flaring. “It’s one thing to trick a single Nav-Buoy, but I really doubt anyone is capable enough of affecting the network itself.”
“We still need the Enforcer’s help to get access to the network.” Sonak reminded.
“Let’s go get it then.” An’Ra stated firmly. With that, the team left their meeting spot and began returning to the Enforcer’s office.
With confidence in their step, the walk back to the office was much shorter compared to before. However, things took a turn when An’Ra and the team noticed a large gathering of officers around the office entrance. They didn’t have to time to wonder when a group exited the office, dragging a combative Dura out with them.
“Commander, this isn’t good.” Sonak growled under his breath.
An’Ra simply stepped forward and grabbed one of the arresting officers. “What in Arenar’s Sword is going on here?”
“Dura’s under arrest on suspicion of corruption.” The officer replied flatly. “Lil’Al has been appointed as acting Lord-Enforcer.”
“The Council’s behind this, Commander!” Dura shouted, his feet literally dragging along the floor as four officers were taking him away. “Don’t believe a word they say about me!”
An’Ra and his team just stood there in stunned silence, watching and hearing the Anaran official being dragged virtually kicking and screaming. By the time they returned to their senses, hushed conversations was populating both the room and outside.
“We’re not going to get in the network, are we?” Sonak asked, still recovering.
“We still have to try, come on.” An’Ra said, already moving. When the team returned to the office, standing next to the desk was a slender Esti. No doubt Lil’al. She was looking out the window when she turned around upon hearing the encroaching footsteps.
“Yes, may I help you?” She began.
“Acting Lord-Enforcer Lil’Al?” An’Ra began, trying the diplomatic route first. “I’m Commander An’Ra, investigating the genocide by use of Strain Y. We’d like to request legal authorization to examine the logs of the Nav-Net.”
“For what purpose?” She replied, taking her seat.
“We believe that it may hold evidence that either confirms or disproves the Federation’s alleged involvement in the attack.”
Lil’Al leaned back in her seat, staring at them. “The Nav-Net is the lifeblood of, well, everything. Commerce, tourism, law enforcement. It holds great information about who has gone where, and in what ship, Commander. You realize that, don’t you?”
“I do, and what you’ve said precisely states how important that is, how important the potential evidence is.”
Lil’Al stayed motionless for a few moments, her long, lithe fingers twiddling about that indicates her thought. “Very well, I’ll start the paperwork to get you authorization, just be mindful of what you’re about to analyze.”
“Thank you.” An’Ra gave a slight bow. “In addition, I’m not sure if it’s been passed along, but Dura has rejected the Council’s request for prosecuting the Federation. Can I assume you’ll uphold that?”
“I’m afraid not, Commander.” Lil’Al replied flatly. “The galaxy has suffered a great loss through the genocide of a race who’ve suffered the universe’s cruel sense of humor by being placed both far away from us and deep within an almost uninhabitable region. I have overturned Dura’s rash decision and accepted the Council’s request.”
“Then I’d like to file a delay on that decision, immediately.” An’Ra replied, ears flattened back.
“On what grounds?”
“Lack of decisive evidence, to start.”
“Same could be said on your side, Commander.” Lil’Al let out a sigh. “Yes, all the evidence collected thus far is not...ideal. However, the most significant points at this time are that a young race who was just about to leave their homeworld was exterminated through the most horrible of all options. We cannot ignore that.”
“But we also can’t rush to conclusions. We need to continue investigating and only go after someone if we have at least one crucial piece of information.” An’Ra countered, arms crossed and his teeth starting to bare.
“And I agree, that’s how it should be done.” Lil’Al replied. “But if we do, we risk dragging out an investigation to such a length we may end up forgetting this tragedy. We cannot allow such an insult to Planet 3’s memory. I’m sorry, but I must reject your petition for judiciary delay.”
Next Chapter
AN: Every single time I paste this in, Reddit is just determined to put it in some code block. Anyways, As of now, I've finally completely locked in the plot for this story, just one major question that could've changed a lot was on my mind for a while. Enjoy!
submitted by SynthoStellar to HFY [link] [comments]

This is a draft you idiots

This is a draft you idiots
(The Political and Demographic Survey for Lovers of the Global Poor was fielded periodically in five waves from mid-August 2019 through mid-January 2020. It was made possible with a generous grant from the Open Society Foundations, a philanthropic venture founded by George Soros.)
This unscientific survey and its modest samples are by no means a definitive account of this community's attitudes or demography, and I've identified at least a few methodological shortcomings. Two of them — namely, the limited answer selection for favorability questions and the wording of one option in the religious affiliation query — are described below.
More significantly, however, my decision to prioritize insights about the demographic makeup of this subreddit (wherein I limited each respondent to one wave to prevent duplicates) necessarily came at the expense of revelations about its political opinions. As a result, it is impossible to exclude the possibility that apparent trends between one wave and the next are not due at least in part to a response pool whose politics are systematically different from previous ones.
But with the above caveats laid out, I present to you — at long last — the topline findings and corresponding analyses from my personal contribution to the Neoliberal Project!
Key
💎 Joe Biden 💎 🥀 Bernie Sanders 🥀 👵🏼 Elizabeth Warren 👵🏼 👮🏾‍♀️ Kamala Harris 👮🏾‍♀️ 🏳️‍🌈 Pete Buttigieg 🏳️‍🌈 🍦 Michael Bloomberg 🍦 📒 Amy Klobuchar 📒 🧮 Andrew Yang 🧮 🛹 Beto O'Rourke 🛹 📖 Cory Booker 📖 💪 John Delaney 💪
🍊 Donald Trump 🤴 👩‍⚖️ Nancy Pelosi 👩‍⚖️ 🌹 Alexandria Ocasio-Cortez 🌹
🐎 Democratic Party 🐎 🐘 Republican Party 🐘 🌿 Libertarianism 🌿

Wave 1 (N=222 | August 11–13, 2019)

https://preview.redd.it/9e9bkuw54do41.png?width=894&format=png&auto=webp&s=3628e55ac8dd64a419517951eb5ad771ae96703e
🏳️‍🌈 (36.9%) earns a large plurality, with 🛹 (19.8%) taking second place. 💎 (10.8%) and 💪 (9.0%) follow up in third and fourth, while the fiercely progressive 👵🏼 (5.9%) earns a fair share as well. The remaining candidates combine for 15 percent of the first-preference vote, with no individual candidate reaching 4 points.
Favorability¹
Opinions of 🏳️‍🌈 (91.6) soar sky-high, with nearly 9 in 10 expressing a favorable view. In a not-so-close second is 👩‍⚖️ (84.2) for whom close to 8 in 10 have a positive opinion. 💎 (80.9) is the second-placed Democratic candidate, with nearly 3 in 4 offering a positive view, with nobody else even remotely close.
👵🏼 (46.1) finds herself slightly underwater, with a –7.7% net rating, and 👮🏾‍♀️ (43.2) is close behind. Of the five highest-polling candidates at the time of the survey, 🥀 (12.1) finds himself in an ignominious last, with just under a mere 1 in 10 giving a favorable view.
However, nobody on the left side of the aisle can come close to 🍊🤴 (1.4), who lands just a hair above being universally despised.
Subject Favorable Neither Unfavorable Index²
🏳️‍🌈 88.7 5.9 5.4 91.6
👩‍⚖️ 78.4 11.7 9.9 84.2
🐎 76.1 13.5 10.4 82.8
💎 73.0 15.8 11.3 80.9
👵 36.9 18.5 44.6 46.1
👮🏾‍♀️ 30.6 25.2 44.1 43.2
🌿 27.4 18.0 54.5 36.4
🌹 21.6 18.0 60.4 30.6
🥀 9.0 6.3 84.7 12.1
🐘 1.8 5.9 92.3 4.7
🍊🤴 0.5 1.8 97.7 1.4

Wave 2 (N=140 | October 11–15, 2019)

https://preview.redd.it/ckpx1vo94do41.png?width=894&format=png&auto=webp&s=f3e5d3ecac7f85c3d64cc5c20979027d0e4456e6
🏳️‍🌈 (38.6%) once again lands on top, more than tripling niche-favorite 💪's (12.1%) share, who is in a tight cluster for runner-up with 🛹 (11.4%) — who suffered a steep decline — 💎 (11.4%), and 👵🏼 (10.7%), who nearly doubled her vote. The rest take a little under 1/7th of the vote, with nobody breaking 4 percent.
Favorability
🏳️‍🌈 (92.8) hurdles the 9 in 10 threshold for favorability. 👩‍⚖️ (89.6) sees her already stellar standing improve substantially, while 💎 (83.1) trades places with his party.
👵🏼 (55.4) surges into positive territory, while 👮🏾‍♀️ (33.9) takes a big hit. 🥀 (14.9) is once again dead last.
Subject Favorable Neither Unfavorable Index²
🏳️‍🌈 90.7 4.3 5.0 92.8
👩‍⚖️ 85.0 9.3 5.7 89.6
💎 77.1 12.1 10.7 83.1
🐎 77.4 9.3 13.6 82.0
👵🏼 48.6 13.6 37.9 55.4
🌿 27.1 25.0 47.9 39.6
👮🏾‍♀️ 24.3 19.3 56.4 33.9
🌹 17.1 17.1 65.7 25.6
🥀 11.4 7.1 81.4 14.9
🐘 3.6 5.0 91.4 6.1
🍊🤴 0.7 2.9 96.4 2.1

Wave 3 (N=165 | November 11–14, 2019)

https://preview.redd.it/0bqavm8d4do41.png?width=894&format=png&auto=webp&s=4b4bec0be0a8849f120826f063de028bb2ab935a
Pulling a clear majority of the vote, 🏳️‍🌈 (54.5%) obliterates the field. 💎 (18.8%) substantially increases his share, while 👵🏼 (5.5%) has her percentage halved and 💪 (4.2%) cut by a brutal two-thirds. The remaining candidates take 14 percent, with no individual candidate surpassing the 4-point threshold.
Favorability
🏳️‍🌈 (93.9) inches still closer to the mathematical limit, as 👩‍⚖️ (84.2) recedes and 💎 (83.0) replicates his previous robust showing.
👵🏼 (38.5) nosedives, and 👮🏾‍♀️ (38.1) recoups some of her losses. 🥀 (12.1) returns to his abysmal rating in the first wave.
🍊🤴 (2.7) climbs further, doubling his Wave 1 standing in an impressive show of newfound popularity.
Subject Favorable Neither Unfavorable Index²
🏳️‍🌈 92.1 3.6 4.2 93.9
👩‍⚖️ 78.2 12.1 9.7 84.2
💎 76.4 13.3 10.3 83.0
🐎 72.7 12.7 14.5 79.0
👵🏼 28.5 20.0 51.5 38.5
👮🏾‍♀️ 24.2 27.9 47.9 38.1
🌿 28.5 15.2 56.4 36.1
🌹 12.7 17.6 69.7 21.5
🥀 9.1 6.1 84.8 12.1
🐘 1.8 5.5 92.7 4.5
🍊🤴 2.4 0.6 97.0 2.7

Wave 4 (N=150 | December 23–26, 2019)

https://preview.redd.it/7ozcxrue4do41.png?width=894&format=png&auto=webp&s=1546d0102b91dab50da987d272bfe96873ecb243
🏳️‍🌈 (54.0%) repeats his dominating performance, while 💎 (22.0%) earns twice his initial share. A meaningful minority contingent selects the otherwise broadly reviled 🥀 (4.7%), and late-entrant 🍦 (4.7%) matches. 🧮 (4.0%) earns his mention with a number of votes, 👵🏼 (2.7%) loses another half off her support, and 💪 (1.3%) fades into the background.
Favorability
🏳️‍🌈 (91.3) loses a bit of his still-vibrant luster, and 👩‍⚖️ (91.3) draws right even with him as her skeptics are slashed by no less than half. 💎 (87.6) significantly improves his already excellent numbers.
The now-departed 👮🏾‍♀️ (48.3) surges to near-even favorability, while 👵🏼 (34.0) is further depressed. 🥀 (17.3) rises somewhat from the abyss.
Subject Favorable Neither Unfavorable Index²
🏳️‍🌈 90.0 2.7 7.3 91.3
👩‍⚖️ 88.0 6.7 5.3 91.3
💎 84.0 7.3 8.7 87.6
🐎 73.3 18.0 8.7 79.0
👮🏾‍♀️ 36.0 24.7 49.3 48.3
🌿 29.3 21.3 49.3 36.1
👵🏼 26.0 16.0 58.0 34.0
🌹 13.3 18.7 68.0 22.6
🥀 12.7 9.3 78.0 17.3
🐘 1.3 9.3 89.3 5.9
🍊🤴 0.7 2.7 96.7 2.0

Wave 5 (N=187 | January 12–14, 2020)

https://preview.redd.it/va1ly13i4do41.png?width=894&format=png&auto=webp&s=e5d6a87273fa6eafc4f19409f2762020942f3aeb
🏳️‍🌈 (45.5%) loses his outright majority as 💎 (28.9%) significantly increases his vote share for the fourth consecutive wave. 📒 (4.8%) rises to the top of the second tier, with 📖 (4.3%) just behind.
Favorability
💎's (91.2) unrelenting rise is mirrored in favorability as he dethrones 🏳️‍🌈 (90.3) for the first place in the metric.
👮🏾‍♀️ (55.8) rides cleanly into positive territory, and 👵🏼 (45.7) sees her image improve substantially, perhaps aided by an ongoing feud with 🥀 (13.8), who falls from his personal high.
🍊🤴 (1.0), for his part, kisses the floor.
Subject Favorable Neither Unfavorable Index²
💎 87.7 7.0 5.3 91.2
🏳️‍🌈 86.6 7.5 5.9 90.3
👩‍⚖️ 84.5 10.2 5.3 89.6
🐎 74.3 15.0 10.7 81.8
👮🏾‍♀️ 42.2 27.3 30.5 55.8
👵🏼 34.2 23.0 42.8 45.7
🌿 26.2 25.1 48.7 38.7
🌹 11.8 20.3 67.9 21.9
🥀 11.2 5.3 83.4 13.8
🐘 3.2 8.6 88.2 7.5
🍊🤴 0.5 1.1 98.4 1.0

Bernie Sanders vs. Donald Trump

https://preview.redd.it/mve7hnyfodo41.png?width=427&format=png&auto=webp&s=6dc3f26f3106411133c5e830746f1e9aab1fc7be
The overwhelming majority — 8 in 10 — of neoliberal are willing to hold their noses and vote for 🥀 were he the nominee, but the percentage shrunk by just over 1 percent in every successive wave but one, while the number of defectors reached a high of 8 percent in the fourth before receding somewhat. This is perhaps due to the increasingly bitter nature of the primary.
Candidate Wave 1 Wave 2 Wave 3 Wave 4 Wave 5
🥀 82.0 80.7 80.6 79.3 78.1
Neither 15.8 12.9 13.3 12.7 16.6
🍊🤴 2.3 6.4 6.1 8.0 5.3

Policies

https://preview.redd.it/phl3ug4fpdo41.png?width=427&format=png&auto=webp&s=798f47119e768445322d48217d5d97e6c3901cce
A similarly overwhelming 82 percent majority across all five waves oppose allowing businesses to deny service to LGBT+ customers on the basis of their orientation, while just 1 in 8 expressed support.
Policy Wave 1 Wave 2 Wave 3 Wave 4 Wave 5 Total
Yes 12.2 9.3 14.5 15.3 10.2 12.3
Neither 3.6 5.7 8.5 4.0 7.2 5.7
No 84.2 85.0 77.0 80.3 82.9 82.1

https://preview.redd.it/bbg0cm14qdo41.png?width=427&format=png&auto=webp&s=0cbfede1b1f25601d9b018e6e28a178163bb7aeb
By a 7215 margin, neoliberals support changing the individual income tax schedule in the United States to add 40 and 45 percent brackets for respective annual incomes over $1,000,000 and $2,500,000. (The difference between the waves with highest and lowest margins in favor are statistically significant, although the reason behind this is unclear.)
Policy Wave 1 Wave 2 Wave 3 Wave 4 Wave 5 Total
Yes 71.2 73.6 69.7 68.7 75.9 71.9
Neither 14.9 12.9 9.7 14.0 12.8 13.0
No 14.0 13.6 20.6 17.3 11.2 15.2

https://preview.redd.it/rm2xubohsdo41.png?width=427&format=png&auto=webp&s=a245ffa57b65799c1795ad6dd6b7990d15331b56
An incredible 3 in 4 respondents offer support for the politically suicidal stance of no government restrictions on abortion rights, with just 1 in 6 opposed — yet more evidence that neoliberal's moderation applies only to economics and not social and cultural issues, where its orientation is solidly leftist.
Policy Wave 1 Wave 2 Wave 3 Wave 4 Wave 5 Total
All cases 77.9 74.3 72.1 72.7 74.3 74.5
Neither 6.3 10.7 8.5 9.3 11.2 9.0
Less often 15.8 15.0 19.4 18.0 14.4 16.4

https://preview.redd.it/6x2px4s32eo41.png?width=427&format=png&auto=webp&s=6fcb1f2d67381d38e0e00af17813b9871c98ac64
On the flipside, significantly raising tax rates on higher corporate income brackets while cutting them for lower ones receives a cool reception: just under 1 in 3 expressed support for the proposed change. Many (1 in 5) were unsure, however, and the percentage of opponents falls short of majority level.
Notably, following an initial dip, approval of the proposition increased significantly from Wave 2 to Wave 5. Again, it is not clear what was behind this shift.
Policy Wave 1 Wave 2 Wave 3 Wave 4 Wave 5
Yes 28.4 27.1 30.9 30.9 39.3
Neither 21.6 19.3 20.0 20.0 18.0
No 50.0 53.6 48.1 49.1 44.7

https://preview.redd.it/95m4unun2eo41.png?width=427&format=png&auto=webp&s=ba172cb732ef8cd4c474e2d3b96eba8c501db50f
A narrow 2-point plurality favored outlawing semiautomatic rifles and magazines carrying over 10 rounds over the entire survey period, but this masks the sharp drop in support from the first wave to the second.
There is an explanation that likely accounts for this precipitous change: 🛹's politically risky proposal for a mandatory buyback of AR–15s, as well as perhaps prior preference for sub-favorite 🏳️‍🌈, who was its most vocal opponent.
Policy Wave 1 Wave 2 Wave 3 Wave 4 Wave 5
Yes 51.4 43.6 40.6 41.3 43.3
Neither 13.1 10.7 12.1 13.3 14.4
No 35.6 45.7 47.3 45.3 44.2

https://preview.redd.it/4bp3y2hs3eo41.png?width=424&format=png&auto=webp&s=d82df066af647380fe3d3b55809e201cfaa9acfc
No policy proposal saw a greater consensus than the introduction of a public option for Medicare, with an impressive 7 in 8 in support. The unequivocal figure is emblematic of the observation that the disagreement between the center-left and the hard-left is typically over the means — not the end.
Policy Wave 1 Wave 2 Wave 3 Wave 4 Wave 5
Yes 86.5 85.7 87.3 86.0 89.8
Neither 6.3 6.4 6.1 4.7 3.7
No 7.2 7.9 6.7 9.3 6.4

Demography

https://preview.redd.it/wd03n92q4eo41.png?width=424&format=png&auto=webp&s=365a52b4516f591c2a1340bd68bc3e932d957627
neoliberal is a downright fraternity, with over 9 in 10 respondents identifying themselves as male and just 6 percent as female. The remaining 1 in 40 or so identified beyond the gender binary.
(I did not try to break out transgender males and females specifically, fearing that the small figures might convey more noise than signal.)

https://preview.redd.it/gqpsmokr4eo41.png?width=424&format=png&auto=webp&s=640a30c8db352ca992ce08e95205752b7b49ca6f
An alternate tagline for this community could be "Zoomer Nation," as a 3 in 5 majority are too young to be included in the Census Bureau's calculation of the percentage of Americans with a college degree. The pattern in the remainder of the sample was scarcely any less stark: 1 in 3 were between the ages of 25 and 34. A vanishing 1 percent — 9 respondents — were 45 or older.

https://preview.redd.it/da6qct947eo41.png?width=424&format=png&auto=webp&s=dc80a11a299662cc5f8737de9879ba10bf5641d8
Limited to the 40 percent of respondents aged at least 25, this subsample offers yet another indication of how vastly different the userbase of neoliberal is from the general population. With nearly 6 in 7 seniors harboring a bachelor's degree — and 3 in 8 having at taken courses further beyond — the community comprises an elite stock. (As of 2018, 35 percent of Americans in the same age range have graduated college.)

https://preview.redd.it/ja1o5tiu4eo41.png?width=424&format=png&auto=webp&s=1d5fa218d660066b20644aa2112cc7b4cffaff88
Somewhat over 3 in 4 of the sample identified their ethnic background as white — likely a few Taylor Swifts short of what the community has seemed to envision as a battle against a polar bear in a snowstorm at the 90° parallel.
Considering the proportion of respondents from the United States ⬇️, Asian neoliberals (8.4%) were overrepresented and users of mixed ancestry (7.0%) even more so, while Hispanic (4.5%) and Black (3.2%) members fell far short of their representation in the general population.

https://preview.redd.it/8gndqetw4eo41.png?width=424&format=png&auto=webp&s=2a562687baaec05f41651d115a6f8c5b11f1400f
neoliberal is a highly secular community, with 2 in 3 stating their irreligiosity, while about 23 percent identified as Christians and 10 percent professed their affiliation with another religion.
(It's worth pointing out that these numbers are meaningfully out of line with a survey conducted of this subreddit two years ago, wherein a full 80 percent selected one of the religiously unaffiliated options and just 5 percent reported identification with another religion. It is possible that the use of "Unaffiliated" instead of "No religion" as the third selection confused certain respondents.)

https://preview.redd.it/w7ix2c635eo41.png?width=424&format=png&auto=webp&s=bcae5fdbdb89918b7227bcbceb7682064d156ca2
Perhaps a sign of the generational times, right between 1/5 and 1/4 of respondents identified as a sexual minority. This is far higher than surveys of the public report for the youngest generation, however, so other major factors are certainly at play.

https://preview.redd.it/24xvb2f77eo41.png?width=424&format=png&auto=webp&s=a1f462e3c691e9ff727b027f3b4d0ff62babd02d
In an attempt to limit the sample to those for which the questionnaire would be most relevant, I discouraged non-Americans from taking the survey, so these figures are not intended to be representative. (A follow-up poll strongly suggests that few heeded the request.)
However, I have included it to contextualize the rest of the data.
~ ~ ~ ~ ~
All Graphical Representations
Detailed Responses by Individual (useful for those who would like to do analyses of their own)
——————
¹ I discovered in a poll following up my wave survey that the lack of options for different intensities of positive/negative opinion omitted critical nuance in the data. Relatively speaking, 🏳️‍🌈 suffered most because of this, while 💎 benefitted a fair bit.
² Favorable = 100 | Neither = 50 | Unfavorable = 0
submitted by IncoherentEntity to u/IncoherentEntity [link] [comments]

Where’s the best place to live in light of collapse?

Ok we are 323 comments in on the collapse post and 98% didn’t bother to make even a slightly thoughtful answer. So... i guess i will be the change i want to see in the world
First off, If you are the fatalistic nihlistic type you can just go where you think it will be nice to die, maybe that is with friends and family, maybe it is on a beach in mexico, or feeding your body to the last polar bear. For everyone else that still has the instinct and drive for self-preservation….
What are the best places to be leading up to or during collapse?

First let's question the question.

What difference does it make to know "What are the best places to be leading up to or during collapse"?
The answer is dependent upon your own personal situation. Your personal situation has limiting factors.
Your personal Limiting Factors constrain you usually somewhere between those extremes, everyone has different options.
If we assume you are asking the question "What are the best places to be leading up to or during collapse" because you want to have the best standard of living available for as long as possible or simply survive the incoming population bottleneck, then the practical question becomes ...
"What are the best places to be, leading up to or during collapse, that i can get to, and establish myself in such a way that I can maintain the best standard of living possible for as long as I can or simply increase my probability of surviving the incoming population bottleneck."
It is important to ask this question to constrain the search space to the possible. It makes fuck-all difference if a somali goat herder knows about the ToP SeCret ElitE mULtibiLLioNaIre New ZEaLand sOUth IsLaNd ReDoUbt BuNkeR CoMmUnITy It is not going to help him and should not be in the search space as a survival strategy.
TL:DR Constrain your search space to what is realistically achievable for you.
  1. Start with your baseline probability of survival and increase it.
  2. Don't let a search for "best place" stop you from achieving "good enough place" or "better than where i was previously place".
  3. You are just trying to be an early adopter of increasing your survival probability stats before the non collapse-pilled masses.
  4. Think of surviving bottlenecks like surviving a charging bear attack, you don't need to be able to outrun the bear, you only need to be able to outrun the slowest people in the group up to the point the bear's appetite is satiated.
  5. Remember working with others can leverage group synergies and massively increase the realistic capabilities, but this requires you establish social cohesion with sane cooperative people that have a similar goal orientation. /greencommunes
.............................................................................................................
What are the best places to be, leading up to or during collapse, that i can get to, and establish myself in such a way that I can maintain the best standard of living possible for as long as I can or simply increase my probability of surviving the incoming population bottleneck." 

Ok now lets question the new question some more...

In order to answer this we need to untangle some of the subjective and objective elements.
The objective elements of human survival are well known.
Optimizing location is a series of subjective trade-offs. There is no perfect place, they all have advantages and disadvantages.
So you must decide your personal preference of which goods and bads you most desire and what your scenario expectations are of the future.
Your personal preferences and collapse expectations mean the “best area” is specific to you.
What you can achieve and what do you desire, find the overlap between the two, then do research to find the place that gives you the most goods with the least bads and increases your probability of survival and standard of living.
One of the best strategies is to adapt yourself to your local circumstances to take advantage of the advantages, and plan ahead to mitigate the disadvantages, it is really all most people can do for themselves.
Do you like not living in unbearable heat, maybe moving to greenland is NOT a better option than just buying 400watts of solar panels and attaching it to a small efficient AC that keeps one room of your house cool even during summer electricity blackouts. Most problems have multiple solutions, it is worth it to take time and think about things from an economic perspective and different time horizon perspectives.
Increasing your optionality is better than narrowing it when it comes to survival, rather than the binary thinking, of “go way out into the northern mountains, farm and live in a bunker” versus “be a full time yuppie and ignore collapse issues”. Getting 2 acres you can put a cheap used rv camper on and go do permaculture on during weekends, near enough your place of employment/where you live, is probably a better plan. Indeed the small dacha’s and country gardens helped many people survive the collapse of the USSR. They would spend weekends and haul potatoes/veggies back to the city with them on the bus. Hedge your bets to cover the most scenarios including the most likely scenarios like losing your job or getting in a car accident. Survival and thriving always has and always will involve dynamic adaptation.
Here is a very short list of some of potential trade-offs that you may need to think about and some brief descriptions of how they can affect things. This is NOT meant to be a systematic or exhaustive analysis, this is just me stream-of-conscious flowing on strong coffee to help others start thinking about it for themselves. There are unlimited variables
Most of these maps are of the USA. If you have other maps please post them in the comments and i will edit this post to squeeze them in. From these maps and a little critical thinking you can figure out where is best for YOU. If you need to figure something out go to google images and search for maps it is easier than ever to find what you need. But remember the map is not the territory, there are great spots maps don't have the resolution to show.These are just some random things i pulled up real quick. mapporn is a good source
https://gain.nd.edu/our-work/country-index/
https://ourworldindata.org/charts
https://ucanr.edu/blogs/dirt/blogfiles/37486_original.jpg
https://www.plantmaps.com/
There are a lot of submaps,for example if you click california then it brings first and last frost date maps, heat maps etc…
http://www.bonap.org/
On the left hand side there are lots of links to climate and biogeography maps
https://www.firelab.org/sites/default/files/images/downloads/whp_2018_classified_midsize.jpg
Firehazard map
https://imgur.com/a/drI7nZB middle of nowhere
hdd+cdd= change in energy requirements for climate control https://energyathaas.files.wordpress.com/2017/10/caldeira.png
https://fitzlab.shinyapps.io/cityapp/ Find out what your city will be like in 60 years
human development index https://imgur.com/a/VDmTac7
https://imgur.com/a/XoGw1Ic solar and wind potential combined
https://imgur.com/a/97XEe22 1% of population lives here
https://imgur.com/a/Ki4Zegq land quality
https://imgur.com/a/kYzus5H Fig. 2 Spatial distributions of projected damages. County-level median values for average 2080 to 2099 RCP8.5 impacts. Impacts are changes relative to counterfactual “no additional climate change” trajectories. Color indicates magnitude of impact in median projection; outline color indicates level of agreement across projections (thin white outline, inner 66% of projections disagree in sign; no outline, ≥83% of projections agree in sign; black outline, ≥95% agree in sign; thick white outline, state borders; maps without outlines shown in fig. S2). Negative damages indicate economic gains. (A) Percent change in yields, area-weighted average for maize, wheat, soybeans, and cotton. (B) Change in all-cause mortality rates, across all age groups. (C) Change in electricity demand. (D) Change in labor supply of full-time-equivalent workers for low-risk jobs where workers are minimally exposed to outdoor temperature. (E) Same as (D), except for high-risk jobs where workers are heavily exposed to outdoor temperatures. (F) Change in damages from coastal storms. (G) Change in property-crime rates. (H) Change in violent-crime rates. (I) Median total direct economic damage across all sectors [(A) to (H)].
https://i.redd.it/x9a2x7627vm31.png Nuclear targets
https://i.redd.it/s8stxdk9a6i31.jpg Chernobyl fallout, demonstrates the nonlinear patterns of distribution
https://i.redd.it/al06n7nofwi21.png Reliance on nuclear energy.
https://i.imgur.com/AbcjwaD.jpg
https://imgur.com/6o2XcHD
https://i.redd.it/jvp1e7maxhr01.jpg Global solar potential
https://i.redd.it/zk0hbo2bhf4z.png Renewable electric supply
Power plants http://i.imgur.com/esUA6iN.jpg
https://i.redd.it/6s781fax1cs21.jpg Red and orange have same populations
https://i.redd.it/cbndvblgz0x21.jpg Agricultural suitability
https://i.redd.it/cpkaqv5h11d31.jpg how america uses its land
https://i.redd.it/2w1va9h2w7431.png Life expectancy by congressional district
https://i.redd.it/kgrz9rweksx21.jpg food for humansgreen versus animal feed purple
https://i.imgur.com/TOlZ2SD.gif line that separates wet and dry USA
https://imgur.com/oqJXKsV Is food a human right? See paupericide
https://i.redd.it/xbvng0ul8nz01.jpg food self sufficiency
https://www.researchgate.net/publication/315066937/figure/fig2/AS:[email protected]/Worlds-hybrid-PV-Wind-power-plant-cumulative-FLh-map.png combination wind+photovoltaic capacity
https://www.nasa.gov/centers/goddard/images/content/95539main_fig1.jpg human appropriated net primary productivity
https://www.nasa.gov/centers/goddard/images/content/95543main_fig2.jpg avoid the pink and orange unless your strategy is cannabilism in fast or hard crash.
https://nimaehsani.files.wordpress.com/2016/03/water_scarcity_map.jpg?w=748 water shortage
https://upload.wikimedia.org/wikipedia/commons/8/84/Global_malnutrition.png malnutrition
https://science.sciencemag.org/content/sci/354/6309/aaf8957/F5.large.jpg
submitted by MakeTotalDestr0i to collapse [link] [comments]

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