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No gods, no kings, only NOPE - or divining the future with options flows. [Part 2: A Random Walk and Price Decoherence]

tl;dr -
1) Stock prices move continuously because different market participants end up having different ideas of the future value of a stock.
2) This difference in valuations is part of the reason we have volatility.
3) IV crush happens as a consequence of future possibilities being extinguished at a binary catalyst like earnings very rapidly, as opposed to the normal slow way.
I promise I'm getting to the good parts, but I'm also writing these as a guidebook which I can use later so people never have to talk to me again.
In this part I'm going to start veering a bit into the speculation territory (e.g. ideas I believe or have investigated, but aren't necessary well known) but I'm going to make sure those sections are properly marked as speculative (and you can feel free to ignore/dismiss them). Marked as [Lily's Speculation].
As some commenters have pointed out in prior posts, I do not have formal training in mathematical finance/finance (my background is computer science, discrete math, and biology), so often times I may use terms that I've invented which have analogous/existing terms (e.g. the law of surprise is actually the first law of asset pricing applied to derivatives under risk neutral measure, but I didn't know that until I read the papers later). If I mention something wrong, please do feel free to either PM me (not chat) or post a comment, and we can discuss/I can correct it! As always, buyer beware.
This is the first section also where you do need to be familiar with the topics I've previously discussed, which I'll add links to shortly (my previous posts:
1) https://www.reddit.com/thecorporation/comments/jck2q6/no_gods_no_kings_only_nope_or_divining_the_future/
2) https://www.reddit.com/thecorporation/comments/jbzzq4/why_options_trading_sucks_or_the_law_of_surprise/
---
A Random Walk Down Bankruptcy
A lot of us have probably seen the term random walk, maybe in the context of A Random Walk Down Wall Street, which seems like a great book I'll add to my list of things to read once I figure out how to control my ADD. It seems obvious, then, what a random walk means - when something is moving, it basically means that the next move is random. So if my stock price is $1 and I can move in $0.01 increments, if the stock price is truly randomly walking, there should be roughly a 50% chance it moves up in the next second (to $1.01) or down (to $0.99).
If you've traded for more than a hot minute, this concept should seem obvious, because especially on the intraday, it usually isn't clear why price moves the way it does (despite what chartists want to believe, and I'm sure a ton of people in the comments will tell me why fettucini lines and Batman doji tell them things). For a simple example, we can look at SPY's chart from Friday, Oct 16, 2020:

https://preview.redd.it/jgg3kup9dpt51.png?width=1368&format=png&auto=webp&s=bf8e08402ccef20832c96203126b60c23277ccc2
I'm sure again 7 different people can tell me 7 different things about why the chart shape looks the way it does, or how if I delve deeply enough into it I can find out which man I'm going to marry in 2024, but to a rationalist it isn't exactly apparent at why SPY's price declined from 349 to ~348.5 at around 12:30 PM, or why it picked up until about 3 PM and then went into precipitous decline (although I do have theories why it declined EOD, but that's for another post).
An extremely clever or bored reader from my previous posts could say, "Is this the price formation you mentioned in the law of surprise post?" and the answer is yes. If we relate it back to the individual buyer or seller, we can explain the concept of a stock price's random walk as such:
Most market participants have an idea of an asset's true value (an idealized concept of what an asset is actually worth), which they can derive using models or possibly enough brain damage. However, an asset's value at any given time is not worth one value (usually*), but a spectrum of possible values, usually representing what the asset should be worth in the future. A naive way we can represent this without delving into to much math (because let's face it, most of us fucking hate math) is:
Current value of an asset = sum over all (future possible value multiplied by the likelihood of that value)
In actuality, most models aren't that simple, but it does generalize to a ton of more complicated models which you need more than 7th grade math to understand (Black-Scholes, DCF, blah blah blah).
While in many cases the first term - future possible value - is well defined (Tesla is worth exactly $420.69 billion in 2021, and maybe we all can agree on that by looking at car sales and Musk tweets), where it gets more interesting is the second term - the likelihood of that value occurring. [In actuality, the price of a stock for instance is way more complicated, because a stock can be sold at any point in the future (versus in my example, just the value in 2021), and needs to account for all values of Tesla at any given point in the future.]
How do we estimate the second term - the likelihood of that value occurring? For this class, it actually doesn't matter, because the key concept is this idea: even with all market participants having the same information, we do anticipate that every participant will have a slightly different view of future likelihoods. Why is that? There's many reasons. Some participants may undervalue risk (aka WSB FD/yolos) and therefore weight probabilities of gaining lots of money much more heavily than going bankrupt. Some participants may have alternative data which improves their understanding of what the future values should be, therefore letting them see opportunity. Some participants might overvalue liquidity, and just want to GTFO and thereby accept a haircut on their asset's value to quickly unload it (especially in markets with low liquidity). Some participants may just be yoloing and not even know what Fastly does before putting their account all in weekly puts (god bless you).
In the end, it doesn't matter either the why, but the what: because of these diverging interpretations, over time, we can expect the price of an asset to drift from the current value even with no new information added. In most cases, the calculations that market participants use (which I will, as a Lily-ism, call the future expected payoff function, or FEPF) ends up being quite similar in aggregate, and this is why asset prices likely tend to move slightly up and down for no reason (or rather, this is one interpretation of why).
At this point, I expect the 20% of you who know what I'm talking about or have a finance background to say, "Oh but blah blah efficient market hypothesis contradicts random walk blah blah blah" and you're correct, but it also legitimately doesn't matter here. In the long run, stock prices are clearly not a random walk, because a stock's value is obviously tied to the company's fundamentals (knock on wood I don't regret saying this in the 2020s). However, intraday, in the absence of new, public information, it becomes a close enough approximation.
Also, some of you might wonder what happens when the future expected payoff function (FEPF) I mentioned before ends up wildly diverging for a stock between participants. This could happen because all of us try to short Nikola because it's quite obviously a joke (so our FEPF for Nikola could, let's say, be 0), while the 20 or so remaining bagholders at NikolaCorporation decide that their FEPF of Nikola is $10,000,000 a share). One of the interesting things which intuitively makes sense, is for nearly all stocks, the amount of divergence among market participants in their FEPF increases substantially as you get farther into the future.
This intuitively makes sense, even if you've already quit trying to understand what I'm saying. It's quite easy to say, if at 12:51 PM SPY is worth 350.21 that likely at 12:52 PM SPY will be worth 350.10 or 350.30 in all likelihood. Obviously there are cases this doesn't hold, but more likely than not, prices tend to follow each other, and don't gap up/down hard intraday. However, what if I asked you - given SPY is worth 350.21 at 12:51 PM today, what will it be worth in 2022?
Many people will then try to half ass some DD about interest rates and Trump fleeing to Ecuador to value SPY at 150, while others will assume bull markets will continue indefinitely and SPY will obviously be 7000 by then. The truth is -- no one actually knows, because if you did, you wouldn't be reading a reddit post on this at 2 AM in your jammies.
In fact, if you could somehow figure out the FEPF of all market participants at any given time, assuming no new information occurs, you should be able to roughly predict the true value of an asset infinitely far into the future (hint: this doesn't exactly hold, but again don't @ me).
Now if you do have a finance background, I expect gears will have clicked for some of you, and you may see strong analogies between the FEPF divergence I mentioned, and a concept we're all at least partially familiar with - volatility.
Volatility and Price Decoherence ("IV Crush")
Volatility, just like the Greeks, isn't exactly a real thing. Most of us have some familiarity with implied volatility on options, mostly when we get IV crushed the first time and realize we just lost $3000 on Tesla calls.
If we assume that the current price should represent the weighted likelihoods of all future prices (the random walk), volatility implies the following two things:
  1. Volatility reflects the uncertainty of the current price
  2. Volatility reflects the uncertainty of the future price for every point in the future where the asset has value (up to expiry for options)
[Ignore this section if you aren't pedantic] There's obviously more complex mathematics, because I'm sure some of you will argue in the comments that IV doesn't go up monotonically as option expiry date goes longer and longer into the future, and you're correct (this is because asset pricing reflects drift rate and other factors, as well as certain assets like the VIX end up having cost of carry).
Volatility in options is interesting as well, because in actuality, it isn't something that can be exactly computed -- it arises as a plug between the idealized value of an option (the modeled price) and the real, market value of an option (the spot price). Additionally, because the makeup of market participants in an asset's market changes over time, and new information also comes in (thereby increasing likelihood of some possibilities and reducing it for others), volatility does not remain constant over time, either.
Conceptually, volatility also is pretty easy to understand. But what about our friend, IV crush? I'm sure some of you have bought options to play events, the most common one being earnings reports, which happen quarterly for every company due to regulations. For the more savvy, you might know of expected move, which is a calculation that uses the volatility (and therefore price) increase of at-the-money options about a month out to calculate how much the options market forecasts the underlying stock price to move as a response to ER.
Binary Catalyst Events and Price Decoherence
Remember what I said about price formation being a gradual, continuous process? In the face of special circumstances, in particularly binary catalyst events - events where the outcome is one of two choices, good (1) or bad (0) - the gradual part gets thrown out the window. Earnings in particular is a common and notable case of a binary event, because the price will go down (assuming the company did not meet the market's expectations) or up (assuming the company exceeded the market's expectations) (it will rarely stay flat, so I'm not going to address that case).
Earnings especially is interesting, because unlike other catalytic events, they're pre-scheduled (so the whole market expects them at a certain date/time) and usually have publicly released pre-estimations (guidance, analyst predictions). This separates them from other binary catalysts (e.g. FSLY dipping 30% on guidance update) because the market has ample time to anticipate the event, and participants therefore have time to speculate and hedge on the event.
In most binary catalyst events, we see rapid fluctuations in price, usually called a gap up or gap down, which is caused by participants rapidly intaking new information and changing their FEPF accordingly. This is for the most part an anticipated adjustment to the FEPF based on the expectation that earnings is a Very Big Deal (TM), and is the reason why volatility and therefore option premiums increase so dramatically before earnings.
What makes earnings so interesting in particular is the dramatic effect it can have on all market participants FEPF, as opposed to let's say a Trump tweet, or more people dying of coronavirus. In lots of cases, especially the FEPF of the short term (3-6 months) rapidly changes in response to updated guidance about a company, causing large portions of the future possibility spectrum to rapidly and spectacularly go to zero. In an instant, your Tesla 10/30 800Cs go from "some value" to "not worth the electrons they're printed on".
[Lily's Speculation] This phenomena, I like to call price decoherence, mostly as an analogy to quantum mechanical processes which produce similar results (the collapse of a wavefunction on observation). Price decoherence occurs at a widespread but minor scale continuously, which we normally call price formation (and explains portions of the random walk derivation explained above), but hits a special limit in the face of binary catalyst events, as in an instant rapid portions of the future expected payoff function are extinguished, versus a more gradual process which occurs over time (as an option nears expiration).
Price decoherence, mathematically, ends up being a more generalizable case of the phenomenon we all love to hate - IV crush. Price decoherence during earnings collapses the future expected payoff function of a ticker, leading large portions of the option chain to be effectively worthless (IV crush). It has interesting implications, especially in the case of hedged option sellers, our dear Market Makers. This is because given the expectation that they maintain delta-gamma neutral, and now many of the options they have written are now worthless and have 0 delta, what do they now have to do?
They have to unwind.
[/Lily's Speculation]
- Lily
submitted by the_lilypad to thecorporation [link] [comments]

# /r/Peloton Pre-TDF Survey 2020

Gentlemen, Ladies and those otherwise addressed - we know you've been waiting for a good thing, and the survey results are finally ready!
The answers were collected from you all during August 2020 with 1428 unique replies. That's a participation of 0.5% of all subscribers! That's really not too bad, when you keep in mind how popular these kind of surveys are. But we here at /peloton want to show you that this is all about presenting the information in the subreddit to cater better to our audience!
Updated after a few hours to include some more historical data the final edit that for some reason wasn't copied properly
Year 2013 2014 2015 2016 2018 Mar 2018 Aug 2019 2020
Results 2013-06-12 2014-06-25 2015-08-07 2016-11-17 2018-03-06 2018-08-20 2019-07-22 2020-10-12
Replies 351 598 1395 892 630 928 986 1428
Without further ado, let's get cracking on the response

You and Cycling

1. Where do you live?

Country 2015 2016 2018 Mar 2018 Aug 2019 2020
USA 32% 28.3% 22.84% 25.32% 20.23% 24.59%
UK 18.6% 17.6% 14.70% 20.13% 15.48% 14.80%
Netherlands 6.4% 9.4% 11.50% 11.58% 10.01% 11.01%
Germany 3.73% 3.4% 4.95% 6.39% 7.84% 6.65%
Denmark 3.9% 3.6% 4.31% 3.79% 7.64% 5.79%
Belgium 3.8% 2.7% 8.15% 3.57% 5.78% 5.36%
France 2.01% 1.08% 2.88% 2.27% 5.26% 3.50%
Canada 4.9% 7% 6.39% 4.22% 4.95% 4.50%
Australia 5.2% 4.7% 3.83% 4.00% 4.33% 3.93%
Slovenia 0.73% 0.32% 1.30% 1.14% 2.14%
Norway 2.58% 1.8% 1.60% 1.95% 2.58% 1.86%
Sweden 1.08% 1.09% 1.44% 1.41% 1.75% 1.43%
Ireland 1.00% 1.09% 1.44% 1.19% 0.72% 1.36%
Portugal 1.65% 1.8% 2.40% 1.52% 1.34% 1.14%
Italy 1.45% 1.44% 0.65% 1.03% 1.07%
Largely the same picture as ever, with the US leading the way, the UK in second and then a sliding scale of Europeans countries. Slovenia continues to pick its way up the pile for obvious reasons!
World Map to demonstrate

2. What's your age?

u17 17-19 20-25 26-30 31-35 36-40 41-50 51+ Total
2015 2.22% 12.04% 41.51% 24.66% 10.68% 4.87% 2.94% 1.08% 1395
2016 1.5% 8.9% 40.8% 24% 12% 5.4% 5.2% 2% 887
2018 Mar 1% 7.1% 33.5% 27.4% 16.2% 7% 5.7% 2.1% 617
2018 Aug 1.7% 9% 33.9% 26.4% 15.5% 7% 5% 1.5% 905
2019 1.5% 6.6% 33.2% 27.5% 16.4% 7.1% 5.8% 2% 972
2020 1.3% 6.8% 31.7% 28% 16.6% 7.2% 5% 2.5% 1420
Pretty much the same as last year, with the usual reddit demographics of majority 20 somethings dominating.

3. What's your gender?

'13 '14 '15 '16 '18 (1) '18 (2) '19 '20
Male 97.2% 97% 94.9% 93.4% 93.3% 93.6% 95.1% 94.9%
Female 2.8% 2.7% 4.8% 5.3% 5.3% 5.4% 3.7% 4.8%
Other - 0.33% 0.29% 0.78% 0.76% - -
Non-Binary - - - - 0.64% 0.99% 1.2% 0.4%
More normality here for reddit.

4. How much of the men's season do you watch/follow?

Type March '18 (%) August '18 (%) 2019 (%) 2020 (%)
Grand Tours 84.7 92.0 90.2 87.3
Monuments 79.1 74.9 79 75.9
WT Stage races 67.4 62.4 70.5 71.7
WT One day races 73.3 59.8 62.3 60.7
Non WT Stage races 32.6 16.7 17.4 25
Non WT One day races 34.8 13.7 17.4 20.7
Literally everything I can consume 35.9 18.1 21.1 27.1
Whilst GT following may be down (somehow), all the lower level stuff is up, which makes sense considering how desperate we have been for any racing during the season shutdown.

5. Do you maintain an interest in women's professional road racing?

Do you maintain an interest in women's professional road racing? '19 '20
Yes 49.8 49.2
No 50.2 50.8
Still very much a half/half interest in women's cycling on the subreddit.

6. How much of the women's season do you follow?

The following is true for the half of you that follows womens cycling.
How Much %
Just the biggest televised events 63.15%
Most of the live televised/delayed coverage stuff 29.08%
All televised racing 5.09%
Down to .Pro & beyond 2.69%

7. How long have you been watching cycling?

How Long %
Under a year 2,95%
1-3 years 19,50%
4-6 years 19,85%
7-9 years 14,10%
10-12 years 13,81%
13-15 years 7,15%
15-20 years 10,73%
20-25 years 6,17%
25 years + 5,75%
Simplified the years a little this time, but whilst we have a fair number of newbies, most people have picked the sport up since around 2013/14.

Sporting Favourites

8. Do you have like/dislike feelings about WT teams?

Once more, 14.4% of people really don't have feelings on the subject.
Of those that do:
AG2R Astana Bahrain Bora CCC Cofidis Quick-Step EF FDJ
Like 352 213 127 770 156 116 847 724 423
Meh 775 620 773 415 889 896 310 448 700
Dislike 52 356 263 31 112 141 71 37 53
Karma 300 -143 -70 739 44 -25 776 677 370
Israel Lotto Michelton Movistar NTT Ineos Jumbo Sunweb Trek UAE
Like 135 364 517 231 101 304 925 279 383 118
Meh 740 764 626 646 931 414 282 805 765 734
Dislike 302 40 52 326 121 562 53 97 42 331
Karma -167 324 465 -95 -20 -258 872 182 341 -213
So, the most popular team this year is Jumbo-Visma, followed by Quick-Step & Bora-hansgrohe. Least popular are Ineos & UAE.
As per usual, no one cares about NTT & CCC, with nearly 81% of users rating NTT as meh. Pretty damning stuff.
Lastly, we have the usual historical comparison of how teams have fared over time, normalised to respondents to that question on the survey.
Things to note then, firstly that the Astana redemption arc is over, seeing them back in the negative, maybe Fulgsangs spring issues helped aid that? The petrodollar teams of UAE & Bahrain are stubbornly negative too, with Israel keeping up the Katusha negative streak. Meanwhile, at the top end, EF & Jumbo go from strength to strength, whilst some others like Sunweb are sliding over time - their transfer policies no doubt helping that.

10. Do you ride a bike regularly?

Answer 2018Mar 2018Aug 2019 2020
For fun 61.5% 63.4% 59.9% 62.9%
For fitness 59.3% 59.6% 54.8% 59.8%
For commuting 46% 46% 45.6% 40%
For racing 20.6% 20.6% 15.9% 17.7%
No, I don't 14.2% 12.9% 14.8% 13.6%
Still a fairly small group of racers out of all of us

11. Out of the sports you practice, is cycling your favourite?

Yes No
58,29% 41,71%
A new addition to the survey prompted by a good point last time, just over half of us rate cycling as the favourite sport we actually do.

12. What other sports do you follow?

Sport #
Association Football / Soccer 50.78%
Formula 1 35.81%
American Football 26.27%
Basketball 22.46%
Track & Field 17.58%
Esports (yes, this includes DotA) 17.30%
Rugby 14.27%
Skiing 14.12%
Ice Hockey 13.63%
Baseball 12.15%
Motorsports (Not including F1) 10.59%
Cricket 10.52%
Tennis 9.53%
Chess 8.97%
Triathlon 8.69%
Biathlon 8.12%
Snooker 7.06%
Golf 6.92%
Swimming 6.85%
Ski Jumping 6.78%
Climbing 5.72%
Martial Arts 5.65%
Handball 5.44%
Darts 5.01%
Speed Skating 5.01%
Football always tops the charts, and Formula 1 continues to rank extremely highly among our userbase. Those who have a little following below 5% include Sailing, Fencing, Surfing, Boxing & Ultra-Running.
Other cycling disciplines
Sport #
Cyclocross 22.10%
Track Cycling 14.34%
MTB 8.97%
BMX 1.20%

13. Out of the sports you follow, is cycling your favourite sport?

Yes No
61.79% 38,21%
Good. Makes sense if you hang out here.

Subreddit stats

14. How often do you participate in a /Peloton Race Thread whilst watching a race?

2015 2016 2018Mar 2018Aug 2019 2020
I always participate in Race Threads during races 2.8% 2% 2.2% 4% 2.5% 3%
I follow Race Threads during races 41.7% 36.7% 38.1% 42.1% 42.5% 38.9%
I often participate in Race Threads during races 16.8% 19% 16.5% 18.9% 15.2% 13%
I rarely/never participate in Race Threads during races 38.7% 41.3% 43.1% 35% 39.8% 45.1%
Slightly less invested than before, reverting back to an older trade.

15. How do you watch Races?

Method 2018Mar 2018Aug 2019 2020
Pirate Streams 62% 46.5% 50.2% 47.9%
Free Local TV 55.7% 64.5% 59.6% 53.9%
Desperately scrabbling for Youtube highlights 37.9% 30.2% 28.2% 24.9%
Paid Streaming services 32.3% 35.4% 38.3% 46.3%
Year on year, paid streaming services go up - the increasing availability of live content legally continues to improve, and so do the numbers on the survey.

16. Where else do you follow races live (in addition to watching them)?

Type 2018Mar 2018Aug 2019 2020
/Peloton race threads 86.2% 83.4% 80.2% 76.9%
Twitter 30.5% 34.7% 33.3% 38.3%
PCS Liveticker - - 30.2% 32%
Official tracker (if available) 24%
The Cyclingnews liveticker 26% 23.5% 21.5% 18.9%
Sporza (site/ticker) 1.89% 9.5% 10.8% 10.8%
NOS Liveblog - 6.8% 7% 9.2%
Steephill 0.52% 13.5% 10.2% 8.2%
/Peloton discord 6.5% 5.4% 7.5% 7.2%
Other cycling forums 15.1% 8.1% 7.6% 7%
feltet.dk - 2.2% 5.4% 5.2%
Facebook 3.8% 5.4% 4% 4.2%
BBC Ticker - 3.5% 2.1% 4.1%
DirectVelo - 1.3% 1.6% 1.8%
Non Cycling Forums - 1.3% 1.2% 1.2%
/cyc/ - 1.3% 1% 0.6%
/peloton IRC ~0 0.8% 0.4% 0.5%
The PCS liveticker continues to have a strong following, whilst the cyclingnews ticker slowly slides into less usage over time.

17. Do you use /Peloton mostly in classic reddit or redesign when on the desktop?

Type 2018 Aug 2019 2020
Classic 75.1% 67.2% 46.2%
Redesign 24.9% 32.8% 53.8%
Time to abandon ship. The end has come.

18. With what version of reddit do you browse the sub?

Version 2019 2020
Official App 17.9 31.1
Desktop Classic 37.8 25.8
3rd Party App 18.3 17.2
Mobile Web 12.4 14.7
Desktop Redesign 13.7 11.2
Phone browsing is very much in vogue.

19. How did you find the sub?

How %
Through other forms of reddit, f.e. /bicycling 48.33%
Too long - can't remember 38.65%
Google search 9,11%
My friend told me 2,28%
I wanted to talk about my exercise bike 0.78%
Twitter 0.5%
Lantern Rouge Youtube 0.28%

Other bits and bobs

20. Did you think back in March we would see any more racing this year?

Yes No
52,81% 47,19%
Despite the threat, we have seen racing again

21. Will we manage to fulfill the rest of the UCI calendar without further Covid-19 issues postponing more races?

Yes No
25.3% 74.7%
Sorry to you 25%, Amstel, Roubaix & a bunch of other races have falled foul of COVID-19 related cancellations.

22. When did you become aware of Alexander Foliforov?

When %
Before the 2016 Giro 3,25%
22nd May, 2016 15,55%
On /pelotonmemes in 2020 21,13%
Who? 60,07%
If you didn't know of the man, watching him demolish the Giro field in 2016 on the stage 15 ITT should help to gain understanding

23. Who will win the 2020 Tour de France?

Rider %
Roglic 52,12%
Bernal 16,57%
Pinot 9,24%
Dumoulin 7,9%
N.Quintana 2,82%
Pogacar 1,41%
Richie Porte 0,35%
We can safely say that most of us were wrong about this one.
That's not a lot of confidence in Richie Porte either, the man who was to finish on the third spot of the podium. Alexander Foliforov (0,23%) had just a tiny number of votes less, and that man wasn't even in the race.

24. What for you was the defining cycling moment of the previous decade?

We had a lot of brilliant suggestions, but these were the clear five favourites when we tabulated the results.
Honorable mentions go to the Giro 2018, which had Tom Dumoulin winning, and of almost identical fascination to many of you - Tom Dumoulin going on someones porta-potty in the middle of the stage.
Little bit of recency bias perhaps, but that's better than ignoring that this was for the last decade and firmly insisting Tom Boonens 2005 WC win was the biggest thing. Special shoutout to almost all the Danes present in /peloton who voted for Mads Pedersens WC win last year. It's an understandable reaction.

25. Any suggestions for the Survey?

New Questions
We promise to feature one of these suggestions in the next survey
Suggestions
We will try to implement this. But it will also skew results.
About the Survey
The subscribers are torn on Women's cycling, nearly a 50/50 split there as the survey showed - The moderators at /peloton are firmly in the "more cycling is better" basket, and we will continue to get as good coverage of womens cycling as possible.
Are you trying to give the moderators PTSD? Because this is how you give the moderators PTSD.

26. Any suggestions for the sub?

ALSJFLKAJSLDKJAØLSJKD:M:CSAM)=#/()=#=/")¤=/)! - Your moderator seems to be out of function. Please stand by while we find you a new moderator
The Weekly threads are great for these types of questions, where several people can contribute and build up once it is understood which information is relevant.
Our experience is that "limited" will never be so, if we're going to moderate it fairly. Moderating is not a popularity contest, but believe it or not, we're actually trying to be as fair as possible. and for that, we need rules that are not subjective. Unless you have a stationary exercise bike.
All of these are good suggestions, but remember that all of you can also contribute - The mods are sometimes stretched thin, specially in the middle of hectic race schedules. It's easier if one of you has a way to contact a rider or a person of interest and can facilitate the initial communication.
We've worked on this! The Official Standard is now as follows: [Race Thread] 202x Race Name – Stage X (Class)
This sounds as a nice community project for the after-season, and hopefully many of you subscribers can contribute.
Come with suggestions on how to tidy it up!
We have chastised all the mods. They are now perfectly trained in gender-neutral pronouns. Be well, fellow being.
If we can implement this for hard liquor, you know we will.
The spoiler rule is one that is discussed frequently - in general - some users absolutely hate it, but a majority love it. Perhaps we'll include a question in the next survey to see how this divide is exactly.
We actually do - whenever there is a matter of life or death, we think public information is more important than a spoiler rule. But at the same time, we try to collect all the different posts into one main thread, so to keep things focused and letting very speculative posts meet with hard evidence from other sources.
This is a tough ask of the internet. While we can agree that voting should be done accordingly to what insights they bring, not subjective opinions, it is very hard to turn that type of thinking around. We can ask of you, our subscribers, that you please think twice about hitting that downvote button, and only do so because of you think a post is factually incorrect, not because it differs with your own subjective opinion.
That's the primary analysis of the survey! Feel free to contribute with how you experience things here!
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VFXALERT

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submitted by VFXALERT5 to u/VFXALERT5 [link] [comments]

Binary Options Signals

Binary Options Signals
If you don't feel like looking at charts or technical indicators, you can make your entries with this free dashboard with binary options signals. It automatically analyzes the market with various technical tools and emits a signal based on its conclusions. First of all, you must know how to use it correctly.
Before we begin, we are going to make something very clear. The signals issued by the dashboard found on this page are provided by the vfxAlert.com website based on a grouping of technical analysis events. Their use does not guarantee in any way that the user will be successful with them. Therefore the user is under the full responsibility of the user. Bear in mind that binary options are high-risk items and capital can be lost.
https://preview.redd.it/axpepek0rgk51.jpg?width=1280&format=pjpg&auto=webp&s=8fa3f109f4ddb663857989c34376e4cb34da145f
Now that we are aware of this fact, let's get to the explanation. Watch the video to see how to use the signals emitted by the technical analysis dashboard.
Many people are in favor of trading binary in this way. Either because it saves them time or because they do not know or trust their way of analyzing. And that is very good. But you must always keep in mind the most important thing: no matter how much you choose to operate in this way, you must always be clear about what you are doing. In other words, you should not ignore the context or walk-in blindly to a signal from any signal service.
That is why if you are going to operate with our dashboard, it is essential that you watch the video tutorial that I have prepared and that is on this page to know the proper way to interpret and execute operations based on a signal.
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Binary Options Review; Best Binary Options Brokers

Binary Options Review; Best Binary Options Brokers

Binary Options Review; Best Binary Options Brokers
We have compared the best regulated binary options brokers and platforms in May 2020 and created this top list. Every binary options company here has been personally reviewed by us to help you find the best binary options platform for both beginners and experts. The broker comparison list below shows which binary trading sites came out on top based on different criteria.
You can put different trading signals into consideration such as using payout (maximum returns), minimum deposit, bonus offers, or if the operator is regulated or not. You can also read full reviews of each broker, helping you make the best choice. This review is to ensure traders don't lose money in their trading account.
How to Compare Brokers and Platforms
In order to trade binary options, you need to engage the services of a binary options broker that accepts clients from your country e.g. check US trade requirements if you are in the United States. Here at bitcoinbinaryoptionsreview.com, we have provided all the best comparison factors that will help you select which trading broker to open an account with. We have also looked at our most popular or frequently asked questions, and have noted that these are important factors when traders are comparing different brokers:
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  5. Can I trade on my mobile phone and is there a mobile app?
  6. Is there a Bonus available for new trader accounts? What are the Terms and
  7. conditions?
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  16. Who has the best payouts or maximum returns? Check the markets you will trade.
The Regulated Binary Brokers
Regulation and licensing is a key factor when judging the best broker. Unregulated brokers are not always scams, or untrustworthy, but it does mean a trader must do more ‘due diligence’ before trading with them. A regulated broker is the safest option.
Regulators - Leading regulatory bodies include:
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There are other regulators in addition to the above, and in some cases, brokers will be regulated by more than one organization. This is becoming more common in Europe where binary options are coming under increased scrutiny. Reputable, premier brands will have regulation of some sort.
Regulation is there to protect traders, to ensure their money is correctly held and to give them a path to take in the event of a dispute. It should therefore be an important consideration when choosing a trading partner.
Bonuses - Both sign up bonuses and demo accounts are used to attract new clients. Bonuses are often a deposit match, a one-off payment, or risk-free trade. Whatever the form of a bonus, there are terms and conditions that need to be read.
It is worth taking the time to understand those terms before signing up or clicking accept on a bonus offer. If the terms are not to your liking then the bonus loses any attraction and that broker may not be the best choice. Some bonus terms tie in your initial deposit too. It is worth reading T&Cs before agreeing to any bonus, and worth noting that many brokers will give you the option to ‘opt-out’ of taking a bonus.
Using a bonus effectively is harder than it sounds. If considering taking up one of these offers, think about whether, and how, it might affect your trading. One common issue is that turnover requirements within the terms, often cause traders to ‘over-trade’. If the bonus does not suit you, turn it down.
How to Find the Right Broker
But how do you find a good broker? Well, that’s where BitcoinBinaryOptionsReview.com comes in. We assess and evaluate binary options brokers so that traders know exactly what to expect when signing up with them. Our financial experts have more than 20 years of experience in the financial business and have reviewed dozens of brokers.
Being former traders ourselves, we know precisely what you need. That’s why we’ll do our best to provide our readers with the most accurate information. We are one of the leading websites in this area of expertise, with very detailed and thorough analyses of every broker we encounter. You will notice that each aspect of any broker’s offer has a separate article about it, which just goes to show you how seriously we approach each company. This website is your best source of information about binary options brokers and one of your best tools in determining which one of them you want as your link to the binary options market.
Why Use a Binary Options Trading Review?
So, why is all this relevant? As you may already know, it is difficult to fully control things that take place online. There are people who only pose as binary options brokers in order to scam you and disappear with your money. True, most of the brokers we encounter turn out to be legit, but why take unnecessary risks?
Just let us do our job and then check out the results before making any major decisions. All our investigations regarding brokers’ reliability can be seen if you click on our Scam Tab, so give it a go and see how we operate. More detailed scam reports than these are simply impossible to find. However, the most important part of this website can be found if you go to our Brokers Tab.
There you can find extensive analyses of numerous binary options brokers irrespective of your trading strategy. Each company is represented with an all-encompassing review and several other articles dealing with various aspects of their offer. A list containing the very best choices will appear on your screen as you enter our website whose intuitive design will allow you to access all the most important information in real-time.
We will explain minimum deposits, money withdrawals, bonuses, trading platforms, and many more topics down to the smallest detail. Rest assured, this amount of high-quality content dedicated exclusively to trading cannot be found anywhere else. Therefore, visiting us before making any important decisions regarding this type of trading is the best thing to do.
CONCLUSION: Stay ahead of the market, and recover from all kinds of binary options trading loss, including market losses in bitcoin, cryptocurrency, and forex markets too. Send your request via email to - [email protected]
submitted by Babyelijah to u/Babyelijah [link] [comments]

Binary options signals, for what?

Binary options signals, for what?
The binary option trading is a somewhat new device for producing funds, this is why it scares beginner investors. Numerous signs, intricate charts and many dishonest brokers make understanding binary alternatives very hard.
A lot of try their hands at binary options trading, but forget one main issue - without theory and understanding the way it operates, investing success can not be accomplished, regardless that it is quite easy initially.
An investing method is the only method to generate profits buying and selling binary possibilities. Many different earning options have been created and described most of the methods perfectly help the investor to navigate this issue.
https://preview.redd.it/acjkcuybwqd51.jpg?width=2560&format=pjpg&auto=webp&s=0318dc266e92992a61875b8d816a405013dceffa
It is actually on the basis of the approach the dealer programs on which indications to navigate, what signals and beacons he uses. On our site, there are actually numerous working strategies for binary options and free of charge impulses for binary alternatives.
They are fantastic instruments to discover how to make money on binary choices. Bear in mind, should you be a total beginner, we recommend that you start having a demonstration profile and free of charge impulses, study one method after another and judge for your self one method that is fantastic for you.
Signals for binary options are the cornerstone of your buying and selling technique and productive forex trading. This really is component of your personal, distinctive buying and selling strategy.
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On our website, you will find the essential resources for that amateur forex trader. It is essential to understand that the beginning of trading is the study of theory, and only then exercise and look for ideal equipment.
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Escape from Tarkov New Player Guide 2.0: 75 Pages and packed with all the information you could ever need for success!

Introduction

Greetings, this is dumnem, also known as Theorchero, but you can call me Theo. I'm an experienced Tarkov player and I'm writing this guide to try and assist new Tarkov players learn the game, because it has one hell of a learning curve. We'll be going over a lot of different aspects of this guide, and it is going to be huge. Feel free to digest this in parts.
Additionally, this is a work in progress. I will write as much as I can in one Reddit post, but subsequent parts will be in additional comments. Google Docs Version (Note: Link is placeholder atm, but here is a sneak preview!)
Disclaimer: Tarkov recently updated to .12! That's a HUGE amount of information that I need to update. Please be patient! If there is anything I have gotten wrong or may have omitted, please let me know.
This is Primarily directed towards Tarkov Novices, but should be useful for even Tarkov Veterans. It hopefully includes everything you need to know to be able to go into a Raid equipped for success and to successfully extract with gear.
Want to play with friends? Want to have fun and learn Tarkov? Check out my discord here.

Changelog

3/9/20:
  • [Updated for .12]
  • Money making strategies completed.
  • Minor grammar adjustments, adding additional medical items.
  • Added additional resources, updated old ones.
  • Hideout section complete

Table of Contents

  • Tarkov Overview - What is Escape from Tarkov?
  • Tarkov Resources - Useful links
  • Tarkov's Maps
  • Tarkov's Health System
  • Tarkov's Hideout System
  • Tarkov's Quest System and Progression
  • Tarkov's Hotkeys to Know
  • Getting Started
  • Player Scavs
  • New Player's loadouts - LL1 Traders
  • What to Loot - How to get the most money per slot
  • Stash Management - How to combat Gear Fear
  • Tarkov Economy - How do I make money?
  • What now?

Tarkov Overview - What is Escape from Tarkov?

Escape from Tarkov is a tactical, realistic, FPS with MMO elements developed by Battlestate Games. It is currently in closed Beta. The game features several maps in which your primary character, your PMC, goes into Raids in order to find and salvage loot and useful equipment to survive and thrive in Tarkov. Death is very punishing in Tarkov. If you die you lose everything you had on you when you die (with the exception of what's inside your Container and your melee weapon) including any equipment you brought with you or what you found inside the Raid.
Enemies can be players (PMCs) or Scavengers ('Scavs') that are either controlled by AI or by players. Unlike many shooters, AI enemies in Tarkov are deadly - they can and will kill you on sight. They have recently been upgraded to act more intelligently, shoot more accurately, and react to situations on the map, such as investigating noise of gunfire or searching. It features beautiful and immersive environments, intricate and in-depth weapon modification system, a complex health system, dynamic and specific loot placement, and multiple options for engagement. Do you want to play slow and stealthy, to avoid fights, or set up a deadly ambush on an unwary foe? Or do you prefer raw combat, where only your quick wit, placements of shots, and tenaciousness determines who gets out alive? It's your Tarkov. You make the rules.

Tarkov Resources - Useful links

I take no credit or responsibility for any of the content in these links. To the best of my knowledge, these are updated consistently and are accurate, but user beware.

Quick-Reference Ammo Chart

An updated ammo chart can be found on the wiki.

Tarkov Wiki

Absolutely fantastic resource. You can visit them here.
It is a massive collection of everything that we players have been able to find.
They contain trades, user-created maps, lists of ammo, parts, weapons, loot, etc. If it's in the game, it's on the Wiki, somewhere.
I highly recommend opening the wiki page for the Map that you plan on raiding in.
Factory
Customs
Woods
Shoreline
Interchange
Reserve
The Lab ('Labs')

Map Keys and You

Huge collection of all the keys in the game. These are also on the wiki, but this page has them all on one page, and tries to inform the user if the key is worth keeping or using.
Check it out here.
This section is open to revision. Mention me in a thread (or in the comments below) about a resource and I'll see about adding it here.

Tarkov's Weapon Compatibility Guide

Pretty self explanatory. Also includes a Key guide and a Mod guide.
Check it out here.

HUGE Reference Bible by Veritas

Courtesy of Veritas (Send me his reddit username?), It's located here. (Open in new tab.) Contains: Detailed information about: Ammunition, Health, Firearms, Body Armor, Helmets, Rigs & Backpacks, Labs & Quest keys. Outdated! Needs to be updated for .12

Offline Raids - Player Practice

Offline raids is a feature added for testing and learning purposes for both new and veteran players alike. It is an incredibly useful tool.
In an offline raid, your progress is not saved. This means you don't keep anything you find, keep any experience 'earned' if you successfully extract, or lose any gear when/if you die. To access OFFLINE Raids, head into a Raid normally until you see this screen. Then Check the box indicating that you want to do an OFFLINE raid and you're good to go! You even have a choice on whether or not to add AI. You can also control how many AI enemies spawn, fewer than normal or a great deal more! You can even make Scavs fight each other. (Framerates beware.)
You can control how many scavs spawn (if any) as well as a number of other paramaters. New players should use offline raids as a tool to practice shooting, controls, movement, etc.

Tarkov's Maps

Tarkov features several maps - ranging from wide, beautiful vistas to ruined factory districts, to an abandoned laboratory where illegal experiments were being conducted. It is important to learn the maps you intend to play. In order to keep your gear, you must 'extract' at one of your designated exfiltration points. Not all extracts will be active every game, and some are conditional.

To see what extracts are available to you, double tap 'O' to show raid time and your exfils. If it has a ???? it might not be open.

Factory

Gate 3 Extract
A small, fast-paced map that was primarily created for PvP. Scavs spawn in all the time. Very close quarters, shotguns and SMGs tend to dominate here. PMCs can only access one Exit (Gate 3) without the Factory Exit Key. Good place to go if you need PMC kills as action is pretty much guaranteed. It is recommended NOT to bring in a lot of gear to Factory until you are experienced.
Factory Map in PvP is best played in Duos - due to the layout of the map, a Maximum of 6 PMCs may be present in the game. Due to the split spawn points, you effectively have 'sides' that have up to 3 spawn locations that are close together. This is why it is recommended to secure/scout enemy spawn locations. If you go in with a Duo, you at max have 2 players on your side for an even 2v2, and if played smartly you can eliminate them and know your 'side' is secure from aggression for the time being.
Upon loading in, scavs usually take a couple minutes to spawn, though this depends on the server in question and isn't super reliable. For new players, the best loadout in Factory is going to be a MP-153 Loadout - using just an MBSS (or similar bag) and ammo in your pocket to fight other players and Scavs. Scavs will often spawn with AKs and other 'vendorable' weapons, so is a good source of income.
Factory is also one of the best maps to Scav into, as Scavs can typically avoid the Exit camping strategy employed by a lot of weaker or newer players in order to secure gear, because they typically have extra exfiltrations whereas PMCs without the Factory Exit Key are stuck using Gate 3.
If you go in with a modicum of gear, it is recommended to keep at least a flashbang (Zarya) in your container. This will allow you to quickly slot it into an empty chest rig or pocket so you can throw it into the exit door, this will flash enemies and is cheap to do - the one time you survive because you flashed the 3 exit campers using shotguns will make this strategy extremely valuable.

Customs

Extract map
A fairly large map that was recently expanded and is expected to receive an overhaul within a patch or two, due to the choke point design of the map. Essentially, players spawn either on 'warehouse' or 'boiler (stacks)' side. If you see a large red warehouse ('big red') near you (Customs Warehouse), then you spawned on the warehouse side. If you don't, you likely spawned near Boiler side. Players can also spawn in several places in the woods North of boilers.
This map has the most quests in the game. Geared players often come to customs to challenge other squads over Dorm loot and to fight a Scav boss. New players are usually trying to do one of several early quests, such as ‘Debut’ which tasks them with killing 5 scavs on Customs and acquiring 2 MR-133 shotguns (pump shotties) from their corpses. Construction is also a popular hotspot as it has a lot of scav spawns as well as the location for the Bronze Pocketwatch, which is Prapor’s second quest.
Customs itself does not offer very much loot on average. There are several spots which can contain decent, but the vast majority is located in a couple different locations.
Dorms is the best loot location for Customs. It has two sets, 2 story and 3 story dorms. They each have their own sections of good loot, but the best is considered to be 3 story dorms, due to the presence of the Marked Room. The marked room requires a marked key to open, and has a good chance to spawn rare loot, such as keytools, documents cases, weapons cases, and high-end weapons. Due to the nature of the high value of this room, it’s almost always contested and it’s one of the best rooms in the game to farm, albeit with difficulty to successfully extract with the loot found. Note, though the key required has a maximum amount of uses, it is a fairly cheap key, and worth buying if you like to run customs and go to Dorms.
Dorms also has a ton of early quests (Operation Aquarius, for one) with some keys being valuable to use, but most dorms keys aren’t worth that much on the market. There’s too many to list here, but make sure to check the Map Keys and You at the top of the guide to determine what the value of a particular key is.
Checkpoint (Military Checkpoint) is also a decent loot spot, though not nearly as good as Dorms. If you have the key, it has a grenade box and 2 ammo boxes which can spawn good ammo. The jacket in the blue car also can spawn good medical keys as well as medical items. It is very close to the gas station, so I’ll include that here as well.
The Gas Station is one of the possible spawn locations for the scav boss. It has loose food items, a weapon box in the side room, with two keyed rooms leading to a safe and a med bag and box. Also contains a couple registers and food spawns on the floor. The emercom key can spawn on the seat in the ambulance out front.
North of the gas station is the Antenna, which contains 3 weapon boxes, a tool box, and a med bag. Possible location for scav boss spawn, albeit rarely, and also spawns regular scavs, like checkpoint and gas station.
Beyond that, there’s scattered loot around the map in different places, but usually not enough to warrant going out of your way for. There’s also scav caches, mostly around the middle road outside construction and around the boiler area.
The scav boss for customs is 'Reshala.’ He has 5 guards that have above-average gear and can be tough to deal with solo. The guards tend to be more aggressive than normal scavs, so they can be a lot to handle but are vulnerable to fragmentation grenades or flashbangs due to their close proximity to one another. Reshala himself has a good chance to have one or more bitcoin in his pockets, as well as his unique Golden TT, which is required for a Jaegar quest and used in conjunction with other Golden TT's to purchase a Tactec, good plate carrier. Reshala may spawn either Dorms (either bldg), New Gas Station, or rarely the tower north of the gas station. Scav bosses are dangerous enemies with escorts that have above-average loot (sometimes great loot) and are hostile to everyone, Including player scavs. Scav guards will approach a player scav and basically tell them to leave the area, and if they walk closer towards the scav boss they turn hostile.
The ‘official’ spawn rate for Reshala is 35%.

Woods

Woods Map with Exfil
A very large map that is mostly just a large forest, with the occasional bunker, and the Lumber Mill in the center. The Lumber Mill is the primary point of interest, as it contains a couple quest locations and is the primary location to farm Scavs, as Scavs killed on woods are a good source of end-game keys that are hard to find.
Since the map is so large and open, sniper rifles with scopes usually reign king here. You will see a lot of players with Mosin rifles as they are a cheap way to train the Sniper skill (for a quest later on) and are capable of killing geared players and scavs alike.
Overall, not usually very populated. An early quest from Prapor sends you here to kill a number of Scavs. A good map to learn the game, as although the loot is not fantastic, you can get experience with how the game runs and operates while fighting AI and possibly getting lucky with a key find off a scav.
As of .12, Woods now houses a Scav boss that acts as a Sniper scav. He is incredibly dangerous and usually carries a tricked-out SVDS. The 7.62x54 caliber is not to be underestimated. That caliber can and will wreck your shit through what most players are capable of wearing, especially early on in a wipe. He may also carry an AK-105, so he's going to be dangerous at both short and long ranges.
He has two guards, and he typically patrols the area around the Sawmill, and carries a key to a cache nearby full of goodies. His key is part of a quest for Jaegar.
Woods also has two bunkers, one of them being an extract and requiring a key. Both bunkers have some moderate loot in them, thus worth visiting, though not necessarily worth going out of your way for them. Several quests occur around the sawmill area, which contains a good couple keys that can spawn.

Shoreline

Shoreline Map, with Loot, Exfil, etc
A very large map, notorious for its FPS hit. Generally speaking, one of the better maps for loot. The primary point of interest is the Resort, but scavs spawn there, and is primarily occupied by hatchlings (players only with hatchet, ie melee weapon) and geared players. Resort has great loot, but requires keys to access most of it.
A great map to learn though from new players as the outskirts still contains plenty of loot and combat opportunities with AI scavs. You can hit Villa, Scav Island, Weather station, Docks, etc and come out with a backpack full of valuable gear fairly easily. The Village (Not to be confused with villa) contains a lot of toolboxes which can contain lots of parts used to upgrade your Hideout.
Location of many quests, including a large quest chain where players are required to kill many, many, scavs on Shoreline. For this and other reasons, probably the best map for new players to learn the game with.
A good loot route is to hit the village (caches in it), scav island (2 med bags, 2 toolboxes, 2 weapon boxes, 1 cache), burning gas station (weapon boxes and a safe), pier (potential extract, 2 pcs 2 safes and lots of filing cabinets), and weather station. Scavs may spawn around these areas, but most players just head straight for resort anyway, so you are much less likely to encounter them, especially if you avoid Mylta power (most players hit it on the way to or leaving from the resort). Excellent route as a player scav as well.

Interchange

Detailed map
Great, great loot area, but very complex map. Old computers might face unique struggles with this map. Features a mostly-binary exfil system like Shoreline, but.. kinda worse. Exfil camping is fairly common on this map, but usually avoidable. Huge map with multiple floors and many many different stores. Communication with teammates is a challenge on this map, but the map is also fantastically detailed.
This map features a lot of loot that depends on the kind of store you're in. It's a great place to farm rare barter materials which are valuable to sell on the Flea market or to use for quests or for hideout upgrades. An early quest (from Ragman) sends you here to kill a large amount of Scavs. I'd recommend getting Ragman to level 2 and accepting his quest asap when going to Interchange, as getting this quest done can take a while as it is and you want all scav kills to count towards progress.
Both the tech stores (Techlight, Techxo, Rasmussen) and department stores (Groshan, Idea, OLI) are the primary places to hit. There’s also Kiba (weapons store) as well as Emercom and Mantis. Players have different strategies, but this map is unique in the sense that it really rewards exploring. Most stores will have things you can grab that are worth quite a bit but are often overlooked. Very popular place to go in as a Player Scav.

Reserve

Brand new map, chock full of loot. Has more complex extracts than other maps, save for Labs. Excellent place to farm rare barter items, computer parts, and especially military hardware. PMCs have limited extracts, most being conditional, and the ones that aren’t require activation of ‘power’ to turn on the extract, which alerts the map the extract has been opened and can spawn Raiders (more on them below.)
Additionally, has a scav boss by the name of Glukhar, who has multiple heavily armed guards. He has multiple spawn locations and can arrive with the train.

The Lab ('Labs')

Here's a map.
DISCLAIMER: Labs, like much of Tarkov, is under constant development, so issues may be fixed or created without warning. Always check patch notes!
Labs is a very complex map compared to the rest of Tarkov. There is a great deal more exfiltrations but many of them have requirements or a sequence of events needed to be able to extract from them. It is recommended to read the Tarkov Wiki on Labs before raiding there.

LABS IS NOT LIKE OTHER MAPS. READ THIS SECTION CAREFULLY.

Labs is a lucrative end-game raid location, comparable to 'dungeons' in other games. They are populated by tougher enemies that give greater rewards. In order to go to labs, you need to acquire a keycard, this functions like mechanical keys but instead of opening a door, they unlock your ability to select Labs for a raid.
They may be found in-raid in various locations, most notably in scavs backpacks, pockets, and in filing cabinets. They may be purchased from Therapist at LL4 for 189K Roubles. Labs are populated by a unique kind of AI enemy, Raiders.

Raiders

Raiders are the Labs form of Scavs, or AI enemies. However, unlike other maps, they cannot contain player Scavs. Raiders have a much tougher than your average scav, they are capable of advanced tactics (such as flanking) and throw grenades and use other consumables as a player would. Once 'locked' onto you, they are typically capable of killing you very quickly, even if you are wearing high-end armor.
In Tarkov, Raiders act like the avatars of Death. They are clad in USEC and BEAR equipment, as they are effectively AI PMCs. Many changes have been made to labs and specifically how Raider AI works and to prevent exploits to easily farm them as well as bugs where they could be deadlier than intended.
A general rule of thumb is not to fight Raiders directly. They can and WILL kill you. Raiders can spawn with 7N9, or 'big boy' ammo. This ammunition type is incredibly lethal to players, even those wearing the toughest armor. If you get shot in the head, doesn't matter what kind of helmet, face shield, killa helmet, etc you are wearing, you will almost certainly die.
Because Raiders are controlled by AI, they have zero ping. They may also end to immediately respond as if you were aggressive even if they did not originally know you were there - ESP Raiders effectively will prone and return fire even as you ADS and put them in your sights.
This is why engaging a Raider must be done very, very carefully. There are a few strategies that you may employ, most commonly some form of baiting them towards an area and then killing them when they arrive. Players may accomplish this by generating noise - gunfire, melee weapon hitting walls, crates, etc, player deaths, players Mumbling (F1 by default) can all attract Raiders to investigate your area.
Due to the high power of Raiders, players often go in with minimal loadouts and seek to avoid conflict with other players, especially geared ones. Most players avoid PvP in Labs, though a good portion of the playerbase thoroughly enjoys hunting down poorly-geared players after they kill a few Raiders for them.
As such, players will lay prone in a hallway, or crouch in a room, and attract Raiders to enter their domicile by opening the door, and immediately headshotting them. Few Raiders actually wear helmets (though some do) so most players specialize in 'flesh ammo' or, ammunition that foregoes armor penetration in favor of raw damage in order to kill Raiders more reliably, because Raiders have slightly higher head health than PMCs do.
Raiders spawn with a great variety of equipment, weapons, armor, and materials such as medication or hideout parts. They tend to have chest armor and may have different helmets. Their pockets can contain Labs keycards, morphine, Ifaks, cash, and other items. They're always worth checking.
Raiders are a good source of grenades, they will often have F-1's and Zarya's in their rig or pockets that you can use to fight off players and Raiders alike.
Recently, changes have been made to Labs to make them less profitable so that other maps are more appealing. The cost and rarity of keycards increased, as well as reducing the frequency that raiders spawn, so that they come in more infrequent groups but also tighter in formation, while also lowering the overall output of individual Raiders, so that they are less likely to have a bunch of extra materials, such as grenades and other items.
Experience Farming on Labs
Labs is one of the best places to farm experience in the entire game. Killing a Raider with a headshot awards 1100 Experience. This does not include any looting, inspection (searching bodies), examine, streak, or other experience.
Killing a large sequence of Raiders gives additional bonus experience in the form of Streak rewards, usually 100 bonus exp per additional kill.
Surviving the raid multiplies all of these sources of experience by 1.5x
Changes coming to Labs
Disclaimer: I am not a BSG developer or employee. This is what I have seen on this subreddit and heard elsewhere. Some might be purely rumor, but other points are confirmed by Nikita Labs is undergoing constant changes. Nikita and BSG take feedback seriously, and always consider what the players are telling them. It known that Labs will eventually be accessed via the Streets of Tarkov map, and will require you to enter that map, make it to the labs entrance, and then extract from Labs to return to Streets of Tarkov and exfil from there as well. This will likely add an additional layer of risk to being ambushed for your goodies along your way out, as well as punishing damage taken in labs more severely. Additionally, keycards will have a limited number of uses, and may open more than one room.
The full extent of the changes coming is not known.
Remember, you can load a map in OFFLINE mode to practice against bots or to learn the map without fear of losing gear.

Tarkov's Health System

Tarkov Wiki Article
Tarkov has a very advanced health system, and while it might seem overwhelming at first, you'll get the hang of it rather quickly. It features a very wide variety of effects and injury, including hydration, energy, blood pressure, blood loss, fractures, contusion, intoxication, exhaustion, tremors and more.
Not all of the Health System is implemented yet. Expect changes!
Your character (PMC, or otherwise) has a combined Health of 435. Each of his limbs have separate health. Taking damage to a limb that reduces it to 0 'blacks' that limb. Blacked limbs are a problem. They greatly impair the activities your PMC performs, and taking damage in a blacked limb amplifies the damage by a multiplier and spreads that damage among your other non-black limbs equally. You cannot heal a blacked limb without the use of a Surgical Kit.
Notes: Bloodloss applies damage to the affected limb and can be spread like other damage to a blacked limb. Treat immediately. Also causes significant dehydration! Bloodloss also helps level your Vitality skill, which in turn gives you experience towards your Health skill, which is necessary to reach level 2 of in order to improve your hideout.
Losing a limb applies additional effects. Fractures also apply these effects but not the damage amplification (Except for damage if running on fractured leg.) Fractures require specialized medical kits to heal.
Dehydration is what happens when your Hydration level reaches 0. You can view your Hydration level in your gear page, at the bottom left. Becoming dehydrated is extremely bad. You take constant damage. Taking dehydration damage can kill you if you have a black chest or head. Restoring hydration helps train Metabolism, which improves positive effects from food and drink.
Head/Chest: Bullet damage resulting in losing your head or chest is instant death. Note: Bloodloss resulting in your Head/Chest being black does not result in death, but any damage to them beyond that point will! A back chest will causes you to cough (much like your stomach!)
Painkillers: Prevents coughing that comes from your chest. Doesn't help otherwise.
Stomach: Massively increased rate of dehydration and energy loss. You must find liquids or exit the Raid soon. Additionally, your PMC will cough sputter loudly, attracting attention. A black stomach multiplies damage taken by 1.5 and redistributes that damage across your entire health pool.
Painkillers: Significantly reduces the frequency and volume of the coughs.
Arms: Makes activities like searching, reloading, etc, take additional time, as well as adding a sway, reducing accuracy. Arms have a .7x damage multiplier.
Painkillers: Reduces sway, removes debuff Pain.
Legs: Blacked legs cause your PMC to stumble and be unable to run. Blacked legs have a 1x damage multiplier.
Painkillers: Allows you to walk at full speed and to run.
WARNING: Running while your legs are blacked or fractured WILL DAMAGE YOU.
Health Items
Tarkov features many health items - 'Aid' items, which can be used to restore your characters health and to fix ailments or injuries he receives as the result of combat or mishaps. The two most important health conditions to consider are bloodloss and fractures, which have both been covered above. Some food items may have ancillary effects, such as losing hydration.
Since in the current patch the only ailments to worry about are bleeding and fractures, it changes which health items are most necessary. We'll go over them below.

Health Restoration

Medical Items on Wiki
AI-2 medkit
The newb's medical kit. You receive several of these when you start Tarkov - they'll already be in your stash. Available from Level I Therapist, they are cheap and effective way of healing early in the game. They will not stop bloodloss. Because of this, you also need to bring bandages or a higher-grade medical kit. Affectionately called 'little cheeses' by the Tarkov community. Using it takes 2 seconds, and because of how cheap it is, it's often brought in by higher level players to supplement their healing without draining their main kit (which is capable of healing bloodloss or sometimes fractures). Due to its short use time, it's often very useful during combat as you can take cover and quickly recover damage taken to a vital limb. They're also useful as you can buy them from Therapist to heal yourself if you died in a raid.
Bandages
The newb's bloodloss solution. Available from Therapist at Level I. A better version, the Army Bandage is available at Level II, after a quest. Mostly obsolete after unlocking the Car Medical kit, but some players value them due to the Car's overall low health pool. Activating takes 4 seconds, and removes bloodloss to one limb.
Splint
The newb's solution to fractures. Cheap, takes five seconds to use, and takes up 1 slot. Fractures are much more common this patch, due to them being added back in the game from standard bullet wounds, not just drops. Available from Therapist at Level I, no quest needed. Can be used to craft a Salewa.
Alu Splint
More advanced form of the normal split. Works the same, but has up to 5 uses. Recommended to carry in your container if possible, due to frequency of fractures from gunfire.
CMS (Compact Medical Surgery) Kit
New medical item added in .12, fantastic item. Allows you to perform field surgery, removing the black limb state and allowing you to heal it beyond 0 hp. Takes 16 seconds to use, and cannot be cancelled so make sure you are safe if you are using it! Will reduce the maximum health of the limb it's used on by 40-55%, but will effectively remove all negative effects incurred by having a black limb. Highly recommended to carry in your container for emergencies. Can be bartered from Jaeger LL1, and purchased for roubles LL2.
Surv12 field surgical kit
Same as the compact surgical kit, but takes 4 seconds longer, and the health penalty is reduces to 10-20% max health of the limb. Considering this kit is 1x3, taking up a huge amount of space, it's probably not worth using. It's just too large. Better this than nothing, though.
Car Medical Kit
The newb's first real medical solution. Available LL1 as a barter (2 Duct Tape) and available for Roubles after completing Therapist's second quest. Has a larger health pool than AI-2's (220, vs AI-2's 100), and removes bloodloss. Takes up a 1x2 slot, so requires to be placed in a tactical rig in order to be used effectively. Cheap and fairly efficient, takes a standard 4 seconds to use. Rendered effectively obsolete when the Salewa is unlocked.
Often kept in a player's secure container as a backup health pool, before IFAKs are unlocked.
Salewa
Good medkit for use in mid and end-game. Contains 400 total health and can remove bloodloss. More rouble efficient form of a healing due to its high health pool, costs 13k roubles. Same size as the Car medical kit, so requires a tactical rig to use effectively. Because Tarkov does not currently have effects like Toxication in the game at the moment, this kit is favored by most players who go into a raid with at least a moderate level of gear. With a high health pool and relatively low cost, it's also a more efficient way of healing damage sustained while in raids. Unlocked at Therapist Level II after completing a level 10 Prapor quest, Postman Pat Part II. Required as part of Therapist's first quest, Shortage. This makes Salewas very valuable early on in a wipe as it gatekeeps the rest of Therapist's quests, most of which occur on Customs early on. Can be crafted in your meds station with a painkiller, splint, and bandage.
IFAK
Fantastic medical kit, and is the one preferred by most players. Features 300 health and the ability to remove bloodloss and a host of other negative effects that are not yet implemented into the game. It does not, however, remove fractures. Taking up only a single slot, it is favored by players in all stages of gear, and it is recommend to carry one in your Secure Container in case of emergencies. Is available at Therapist Level II for a barter (Sugar + Sodium), and may be purchased for Roubles at Level III after completing Healthcare Privacy, Part I. It is a fairly expensive kit, but due to its durability, its small size, and ability to remove bloodloss, it is a very common medical item used by players of all levels. Can be crafted in Lvl 2 medstation.
Grizzly
The 'big daddy' medical kit, boasting an impressive total health resource of 1800. It is also a very large kit, taking up 4 slots (2x2) - in order to be able to use this quickly, it would require specialized tactical rigs that feature a 2x2 slot. It removes all negative effects (some costing HP resource), including fractures. Used by highly-geared players who intend on staying in raids for an extended period of time, or by players with additional Secure Container space available in case of emergencies. It is available for barter at Therapist Level II, and purchase at Therapist Level 4. Due to its price point from Therapist at just under 23k Roubles and its healthpool of 1800, it is by far the most efficient method of healing from raid damage, at a 1.3 roubles per health, dramatically lower than other options available. Can be crafted in Lvl 3 medstation.

Pain Management

Using any of these items results in your character being 'On Painkillers' which allows you to sprint on fractured and blacked legs, as well as reducing effects of fractures and blacked limbs, and removing the debuff Pain. Essentially, the only difference between most of these items are the speed of use, price, availability, and duration of the effect. Note that the Hideout has changed how some of these items are used, and because Tarkov is under constant development, it is very likely that these materials may be used to create higher-grade medkits or to upgrade your medstation. That being the case, it's best to hoard the unknown items for now as efficiently as possible until you know you don't need them.
Analgin Painkillers
The holy grail of pain medication. "Painkillers" have 4 total uses. The total duration is greater than Morphine and less risk of waste. Takes a short time to use, and is available from Therapist Level 1 for both barter and Roubles. Makes a loud, distinctive gulping noise. Can be used to craft Salewa kits.
Morphine
Quick application of painkillers. Favored by some highly geared players as it has greater usability in combat then it's typical counterpart, Painkillers. Has a longer duration, but only one use. It is required for a fairly early Therapist (and a late Peacekeeper) Quest, so it is recommend to hoard 10 of them, then sell the rest unless you intend on using them. They are worth a good amount to Therapist and take up little space so they are a valuable loot item. Available from Therapist for Roubles at Level 4, after completing Healthcare Privacy, Part 3.
Augmentin
Basically a cheaper Morphine. One use, 205s. Not recommended over Painkillers due to its cost. No current barter for this item, so usually it's just a fairly expensive, small loot item. Most likely a component of a medstation manufacturing process or upgrade. Keep it.
Ibuprofen
Powerful painkiller. Lasts 500 seconds and has 12 uses. This item is recommended as your long-term solution for painkillers. While it is valuable because it's used to trade for THICC items case, it's the cheapest component and is very useful as a painkiller. It has a long duration and a large amount of uses, so keep it in your container for use as a painkiller if your primary painkillers wear off. Don't use it completely up, though. Keep the 1/12 bottles for the trade.
Vaseline
Powerful medical item. Cannot be purchased from dealers. Has a maximum of 10 uses. Removes Pain, applies Painkillers for 500 seconds (8.3 minutes). Useful to keep in your container as an alternative to Painkillers, though it takes 6 seconds to use, which is longer than other painkillers. Used as part of a barter trade for the Medcase.
Golden Star Balm
Fairly useful medical item. It can remove Pain and Contusion (not a big deal of a debuff, goes away on its own shortly) and provides a small bonus to hydration and energy. It also removes toxication and Radiation exposure, both of which are not yet implemented into the game. Like Vaseline, has a maximum of 10 uses. Painkiller effect lasts for 10 minutes, and takes 7 seconds to apply. Recommended to take only if you are going on large maps and you have extra room in your container. Can be used with Ibuprofen and 5x Med parts to craft 7 Propital.

Continued below in a series of comments, due to character limit.

submitted by dumnem to EscapefromTarkov [link] [comments]

Escape from Tarkov - New Player Guide!

Introduction

NEW VERSION: https://www.reddit.com/EscapefromTarkov/comments/ffyynf/escape_from_tarkov_new_player_guide_20_75_pages/

Greetings, this is dumnem, also known as Theorchero, but you can call me Theo. I'm an experienced Tarkov player and I'm writing this guide to try and assist new Tarkov players learn the game, because it has one hell of a learning curve. We'll be going over a lot of different aspects of this guide, and it is going to be huge. Feel free to digest this in parts.
Additionally, this is a work in progress. I will write as much as I can in one Reddit post, but subsequent parts will be in additional comments. Google Docs Version (Note: Link is placeholder atm)
Disclaimer: I haven't played Tarkov regularly in a couple months. It's possible there has been extensive changes that I have not kept up with. If there is anything I have gotten wrong or may have omitted, please let me know.
This is Primarily directed towards Tarkov Novices. It hopefully includes everything you need to know to be able to go into a Raid equipped for success and to successfully extract with gear.
Want to play with friends? Want to have fun and learn Tarkov? Check out my discord here.

Changelog

WORKING ON UPDATING FOR .12, HANG TIGHT.
6/2:
  • Added Veritas chart
  • Fixed Vaseline/Star Balm stats, lab key card.
  • Adjusted formatting slightly, spelling adjustments.
  • Added additional resource, updated old ones.

Table of Contents

  • Tarkov Overview - What is Escape from Tarkov?
  • Tarkov Resources - Useful links
  • Tarkov's Maps
  • Tarkov's Health System
  • Tarkov's Quest System and Progression
  • Tarkov's Hotkeys to Know
  • Getting Started
  • Player Scavs
  • New Player's loadouts - LL1 Traders
  • What to Loot - How to get the most money per slot
  • Stash Management - How to combat Gear Fear
  • What now?

Tarkov Overview - What is Escape from Tarkov?

Escape from Tarkov is a tactical, realistic, FPS with MMO elements developed by Battlestate Games. It is currently in closed Beta. The game features several maps in which your primary character, your PMC, goes into Raids in order to find and salvage loot and useful equipment to survive and thrive in Tarkov. Death is very punishing in Tarkov. If you die you lose everything you had on you when you die (with the exception of what's inside your Container and your melee weapon) including any equipment you brought with you or what you found inside the Raid.
Enemies can be players (PMCs) or 'Scavs' (Scavengers) that are either controlled by AI or by players. Unlike many shooters, AI enemies in Tarkov are deadly - they can and will kill you on sight.
It features beautiful and immersive environments, intricate and in-depth weapon modification system, a complex health system, attention to detail with loot placement, and options for combat. Do you want to play slow and stealthy, to avoid fights, or set up a deadly ambush on an unwary foe? Or do you prefer to raw combat, where only your quick wit, placements of shots, and tenaciousness determines who gets out alive? It's your Tarkov. You make the rules.

Tarkov Resources - Useful links

I take no credit or responsibility for any of the content in these links. To the best of my knowledge, these are updated consistently and are accurate, but user beware.

Quick-Reference Ammo Chart

Created by SirKilljoy, you can find it here. Note: As of 6/2/19, Outdated. Searching for updated file. Send if you have one!
An updated ammo chart can be found here. It's not fancy or quick reference though. Sorry!

Tarkov Wiki

Absolutely fantastic resource. You can visit them here.
It is a massive collection of everything that we players have been able to find.
They contain trades, user-created maps, lists of ammo, parts, weapons, loot, etc. If it's in the game, it's on the Wiki, somewhere.
I highly recommend opening the wiki page for the Map that you plan on raiding in.
Factory
Customs
Woods
Shoreline
Interchange
The Lab ('Labs')

Map Keys and You

Huge collection of all the keys in the game. These are also on the wiki, but this page has them all on one page, and tries to inform the user if the key is worth keeping or using.
Check it out here.
This section is open to revision. Mention me in a thread (or in the comments below) about a resource and I'll see about adding it here.

Tarkov's Weapon Compatibility Guide

Pretty self explanatory. Also includes a Key guide and a Mod guide.
Check it out here.

HUGE Reference Bible by Veritas

Courtesy of Veritas (Send me his reddit username?), It's located here. (Open in new tab.)
Contains: Detailed information about: Ammunition, Health, Firearms, Body Armor, Helmets, Rigs & Backpacks, Labs & Quest keys.

Tarkov's Maps

Tarkov features several maps - ranging from wide, beautiful vistas to ruined factory districts, to an abandoned laboratory where illegal experiments were being conducted. It is important to learn the maps you intend to play. In order to keep your gear, you must 'extract' at one of your designated exfiltration points. Not all exfils will be active every game, and some are conditional.
To see what extracts are available to you, double tap 'O' to show raid time and your exfils. If it has a ???? it might not be open.
You can load Raids in an OFFLINE status, which allows you to explore the map or practice against AI without losing gear.
You do not keep any EXP or gear you find in the OFFLINE Raid, though.
To access OFFLINE Raids, head into a Raid normally until you see this screen.
Simply check 'Enable OFFLINE mode for this Raid' and you're good to go! You even have a choice on whether or not to add AI. You can also control how many AI enemies spawn, fewer than normal or a great deal more! You can even make Scavs fight each other. (Framerates beware.)

Factory

Gate 3 Extract
A small, fast-paced map that was primarily created for PvP. Scavs spawn in all the time. Very close quarters, shotguns and SMGs tend to dominate here. PMCs can only access one Exit (Gate 3) without the Factory Exit Key. Good place to go if you need PMC kills as action is pretty much guaranteed. It is recommend NOT to bring in a lot of gear to Factory until you are experienced.

Customs

Extract map
A fairly large map that was recently expanded. Essentially, players spawn either on 'warehouse' or 'boiler (stacks)' side. If you see a large red warehouse near you (Customs Warehouse), then you spawned on the warehouse side. If you don't, you likely spawned near Boiler side.
The location for most quests in the game. Finding geared players here is very easy, so if you are low level attempting to complete early quests (like The Bronze Pocketwatch) it's recommend to AFK in the raid for 20 mins or so, as most players will have moved out of spawns and hit the 'hot' areas already, so it's less likely to be contested, so you may grab your quest item(s) and proceed immediately to Exfil.
Contains a Scav Boss, which is a group of scavs with above-average to high-tier gear that has a chance to spawn in Dorms or Gas Station.

Woods

Woods Map with Exfil
A very large map that is mostly just a large forest, with the occasional bunker, and the Lumber Mill in the center. The Lumber Mill is the primary point of interest, as it contains a couple quest locations and is the primary location to farm Scavs, as Scavs killed on woods is the only known location to find the Arsenal Key, which is the rarest and most valuable key in the game at the moment.
Since the map is so large and open, sniper rifles with scopes usually reign king here. You will see a lot of players with Mosin rifles as they are a cheap way to train the Sniper skill (for a quest later on) and are capable of killing geared players and scavs alike.
Overall, not usually very populated. An early quest from Prapor sends you here to kill a number of Scavs. A good map to learn the game, as although the loot is not fantastic, you can get experience with how the game runs and operates while fighting AI and possibly getting lucky with a key find off a scav.

Shoreline

Shoreline Map, with Loot, Exfil, etc
A very large map, notorious for its FPS hit. Generally speaking, one of the better maps for loot.
The primary point of interest is the Resort, but scavs spawn there, and is primarily occupied by hatchlings (players only with hatchet, ie melee weapon) and geared players. Resort has great loot, but requires keys to access most of it.
A great map to learn though from new players as the outskirts still contains plenty of loot and combat opportunities with AI scavs. You can hit Villa, Scav Island, Weather station, Docks, etc and come out with a backpack full of valuable gear fairly easily.
Location of many quests, including a large quest chain where players are required to kill many, many, scavs on Shoreline.

Interchange

Detailed map
Great, great loot area, but very complex map. Doesn't run very well on old computers. Features a mostly-binary exfil system like Shoreline, but.. kinda worse. Exfil camping is fairly common on this map. Huge map with multiple floors and many many different stores. Communication with teammates is a challenge on this map, but the map is also fantastically detailed.
This map features a lot of loot that depends on the kind of store you're in. It's a great place to farm rare barter materials which are valuable to sell on the Flea market or to use for quests. An early quest (from Ragman) sends you here to kill a large amount of Scavs. I'd recommend getting Ragman to level 2 and accepting his quest before going to Interchange, as getting this quest done can take a while as it is and you want all scav kills to count towards progress.

The Lab ('Labs')

Here's a map.
This is a very complex map, so I highly recommend you read the Wiki article and look at all the maps to get an idea of what it's like.

INSURANCE DOES NOT WORK ON THIS MAP.

If you purchase insurance and lose your items on this map, doesn't matter from whom, you will not get them back.

LABS IS NOT LIKE OTHER MAPS. READ THIS SECTION CAREFULLY.

Labs is by far the most lucrative map to play at the moment. You can easily earn several million roubles per hour by killing Raiders (Juiced-up scavs that are ONLY on Labs), looting their equipment, then running to one of the many, many extracts. Extract camping is hard to pull off and pretty much not viable on Labs.
DISCLAIMER: Labs, like much of Tarkov, is under constant development, so issues may be fixed or created without warning. Always check patch notes!

Raiders

Raiders are the avatars of Death in Tarkov, clad in USEC and BEAR hats, high-end armor, and plenty of firepower to boot. Do not fight Raiders directly. They WILL kill you. Raiders are absolutely broken this patch, and are getting fixed next patch to help fix their exploits of both poor AI and how they're a little.. insane. At the moment, the only way to kill raiders is to camp a hallway, room, or door, and attract the scavs to you, headshotting them the moment they enter before they have a chance to lock onto you.
Raiders can see you through and shoot you through surfaces you cannot.
This means you have to be very careful when engaging them. They are also often equipped with very high-end ammo, meaning that most faceshields (even Killa helmets) can be useless vs a Scav who spawned with 'big boy' ammo, 7N39. They can shoot your head if it's even slightly visible. They can prone instantly, as they have no ping. If they drop without slumping over, get to cover immediately.
Typically, strategies to farm Labs (barring rushing certain rooms for static loot) involve rushing a camp-spot and baiting raiders to your location and taking them out quickly, efficiently, and with no mercy. There are many locations to camp, and since there's so many exfiltrations, it's ultimately up to personal preference.
Raiders often spawn with armor (often Troopers and Gen4s) a rig (Sniper or Ana Alpha rig, usually) and a variety helmets and weapons. Always check the ammo the raiders spawn with. If they spawn with ANYTHING other than PS (and 12 gauge) LOOT IT! You can right click their magazine and hit 'unload ammo' to get the ammo without having to grab the mags, which saves space.
BS, BT, BP, 7N39, etc can be worth several hundred roubles a round on the market. They're extremely valuable.
Additionally, Raiders spawn IFAKS, Morphine, and grenades (F-1 & Flashbangs (Zarya)) with regularity. They can also spawn with random consumables and large clumps of cash in their pockets as well. They can spawn several backpacks, most of them being rather large, if relatively uncommon.
Additionally, Raiders can have American names, breach doors, and mumble as if they are a USEC PMC because some of the Raiders are actually USECs. You will learn with experience what the Scavs will or will not say.
Experience Farming on Labs
Labs is perhaps the best place to farm experience on the current patch.
Killing a Raider with a headshot awards 1100 Experience.
This does not include any looting, inspection (searching bodies), examine, streak, or other experience.
Killing a large sequence of Raiders gives additional bonus experience in the form of Streak rewards, usually 100 bonus exp per additional kill.
Surviving the raid multiplies all of these sources of experience by 1.5x
Changes coming to Labs
Disclaimer: I am not a BSG developer or employee. This is what I have seen on this subreddit and heard elsewhere. Some might be purely rumor, but other points are confirmed by Nikita.
Labs is currently undergoing an overhaul. At the moment, you require consumable Keycards to enter Labs, which may be purchased from Therapist or bartered Mechanic in exchange for 1 Bitcoin starting at Loyalty Level II. They can also be found in drawers and jackets. Scavs can drop permanent keycards that replace most keys used in the previous iteration of labs.
The full extent of the changes coming is not known.
Remember, you can load a map in OFFLINE mode to practice against bots or to learn the map without fear of losing gear.

Tarkov's Health System

Tarkov Wiki Article
Tarkov has a very advanced health system, and while it might seem overwhelming at first, you'll get the hang of it rather quickly. It features a very wide variety of effects and injury, including hydration, energy, blood pressure, blood loss, fractures, contusion, intoxication, exhaustion, tremors and more.
Not all of the Health System is implemented yet. Expect changes!
Your character (PMC, or otherwise) has a combined Health of 435. Each of his limbs have separate health. Taking damage to a limb that reduces it to 0 'blacks' that limb. Blacked limbs are a problem. They greatly impair the activities your PMC performs, and taking damage in a blacked limb amplifies the damage by a multiplier and spreads that damage among your other non-black limbs equally. You cannot heal a blacked limb.
Notes: Bloodloss applies damage to the affected limb and can be spread like other damage to a blacked limb. Treat immediately. Also causes significant dehydration!
Losing a limb applies additional effects. Fractures also apply these effects but not the damage amplification (Except for damage if running on fractured leg.)
Dehydration is what happens when your Hydration level reaches 0. You can view your Hydration level in your gear page, at the bottom left. Becoming dehydrated is extremely bad. You take constant damage. Taking dehydration damage can kill you if you have a black chest or head.
Head/Chest: Bullet damage resulting in losing your head or chest is instant death. Note: Bloodloss resulting in your Head/Chest being black does not result in death, but any damage to them beyond that point will! A back chest will causes you to cough (much like your stomach!)
Painkillers: Prevents coughing that comes from your chest. Doesn't help otherwise.
Stomach: Massively increased rate of dehydration and energy loss. You must find liquids or exit the Raid soon. Additionally, your PMC will cough sputter loudly, attracting attention.
Painkillers: Significantly reduces the frequency and volume of the coughs.
Arms: Makes activities like searching, reloading, etc, take additional time, as well as adding a sway, reducing accuracy. Arms have a .7x damage multiplier.
Painkillers: Reduces sway, removes debuff Pain.
Legs: Blacked legs cause your PMC to stumble and be unable to run. Blacked legs have a 1x damage multiplier.
Painkillers: Allows you to walk at full speed and to run.
WARNING: Running while your legs are blacked or fractured WILL DAMAGE YOU.
Health Items
Tarkov features many health items - 'Aid' items, which can be used to restore your characters health and to fix ailments or injuries he receives as the result of combat or mishaps. The two most important health conditions to consider are bloodloss and fractures, which have both been covered above. Some food items may have ancillary effects, such as losing hydration.
Since in the current patch the only ailments to worry about are bleeding and fractures, it changes which health items are most necessary. We'll go over them below.

Health Restoration

Medical Items on Wiki
AI-2 medkit
The newb's medical kit. You receive several of these when you start Tarkov - they'll already be in your stash. Available from Level I Therapist, they are cheap and effective way of healing early in the game. They will not stop bloodloss. Because of this, you also need to bring bandages or a higher-grade medical kit.
Affectionately called 'little cheeses' by the Tarkov community. Using it takes 2 seconds, and because of how cheap it is, it's often brought in by higher level players to supplement their healing without draining their main kit (which is capable of healing bloodloss or sometimes fractures). Due to its short use time, it's often very useful during combat as you can take cover and quickly recover damage taken to a vital limb.
Bandages
The newb's bloodloss solution. Available from Therapist at Level I. A better version, the Army Bandage is available at Level II, after a quest. Mostly obsolete after unlocking the Car Medical kit. Activating takes 4 seconds, and removes bloodloss to one limb.
Splint
The newb's solution to fractures. Cheap, takes five seconds to use, and takes up 1 slot. Not generally recommended to take because fractures effects can be greatly mitigated with the use of Painkillers. Available from Therapist at Level I, no quest needed.
Car Medical Kit
The newb's first real medical solution. Available LL1 as a barter (2 Duct Tape) and available for Roubles after completing Therapist's second quest. Has a larger health pool than AI-2's (220, vs AI-2's 100), and removes bloodloss. Takes up a 1x2 slot, so requires to be placed in a tactical rig in order to be used effectively. Cheap and fairly efficient, takes a standard 4 seconds to use. Rendered effectively obsolete when the Salewa is unlocked.
Salewa
Good medkit for use in mid and end-game. Contains 400 total health and can remove bloodloss. Relatively expensive at 13k roubles per kit, though. Same size as the Car medical kit, so requires a tactical rig to use effectively. Because Tarkov does not currently have effects like Toxication in the game at the moment, this kit is favored by most players who go into a raid with at least a moderate level of gear.
Unlocked at Therapist Level II after completing a level 10 Prapor quest, Postman Pat Part II.
IFAK
Fantastic medical kit, and is the one preferred by most players. Features 300 health and the ability to remove bloodloss and a host of other negative effects that are not yet implemented into the game. It does not, however, remove fractures. Taking up only a single slot, it is favored by players in all stages of gear, and it is recommend to carry one in your Secure Container in case of emergencies. Is available at Therapist Level II for a barter (Sugar + Sodium), and may be purchased for Roubles at Level III after completing Healthcare Privacy, Part I.
It is a fairly expensive kit, but due to its durability, its small size, and ability to remove bloodloss, it is a very common medical item used by players of all levels.
Grizzly
The 'big daddy' medical kit, boasting an impressive total health resource of 1800. It is also a very large kit, taking up 4 slots (2x2) - in order to be able to use this quickly, it would require specialized tactical rigs that feature a 2x2 slot. It removes all negative effects (some costing HP resource), including fractures.
Used by highly-geared players who intend on staying in raids for an extended period of time, or by players with additional Secure Container space available in case of emergencies. It is available for barter at Therapist Level II, and purchase at Therapist Level 4.

Pain Management

Using any of these items results in your character being 'On Painkillers' which allows you to sprint on fractured and blacked legs, as well as reducing effects of fractures and blacked limbs, and removing the debuff Pain. Essentially, the only difference between most of these items are the speed of use, price, availability, and duration of the effect.
Analgin Painkillers
The holy grail of pain medication. With the recent changes, "Painkillers" now have 4 total uses, not 1. The total duration is now greater than Morphine and less risk of waste. Takes a short time to use, and is available from Therapist Level 1 for both barter and Roubles.
Morphine
Quick application of painkillers. Favored by some highly geared players as it has greater usability in combat then it's typical counterpart, Painkillers. Has a longer duration, but only one use. Is required for a fairly early Therapist (and a late Peacekeeper) Quest, so it is recommend to hoard 10 of them, then sell the rest unless you intend on using them. They are worth a good amount to Therapist and take up little space so they are a valuable loot item. Available from Therapist for Roubles at Level 4, after completing Healthcare Privacy, Part 3.
Augmentin
Basically a cheaper Morphine. One use, 260s. Not recommended over Painkillers due to its cost. No current barter for this item, so usually it's just a fairly expensive, small loot item to sell to Therapist when found.
Ibuprofen
Powerful painkiller. Lasts 600 seconds and has 12 uses. However, it is not recommended to use it as a Painkiller. It is very valuable because it cannot be purchased from Dealers, it must be found, and it is a barter component to late-game containers, the Keytool and THICC Items Case.
Vaseline
Powerful medical item. Cannot be purchased from dealers. Has 10 uses. Removes Pain.
Golden Star Balm
Fairly useful medical item. It can remove Pain and Contusion (not a big deal of a debuff, goes away on its own shortly) and provides a small bonus to hydration and energy. However, because Hydration is usually easy to restore (Liquids are easy to find as 'common' or 'trash' tier loot), and Energy at the moment can't run to 0 within current Raid timers, it is Recommended to just to sell to Therapist as a Loot item.
Medical Injectors are not covered here. Essentially, they are powerful but niche items with strong side effects. Most recommended use is to store them in your Secure Container and sell them either on the Flea Market or to Therapist for roubles.
To be able to Hotkey a medicine item, they must be in a tactical rig or your pockets.

Tarkov's Quest, Progression, and Experience Systems

Tarkov features a very immersive progression system where your main character (PMC) is going into raids to acquire loot - goods that can be sold for a profit to other players, to Dealers (NPC Merchants), or used to fulfill quest requirements in order to complete them and receive your rewards. Additionally, your main character will increase their prowess in a number of skills, which increases everything from how much they can run, increases the ease of which recoil can be controlled, and even how far you can throw grenades. These are referred to 'soft skills.'
Additionally, your PMC is assigned a Level. You can increase your Level by earning Experience - which is rewarded by performing numerous tasks throughout the Raid, completing quests, examining new items, killing other players and Scavs, etc. Successfully extracting from a raid will increase the experience you earn from the raid via a multiplier.
Increasing your PMC's level will allow you to complete additional quests, which increases your Reputation with certain Dealers (and may reduce your Reputation with others) allowing you access to better equipment to purchase. Additionally, completing quests will often reward you with large sums of currency and sometimes equipment, and certain quests unlock items for purchase from that dealer.
A Dealer's arsenal of available weapons, ammo, mods, medication, containers, and etc to purchase by you is determined by their Loyalty Level - or LL, for short. Certain Dealers specialize in different kinds of equipment, and they will pay different rates or straight up not buy particular items. In a future release, eventually Dealers will offer discounts to the player based off their Loyalty Level.
Article on Dealers

Increasing Loyalty Level

Increasing your Trader's loyalty level is extremely important to your progression and overall success in Tarkov. Being able to purchase better Ammo and Equipment is essential to being able to fight other players and secure their loot for your own. Owning Prepare for Escape and Edge of Darkness (EoD) editions of Escape from Tarkov will increase your starting Reputations with Traders. It is unclear if this change will stay after the game's full release.
Typically though, you need three things to increase your Trader's level.
  • Reputation
This is accomplished via quests. Completing a quest will reward you with an increase in the quest givers' reputation, sometimes an increase in another trader's reputation, and sometimes will reduce the Reputation of another trader. Not all Traders need a certain level of Reputation to increase their loyalty Level to II. Peacekeeper and Ragman, for example, just need you to spend a certain amount of money with them.
  • Character Level and Experience Gain
The primary gate behind your trade level (and thus your overall economy and gear leverage) is your Character Level. You increase this by gaining Experience. The easiest way to gain experience is to Loot high value areas, fight players, and kill scavs while completing quests. Generally speaking, your level will advance as you play the game at a moderate pace. One way to farm experience though is to avoid looting all-together and just focus on killing a large number of scavs from a safe distance, after learning where they tend to spawn on any given map. This patch however, labs is fantastic for experience gain. (See above.) Another strategy (albeit one that takes longer) is to loot everything, then drop what you don't want. You gain experience for finding items and picking them up, so picking them up to drop them is technically the best way to gain the most exp per kill.
You can receive additional bonuses to Experience earned. Successfully extracting will increase your experience by a multiplier, typically 1.5x the experience gained during the raid, escaping also rewards a 300 exp Escape bonus which is added to your total before the multiplier is applied.
You can also receive experience bonuses for Exploration, so visiting different parts of the map will reward you with sums of experience, usually 100 to 300 or so. Killing multiple enemies in a row will reward you with Streaks, whose rewards increase as you get more kills. Getting a kill with a Headshot also significantly improves experience gain from kills. You also receive a (very small) bonus when you survive consecutive raids.
Note: Completing a Raid too early (via extraction) will cause you to receive a Run-Through status, which reduces experience earned in that raid by 50%.
Most Quests require you to be a certain level to unlock, and upon completion rewards you with a lot of exp and usually the ability to purchase specific equipment.
  • Money Spent
This is pretty self-explanatory. As mentioned above, Peacekeeper and Ragman can be increased easily just be selling and buying from them. If you need to artifically inflate the amount spent, a good idea is to purchase a large amount of cheap items from them and sell them back to the Trader. You still take a significant loss, usually around 50-60% per purchase, but since the money spent counts both items sold to the vendor and purchases, you get about 140-150% credit per item at about half the cost.

Selling Efficiency

Not all dealers pay the same for certain items. It is important to note that a lot of this is my personal experience, and prices can fluctuate as the Developers may change them for any reason. Use your own common sense and check various dealers before selling particularly lucrative items.

Prapor

Sells AKs, Magazines, many different Ammo types, Grenades, and weapon modifications. I don't tend to sell to him very often, as he doesn't pay the highest for any items that I have personally seen and because you tend to buy most Ammo and mags from him it's not a particular issue to level him up with money spent.

Therapist

Sells medical supplies, food and drink, and storage cases, which are items that effectively increase the size of your stash because they have more space inside than they take up. Most storage items are restricted to certain item types. Pays most for items like Keys, Statues, Rolers, Bitcoin, etc. Many of these items should be sold on the market instead of to her, but often times it's not worth the hassle.

Fence

Pays least for items, sells items for more than other Dealers. Items other players have sold will appear here. Only sell items to Fence that other dealers will not take! Basically a placeholder for an expanded Market.

Skier

Sells various weapons, mods, ammo, Euros, and containers. Pays most for items like Armor, backpacks, headgear, facemasks, flashlights, sights, etc. It is important to note, that Skier will not buy Weapons or most Mods. That means for things like flashlights, you have to take the flashlights/sights off the mount or rail in order for him to buy them, but he pays the best.

Peacekeeper

Deals entirely in Western equipment, UN armor, helmets, etc. Will buy most items, but will pay USD for them. Deals entirely in USD. One good way to get his money spent requirement is just to buy USD, which is used for a later quest from Skier, which unlocks his quest chain. He has a lot of good deals, experiment for yourself. At the moment his MP5 for 10 'bars' knives (scav knives) is an exceptionally good deal and easy to accomplish for new players.

Mechanic

Sells mostly completed weapons with various modifications and unique names, and mods. Sells magazines and some ammo. Offers containers as you progress. His quests are easy to complete, but often are money dumps in exchange for large sums of EXP more than anything else. Pays the most for modifications (except for sights and suppressors) and stripped guns.

Ragman

Sells backpacks, armor, tactical vests, and helmets mostly. Offers aesthetic clothing. Can obtain LL2 by just purchasing from him, does not require reputation. In fact, his first quest tasks you with that very objective. As far as I can see, he does not pay the most for any items in particular. But he is a very useful merchant once you have him at level 2. He will sell Scav Backpacks, which are an extremely efficient backpack to use as it's fairly large but very cheap.
Rule of Thumb for selling items at most value
Weapons: Strip the weapon! Take apart ALL pieces of it (including gas tubes, separating flashlights from ring mounts, etc), sell what you can to Skier. For the rest, sell to Mechanic.
Keys, Food, Medical Items, Statues, Bitcoin, Rolers, etc: Therapist or the Market. For items like this, ALWAYS check the Market first! A lot of these kinds of items are in valuable trades or are required for quests; this means that other players are often willing to pay more for them, above trader prices.

Continued below in a comment, due to character limit.

submitted by dumnem to EscapefromTarkov [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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