The underrated stock survey! Submit your picks for the community to track
Following on the previous tracking post (http://redd.it/i2mmzg) and the highly upvoted request from DJ-Ascii , I've set up this post for another round of underrated or undervalued stock picks. As before, let us know what stock you believe is underrated and a consistent winner that has done well for you, or you believe will do well going forward. In order to make this easier to track please use the following guidelines for submitting.
Only one submission per comment. You can make multiple comments, but please only submit one stock per comment.
Please include at least the ticker and the company name. Feel free to explain why you think this is a good stock.
I'll add these new picks alongside the old survey so as to update you on each portfolio over time. Don't worry about any overlaps. Edit 1: I've compiled everyone who has posted so far, but I'll look out for any final additions tomorrow. The list will then be locked EOD on Friday the 7th of August, and all prices will start from there. Edit 2: All picks have now been locked down and consolidated into the list below. Stocks are sorted in alphabetical order of their company name and the ID corresponds to the approximate order in which they were submitted. The next update will be in 30 days.
I'm trying to be positive but GL's actions are the opposite of intelligence. This is the worst update in A9 history. I'll explain why...
It's a pretty long rant. You have been warned...
Worsened graphics. Same device, much worse graphics for no reason. They literally made the game engine worse.
Frame skipping and lagging everywhere. Also game crashes. They said they optimized the game. I bet they forgot to mention that you need a quantum computer to play their casino racing masterpiece.
The older bug with the mini map (tap do steer players can't tap in that area) is back.
The infamous lagging screen after every freaking race (what the hell are they doing in background that the phones become so hot? bitcoin mining?). They still didn't fix it after the recent hotfix! Who pays these clowns who can't even revert some dumb changes?
The unfair SE. There are hardly tokens offered. They keep reducing the rewards until there will be nothing left except uncommon parts and a few credits. They expect us to play hundreds of races for peanuts. The finest greediness. Also how come SE still shares the same tickets pool with daily events? They are different things!
Same old stinky GP. Everyone knows what is wrong with this thing that has nothing in common with real grand prixes except the name. Most regular players don't win keys. Why should we even bother anymore?
The hard Unleashed event. They put the same required time 0:51 despite the cars having different rankings. They don't have the expression "fair play" in their dictionary.
Credits heist is good in theory. In practice they added the awful police besides the aggressive AI to make sure you can't get those credits. They also added stars requirements for good measure. Also they made it that way you need to play too many races if you want all rewards. Efficiency is again not in their dictionary.
The new MP format which encourages dumb grinding to get some decent milestones.
The club rewards remain a joke.
You need to complete 250 conditions in SE just to have the chance to buy packs! Whatever GL idiot who thought of that should have his head smashed on his monitor.
They still didn't fix that stupid error with no internet connection! My internet is working, it's not my fault you can't code a decent internet connection algorithm.
The cheaters are still dominating MP. The Android version has such a poor security that every schmuck can abuse the game. I wonder if anyone even reads those in game reports or are there as placebo effect.
Did you check how much internet traffic this game consumes? What the fxx-k they transfer that A9 needs gigabytes of data every month just to play it?
Should I mention the bunch of useless employees called Customer Care? An appendix is more useful than them.
u/deadbeat1000 totally saw the denial of Craig's Motion for Summary Judgment coming
In this post I'm going to go through a selections of quotations from our dear friend u/deadbeat1000 on this score: First his most recent one where he echoes the rationalisation in the latest Coingeek article on this and says:
This really comes as no surprise.
So clearly he saw this coming, right? He didn't make a bunch of comments several months back where he seemed certain Craig was going to win this motion? Let's find out. This quote doesn't look good (my emphasis added):
W&K was formed by CSW's wife, Lynn Wright and Dave in order to enable them to bid on government contracts having nothing to do with mining Bitcoin. And W&K was formed not at a "partnership" but as a Limited Liability Corporation (LLC). Therefore, it really should be about shares in a corporation and a corporate structure not an assumed "50:50" partnership. In a corporation there are voting rights and thus before Ira could sue CSW on behalf of W&K, there would have to be a vote by the shareholders. In this case Lynn & Ira as CSW relinquished his stake in the company during his divorce. In other words, Lynn is alleging that Ira has violated W&K legal structure and corporate governance. She was never informed, consulted, and voted on Ira's suit on behalf of W&K as the majority shareholder of W&K. This blows Ira whole case as he is actually committing fraud by misrepresenting his authority on behalf of W&K to bring suit against CSW. Actually it also reflects on Velvel Freeman as yet another shyster lawyer who looks to use the courts as a shakedown proxy. This case should have never been brought and it also reflects badly on Reinhart who should have dismissed this case just from demanding the legal paperwork of the corporate structure of W&K.
I'm about ready to revoke your account on this board because you are acting like an ass. This is a legal matter and there is settled law about business legal structures. W&K is a corporation and as a corporation all revenue is owned by the corporation and not the individuals. Lynn Wright is the majority shareholder of W&K and she is the one who gets to decide the disposition of W&K via her controlling interest.
It looks like Ira has some explaining to do. Isn't ironic how the trolls scrutinize every utterance of CSW but never took the time to examine Ira's behavior. And worst yet is the court for not even demanding the business filings that are on file with the Secretary of State of the State of Florida. This whole case has been a travesty from the start designed as a shakedown and should have been thrown out immediately by the Magistrate. What they managed to do was to get CSW to fork over $135,000.00 USD for a process "error" that wasn't even of his own making but due to Reinhart & Freedman's ignorance of Bitcoin. The dilettantes and the mediocre are truly in charge.
Looks like Ira doesn't have any explaining to do as the claim was thrown out. Don't worry deadbeat, you're not alone in being blind-sided like this. Calvin was too, and he's footing the bill for his sugar-baby Craig because were he not these legal bills these overworked lawyers are charging as they try to save Craig from his own web of lies would be too onerous for poor Craig. You'd think these people who saw this coming might have given at least him a head's up given his financial involvement in the case.
https://github.com/gridcoin-community/Gridcoin-Research/releases/tag/126.96.36.199 Finally! After over ten months of development and testing, "Fern" has arrived! This is a whopper. 240 pull requests merged. Essentially a complete rewrite that was started with the scraper (the "neural net" rewrite) in "Denise" has now been completed. Practically the ENTIRE Gridcoin specific codebase resting on top of the vanilla Bitcoin/Peercoin/Blackcoin vanilla PoS code has been rewritten. This removes the team requirement at last (see below), although there are many other important improvements besides that. Fern was a monumental undertaking. We had to encode all of the old rules active for the v10 block protocol in new code and ensure that the new code was 100% compatible. This had to be done in such a way as to clear out all of the old spaghetti and ring-fence it with tightly controlled class implementations. We then wrote an entirely new, simplified ruleset for research rewards and reengineered contracts (which includes beacon management, polls, and voting) using properly classed code. The fundamentals of Gridcoin with this release are now on a very sound and maintainable footing, and the developers believe the codebase as updated here will serve as the fundamental basis for Gridcoin's future roadmap. We have been testing this for MONTHS on testnet in various stages. The v10 (legacy) compatibility code has been running on testnet continuously as it was developed to ensure compatibility with existing nodes. During the last few months, we have done two private testnet forks and then the full public testnet testing for v11 code (the new protocol which is what Fern implements). The developers have also been running non-staking "sentinel" nodes on mainnet with this code to verify that the consensus rules are problem-free for the legacy compatibility code on the broader mainnet. We believe this amount of testing is going to result in a smooth rollout. Given the amount of changes in Fern, I am presenting TWO changelogs below. One is high level, which summarizes the most significant changes in the protocol. The second changelog is the detailed one in the usual format, and gives you an inkling of the size of this release.
Note that the protocol changes will not become active until we cross the hard-fork transition height to v11, which has been set at 2053000. Given current average block spacing, this should happen around October 4, about one month from now. Note that to get all of the beacons in the network on the new protocol, we are requiring ALL beacons to be validated. A two week (14 day) grace period is provided by the code, starting at the time of the transition height, for people currently holding a beacon to validate the beacon and prevent it from expiring. That means that EVERY CRUNCHER must advertise and validate their beacon AFTER the v11 transition (around Oct 4th) and BEFORE October 18th (or more precisely, 14 days from the actual date of the v11 transition). If you do not advertise and validate your beacon by this time, your beacon will expire and you will stop earning research rewards until you advertise and validate a new beacon. This process has been made much easier by a brand new beacon "wizard" that helps manage beacon advertisements and renewals. Once a beacon has been validated and is a v11 protocol beacon, the normal 180 day expiration rules apply. Note, however, that the 180 day expiration on research rewards has been removed with the Fern update. This means that while your beacon might expire after 180 days, your earned research rewards will be retained and can be claimed by advertising a beacon with the same CPID and going through the validation process again. In other words, you do not lose any earned research rewards if you do not stake a block within 180 days and keep your beacon up-to-date. The transition height is also when the team requirement will be relaxed for the network.
Besides the beacon wizard, there are a number of improvements to the GUI, including new UI transaction types (and icons) for staking the superblock, sidestake sends, beacon advertisement, voting, poll creation, and transactions with a message. The main screen has been revamped with a better summary section, and better status icons. Several changes under the hood have improved GUI performance. And finally, the diagnostics have been revamped.
The wallet sync speed has been DRASTICALLY improved. A decent machine with a good network connection should be able to sync the entire mainnet blockchain in less than 4 hours. A fast machine with a really fast network connection and a good SSD can do it in about 2.5 hours. One of our goals was to reduce or eliminate the reliance on snapshots for mainnet, and I think we have accomplished that goal with the new sync speed. We have also streamlined the in-memory structures for the blockchain which shaves some memory use. There are so many goodies here it is hard to summarize them all. I would like to thank all of the contributors to this release, but especially thank @cyrossignol, whose incredible contributions formed the backbone of this release. I would also like to pay special thanks to @barton2526, @caraka, and @Quezacoatl1, who tirelessly helped during the testing and polishing phase on testnet with testing and repeated builds for all architectures. The developers are proud to present this release to the community and we believe this represents the starting point for a true renaissance for Gridcoin!
Most significantly, nodes calculate research rewards directly from the magnitudes in EACH superblock between stakes instead of using a two- or three- point average based on a CPID's current magnitude and the magnitude for the CPID when it last staked. For those long-timers in the community, this has been referred to as "Superblock Windows," and was first done in proof-of-concept form by @denravonska.
Network magnitude unit pinned to a static value of 0.25
Max research reward allowed per block raised to 16384 GRC (from 12750 GRC)
New CPIDs begin accruing research rewards from the first superblock that contains the CPID instead of from the time of the beacon advertisement
500 GRC research reward limit for a CPID's first stake
6-month expiration for unclaimed rewards
10-block spacing requirement between research reward claims
Rolling 5-day payment-per-day limit
Legacy tolerances for floating-point error and time drift
The need to include a valid copy of a CPID's magnitude in a claim
10-block emission adjustment interval for the magnitude unit
One-time beacon activation requires that participants temporarily change their usernames to a verification code at one whitelisted BOINC project
Verification codes of pending beacons expire after 3 days
Self-service beacon removal
Burn fee for beacon advertisement increased from 0.00001 GRC to 0.5 GRC
Rain addresses derived from beacon keys instead of a default wallet address
Beacon expiration determined as of the current block instead of the previous block
The ability for developers to remove beacons
The ability to sign research reward claims with non-current but unexpired beacons
As a reminder:
Beacons expire after 6 months pass (180 days)
Beacons can be renewed after 5 months pass (150 days)
Renewed beacons must be signed with the same key as the original beacon
Magnitudes less than 1 include two fractional places
Magnitudes greater than or equal to 1 but less than 10 include one fractional place
A valid superblock must match a scraper convergence
Superblock popularity election mechanics
Yes/no/abstain and single-choice response types (no user-facing support yet)
To create a poll, a maximum of 250 UTXOs for a single address must add up to 100000 GRC. These are selected from the largest downwards.
Burn fee for creating polls scaled by the number of UTXOs claimed
50 GRC for a poll contract
0.001 GRC per claimed UTXO
Burn fee for casting votes scaled by the number of UTXOs claimed
0.01 GRC for a vote contract
0.01 GRC to claim magnitude
0.01 GRC per claimed address
0.001 GRC per claimed UTXO
Maximum length of a poll title: 80 characters
Maximum length of a poll question: 100 characters
Maximum length of a poll discussion website URL: 100 characters
Maximum number of poll choices: 20
Maximum length of a poll choice label: 100 characters
Magnitude, CPID count, and participant count poll weight types
The ability for developers to remove polls and votes
[188.8.131.52] 2020-09-03, mandatory, "Fern"
Backport newer uint256 types from Bitcoin #1570 (@cyrossignol)
Implement project level rain for rainbymagnitude #1580 (@jamescowens)
Upgrade utilities (Update checker and snapshot downloadeapplication) #1576 (@iFoggz)
Provide fees collected in the block by the miner #1601 (@iFoggz)
Add support for generating legacy superblocks from scraper stats #1603 (@cyrossignol)
Port of the Bitcoin Logger to Gridcoin #1600 (@jamescowens)
Implement zapwallettxes #1605 (@jamescowens)
Implements a global event filter to suppress help question mark #1609 (@jamescowens)
Add next target difficulty to RPC output #1615 (@cyrossignol)
Add caching for block hashes to CBlock #1624 (@cyrossignol)
Make toolbars and tray icon red for testnet #1637 (@jamescowens)
Add an rpc call convergencereport #1643 (@jamescowens)
Implement newline filter on config file read in #1645 (@jamescowens)
Implement beacon status icon/button #1646 (@jamescowens)
Add gridcointestnet.png #1649 (@caraka)
Add precision to support magnitudes less than 1 #1651 (@cyrossignol)
Replace research accrual calculations with superblock snapshots #1657 (@cyrossignol)
Publish example gridcoinresearch.conf as a md document to the doc directory #1662 (@jamescowens)
Add options checkbox to disable transaction notifications #1666 (@jamescowens)
Add support for self-service beacon deletion #1695 (@cyrossignol)
Add support for type-specific contract fee amounts #1698 (@cyrossignol)
Add verifiedbeaconreport and pendingbeaconreport #1696 (@jamescowens)
Add preliminary testing option for block v11 height on testnet #1706 (@cyrossignol)
Add verified beacons manifest part to superblock validator #1711 (@cyrossignol)
Implement beacon, vote, and superblock display categories/icons in UI transaction model #1717 (@jamescowens)
Eth 2.0 vs Polkadot and other musings by a fundamental investor
Spent about two hours on this post and I decided it would help the community if I made it more visible. Comment was made as a response to this
I’m trying to avoid falling into a maximalist mindset over time. This isn’t a 100% ETH question, but I’m trying to stay educated about emerging tech. Can someone help me see the downsides of diversifying into DOTs? I know Polkadot is more centralized, VC backed, and generally against our ethos here. On chain governance might introduce some unknown risks. What else am I missing? I see a bunch of posts about how Ethereum and Polkadot can thrive together, but are they not both L1 competitors?
What else am I missing?
The upsides. Most of the guys responding to you here are full Eth maxis who drank the Parity is bad koolaid. They are married to their investment and basically emotional / tribal in an area where you should have a cool head. Sure, you might get more upvotes on Reddit if you do and say what the crowd wants, but do you want upvotes and fleeting validation or do you want returns on your investment? Do you want to be these guys or do you want to be the shareholder making bank off of those guys? Disclaimer: I'm both an Eth whale and a Dot whale, and have been in crypto for close to a decade now. I originally bought ether sub $10 after researching it for at least a thousand hours. Rode to $1500 and down to $60. Iron hands - my intent has always been to reconsider my Eth position after proof of stake is out. I invested in the 2017 Dot public sale with the plan of flipping profits back to Eth but keeping Dots looks like the right short and long term play now. I am not a trader, I just take a deep tech dive every couple of years and invest in fundamentals. Now as for your concerns:
I know Polkadot is more centralized
The sad truth is that the market doesn't really care about this. At all. There is no real statistic to show at what point a coin is "decentralized" or "too centralized". For example, bitcoin has been completely taken over by Chinese mining farms for about five years now. Last I checked, they control above 85% of the hashing power, they just spread it among different mining pools to make it look decentralized. They have had the ability to fake or block transactions for all this time but it has never been in their best interest to do so: messing with bitcoin in that way would crash its price, therefore their bitcoin holdings, their mining equipment, and their company stock (some of them worth billions) would evaporate. So they won't do it due to economics, but not because they can't. That is the major point I want to get across; originally Bitcoin couldn't be messed with because it was decentralized, but now Bitcoin is centralized but it's still not messed with due to economics. It is basically ChinaCoin at this point, but the market doesn't care, and it still enjoys over 50% of the total crypto market cap. So how does this relate to Polkadot? Well fortunately most chains - Ethereum included - are working towards proof of stake. This is obviously better for the environment, but it also has a massive benefit for token holders. If a hostile party wanted to take over a proof of stake chain they'd have to buy up a massive share of the network. The moment they force through a malicious transaction a proof of stake blockchain has the option to fork them off. It would be messy for a few days, but by the end of the week the hostile party would have a large amount of now worthless tokens, and the proof of stake community would have moved on to a version of the blockchain where the hostile party's tokens have been slashed to zero. So not only does the market not care about centralization (Bitcoin example), but proof of stake makes token holders even safer. That being said, Polkadot's "centralization" is not that far off to Ethereum. The Web3 foundation kept 30% of the Dots while the Ethereum Foundation kept 17%. There are whales in Polkadot but Ethereum has them too - 40% of all genesis Ether went to 100 wallets, and many suspect that the original Ethereum ICO was sybiled to make it look more popular and decentralized than it really was. But you don't really care about that do you? Neither do I. Whales are a fact of life.
VCs are part of the crypto game now. There is no way to get rid of them, and there is no real reason why you should want to get rid of them. They put their capital at risk (same as you and me) and seek returns on their investment (same as you and me). They are both in Polkadot and Ethereum, and have been for years now. I have no issue with them as long as they don't play around with insider information, but that is another topic. To be honest, I would be worried if VCs did not endorse chains I'm researching, but maybe that's because my investing style isn't chasing hype and buying SUSHI style tokens from anonymous (at the time) developers. That's just playing hot potato. But hey, some people are good at that. As to the amount of wallets that participated in the Polkadot ICO: a little known fact is that more individual wallets participated in Polkadot's ICO than Ethereum's, even though Polkadot never marketed their ICO rounds due to regulatory reasons.
generally against our ethos here
Kool aid. Some guy that works(ed?) at Parity (who employs what, 200+ people?) correctly said that Ethereum is losing its tech lead and that offended the Ethereum hivemind. Oh no. So controversial. I'm so personally hurt by that. Some guy that has been working for free on Ethereum basically forever correctly said that Polkadot is taking the blockchain tech crown. Do we A) Reflect on why he said that? or B) Rally the mob to chase him off?
Also Parity locked their funds (and about 500+ other wallets not owned by them) and proposed a solution to recover them. When the community voted no they backed off and did not fork the chain, even if they had the influence to do so. For some reason this subreddit hates them for that, even if Parity did the 100% moral thing to do. Remember, 500+ other teams or people had their funds locked, so Parity was morally bound to try its best to recover them. Its just lame drama to be honest. Nothing to do with ethos, everything to do with emotional tribalism. Now for the missing upsides (I'll also respond to random fragments scattered in the thread):
This isn’t a 100% ETH question, but I’m trying to stay educated about emerging tech.
A good quick intro to Eth's tech vs Polkadot's tech can be found on this thread, especially this reply. That thread is basically mandatory reading if you care about your investment. Eth 2.0's features will not really kick in for end users until about 2023. That means every dapp (except DeFI, where the fees make sense due to returns and is leading the fee market) who built on Eth's layer 1 are dead for three years. Remember the trading card games... Gods Unchained? How many players do you think are going to buy and sell cards when the transaction fee is worth more than the cards? All that development is now practically worthless until it can migrate to its own shard. This story repeats for hundreds of other dapp teams who's projects are now priced out for three years. So now they either have to migrate to a one of the many unpopulated L2 options (which have their own list of problems and risks, but that's another topic) or they look for another platform, preferably one interoperable with Ethereum. Hence Polkadot's massive growth in developer activity. If you check out https://polkaproject.com/ you'll see 205 projects listed at the time of this post. About a week ago they had 202 listed. That means about one team migrated from another tech stack to build on Polkadot every two days, and trust me, many more will come in when parachains are finally activated, and it will be a complete no brainer when Polkadot 2.0 is released. Another huge upside for Polkadot is the Initial Parachain Offerings. Polkadot's version of ICOs. The biggest difference is that you can vote for parachains using your Dots to bind them to the relay chain, and you get some of the parachain's tokens in exchange. After a certain amount of time you get your Dots back. The tokenomics here are impressive: Dots are locked (reduced supply) instead of sold (sell pressure) and you still earn your staking rewards. There's no risk of scammers running away with your Ether and the governance mechanism allows for the community to defund incompetent devs who did not deliver what was promised.
Wouldn’t an ETH shard on Polkadot gain a bunch of scaling benefits that we won’t see natively for a couple years?
Yes. That is correct. Both Edgeware and Moonbeam are EVM compatible. And if the original dapp teams don't migrate their projects someone else will fork them, exactly like SUSHI did to Uniswap, and how Acala is doing to MakerDao.
Although realistically Ethereum has a 5 yr headstart and devs haven't slowed down at all
Just because it's "EVM Compatible" doesn't mean you can just plug Ethereum into Polkadot or vica versa, it just means they both understand Ethereum bytecode and you can potentially copy/paste contracts from Ethereum to Polkadot, but you'd still need to add a "bridge" between the 2 chains, so it adds additional complexity and extra steps compared to using any of the existing L2 scaling solutions
That only applies of you are thinking from an Eth maximalist perspective. But if you think from Polkadot's side, why would you need to use the bridge back to Ethereum at all? Everything will be seamless, cheaper, and quicker once the ecosystem starts to flourish.
I see a bunch of posts about how Ethereum and Polkadot can thrive together, but are they not both L1 competitors?
They are competitors. Both have their strategies, and both have their strengths (tech vs time on the market) but they are clearly competing in my eyes. Which is a good thing, Apple and Samsung competing in the cell phone market just leads to more innovation for consumers. You can still invest in both if you like. Edit - link to post and the rest of the conversation: https://www.reddit.com/ethfinance/comments/iooew6/daily_general_discussion_september_8_2020/g4h5yyq/ Edit 2 - one day later PolkaProject count is 210. Devs are getting the hint :)
I sat thru an hour plus long video expecting to get some new ticker symbols for Paul's secret portfolio. He said in his email that he would provide "an opportunity to get the names for the ticker symbols". I should've read that closer as that means he was not going to provide them without a catch. This is a subscription that Paul charges $5k for. While I am a subscriber to his "Profits Unlimited", and have been satisfied with the results so far, I couldn’t afford the subscription if I wanted to. I took notes on the video and tried to get as much detail as I could (which is tough because he doesn't allow you to rewind or navigate the video in the interface he shows it on). I did research and think I found a couple, but I was hoping you guys confirm and potentially help identify any of these stocks that he personally invests in. I tried to type up what I saw from some of these stocks… Graphene stocks...
Graphene can filter ocean water in a single use, stop rust with graphene infused paint, and can detect cancer in the human body. He mentions gains by G6, Talga Resources, and Tunghsu Optoelectronic (so it can be assumed it's not one of these). Paul predicts Graphene industry to be 13x it's size by 2027. The company he mentions is developing a graphene-based powder that can strengthen any substance. they are a mining company based in Australia. They are also developing a new graphene-powered battery which could charge a phone in 1-2 minutes and electric vehicles in 5. After researching, I believe this is FGPHF. Let me know if you think different.
An offshoot of one of the largest industrial firms in Canada. Canada’s federal government is investing in it. A “tiny” company now that commissioned it’s first large-scale production facility with a production line that is 100% automated. This one I'm not sure of.
Blockchain stock. Soared 26,000% just for "adding blockchain to it’s name” and Paul thinks it will keep growing. I assume he is referring to the bitcoin boom in 2017. Paul states he thinks Bitcoin will hit $1mil in his lifetime. Not much detail here. Quick google search shows: Riot Blockchain, Hive Blockchain, and Long Blockchain Corp. One of these maybe?
This stock is one of the leading crypto miners in the world and the company’s revenues grew 66% last year. Not much info here.
Global energy storage market…
13x growth by 2030. Paul likes an energy storage firm that is developing a new type of battery that can last 20-25 years minimum. Flow battery company with a current value of about $30 million. They’ve done a 180 and are putting everything into a niche corner of the battery market. Completed their first full battery system 2 years ago. Company plans to provide batteries for telecom towers and is expanding into China, New Zealand, and Australia.
Company based out of France. A renewable powerhouse that owns over 100 power plants. Completed 7 renewable power plants last year and have another 10 in the works. Recently bought out another company operating 95 power plants and are expanding into Brazil, Mexico, Egypt, South Africa. Company has goal to increase energy output by 570% by 2023. I'm not sure about either of these companies.
Biotech….Paul extremely bullish stating this could eleminate cancer, diabetes and other diseases in this decade. A French biopharmaceutical company with 8 cancer-killing drugs in its pipeline. Is able to take T-cells (white blood cells) and transform them into cancer killers. In a study, 30 patients with lymphoblastic leukemia were given this treatment. Within weeks, 27 of them were in remission. This company partnered with Pfizer. Worth under $1 billion and generates less than $50 billion in revenue. If one of the eight drugs in it’s pipeline reaches the commercialization phase, it will receive up to $2.8 billion from it’s partners. I believe this is Cellectis (CLLS).
A leader in the use of psychoactive drugs for medical purposes. Wants to design drugs for international use. Recently brought in Canada’s top depression expert as CEO. One of it’s directors is a former law enforcement officer with 35 years experience in drug trafficking. I believe this is Champignon (SHRMF).
SPAC (Special-Purpose Acquisition Company)
Innovation on how companies go public. Monopolizing one of the fastest-growing entertainment markets in the world. Currently holds 60% market share. (Could soar 30k+ percent). Not sure, perhaps PSTH?
Another SPAC. A "pure play on American Infrastructure" with 90% recurring business. Again, not much information so I'm not sure on these ones.
Please let me know if you are able to find anything out and if you have opinions on any of the stocks, feel free to share em! Tldr: I got clues on 10 stocks from an expensive subscription service I can’t afford. Any help identifying the stocks 1-10 above is much appreciated!
[Spoilers S7] Here's what we know about the state of Earth before the bombs
Here's a compiled list of what Earth was like pre-apocalypse using details from the show. Jason Rothenberg has said if the prequel gets greenlit, he wants to implement a lot of flashbacks LOST style. These flashbacks may include references to the following:
In Monty's video message he said: "After sucking the Earth dry of oil, they went looking for another planet to tap." [Episode 5x13]
This is presumably why Eligius I (unmanned), II (manned), and IV (prison labor) were sent to asteroids to mine for hythylodium, an incredibly efficient energy source. Hythylodium was used to power the Eligius III and IV missions. [Episode 5x03]
Other energy alternatives are used, such as solar energy (the field of solar panels Jaha and Murphy see in 2x14). And in 6x04, Ryker tells Raven the propellant they use for the motorcycles is "ethanol distilled from Earth corn."
During Josephine's flashback in Boston, a man walks into a diner holding a mask, brushing dust off his shoulders. Josephine's friend also says "It's really dusty outside." You can see multiple people in the diner wearing masks around their neck. [Episode 6x07]
During Josephine's flashback, the guy that commits suicide mentions that she posted about going to a water-rationing protest. [Episode 6x07]
Gabriel says his mother's water was cut off in Colombia so the rich could water their lawns. [Episode 7x10]
On Callie's TV, a headline says "Yosemite National Park Burns". [Screenshot] Another headline says: "Deadly Heat Wave". [Screenshot] You can also hear the newscaster mention "above 110 degrees." [Episode 7x08]
On Callie's TV, a headline says "Russian Ankovirus Spreads". [Screenshot] The newscaster mentions the US has declared a public health alert. [Episode 7x08]
Becca says ALIE intends to kill 6.5 billion people to solve overpopulation. She's not trying to kill 100% of the population, so 6.5 billion is not the total population count. [Episode 3x16]
On Callie's TV, a headline says "World's 11 Billionth Child Born". [Screenshot][Episode 7x08]
This is abundant when we look at the technologies developed by just Becca and Eligius, such as large space ships, cryopods, sonic drills, brain chips, ALIE, nightblood, etc.
We also see hologram technology. In 2x16, Jaha first meets ALIE in hologram form. In 7x08, it's used as a telecommunication device when Callie speaks to her father and brother.
On Callie's TV, we see a headline "first human brain transplant successfully performed in Bangalore". [Screenshot] Another headline says "Dubai's Alpha Centauri Group debuts first orbital hotel". [Screenshot][Episode 7x08]
Becca Franko, The Tech Celebrity
She went to Harvard when she was 10 years old. [Episode 7x08]
She started making tech for Eligius at 18 years old. [Episode 6x01]
She owned her own company. We don't know the name of it but we do know it's corporate logo is an infinity sign and its motto is "Seek Higher Things". [Episode 3x07]
People idolized her. The newscaster on Callie's TV said she had "legions of devotees". In 6x07, Josephine had a magazine with Becca featured on the cover. In 7x08, Reese said "Don't mind my sister. She once dressed as you for Halloween."
She owned her own television network. The channel that Callie was watching on her TV has the infinity sign as its network logo. [Screenshot] The newscaster said "The reclusive billionaire and owner of this network made her last public appearance". [Episode 7x08]
On Callie's TV, a headline says "Stock Market Headed For A ..." and it's cut off. [Screenshot] There's most likely a recession going on and stock markets are crashing. You can also see bitcoin (BTC) is worth 4563.44 (half of what it is today). [Screenshot] Also, on top of the pandemic, huge advancements in AI and technology are most likely disrupting businesses and employment as well. [Episode 7x08]
On Callie's TV, we see a headline "Wyoming joins 32 other states in legalizing the recreational use of psilocybin mushrooms". Shrooms. [Screenshot][Episode 7x08]
Battles in U.S. Cities
The Battle of San Francisco was an armed conflict that Shaw recalls watching on TV as a child. During Diyoza's time in the military, she was one of the soldiers helping the evacuation of thousands of refugees. [Episode 5x07]
Resistance Groups & Terrorism
The United Liberation Army (ULA), was a terrorist group dedicated to fighting against the corrupt government that Diyoza became a part of after the military. The ULA was involved in many terror attacks, including an attack on the 4th of July (which they took credit for) that killed 80 civilians in a plane bombing, and a suspected metro suicide bombing in Washington D.C., killing 19 civilians. [Screenshot][Episode 5x04]
Corrupt U.S. Government
Diyoza says to Clarke "When the fascist government tried to take my home, I wanted blood too." [Episode 5x03]
When Reese mentions Callie dropping out of MIT, she says "Refusing to take part in fascistic regimes is my thing." [Episode 7x08]
On Callie's TV, the newscaster says "... when riot police, on orders from the Wallace Administration, moved in to clear the extreme environmental group known as The Tree Crew." [Episode 7x08]
Callie: "Extreme? What a joke. We were there peacefully. They're the extreme ones."
Lucy: "Don't they know they're defending a system that hurts people like them?"
Callie: People want to believe their leaders are telling the truth, which is why we need to get back there and continue exposing their lies.
The US president at the time of the bombs was a Wallace. In Season 2, Dante says "I love you Cage, and there's been a Wallace in this office since the bombs but if I find out that you're lying there won't be one after me". So most likely the Wallace administration and their family was corrupt. They easily decided to do away with democracy in order to have complete control in Mount Weather. [Episode 2x06]
Russell says to Diyoza in 6x03 "Your face is in our history books next to Hitler and Bin Laden". Eligius took part in federal prison labor, so most likely they had close ties with the government. Fascist governments like to vilify their opponents through propaganda. Even though Diyoza was indeed causing violence, she was probably also used as a scapegoat by the government since she was against them. Even Gabriel said in 7x04, "She was a freedom fighter, not a terrorist".
On Callie's TV, the newscaster says "The 11 billionth baby was born in the Wayne County Internment Camp". Internment camps/concentration camps are "camps where persons are confined, usually without hearings and typically under harsh conditions, often as a result of their membership in a group which the government has identified as dangerous or undesirable." [Source]
On Callie's TV, a headline says "Congress's negotiations on economic relief funds at an impasse amidst violent riots ..." [Screenshot]
Cult Mentality & Conspiracy Theories
In 7x10, Gabriel says to Bill Cadogan "Earth was pretty terrible. But it's good for the cult business, am I right?"
According to this article, Bill grew up in poverty. And Jaha mentioned in 4x03 that Bill's father beat him frequently. Bill, a millennial, says in 7x10 that his first job was flipping burgers, dreaming of the day he'd escape. "There must be more to life than politics, the dying ecosystem, the memes." In times of economic hardship and social upheaval, it's easy for people to latch onto certain beliefs.
Callie says Bill's a vulture capitalist who "traded his precious credibility to become a prophet of doom". She also called him a cultural artifact thief. He found and stole the Anomaly stone from Machu Picchu and in 2042, he started studying it. [Episode 7x08]
It's unknown when Bill founded the Second Dawn, but we know a news article was written about them in 2042, saying that only those with lots of money could "unlock the twelve seals" since it required payments of over $10 million to the cult. [Episode 4x03]
That's what I got. If you spotted anything else from the show, feel free to share! :) Edit: Thanks everyone for the kind words and the awards! Also, thanks to clwrutgers for asking me to make this list.
I’m a commentator for a tournament of nightmares. I’m not sure the participants are willing.
You’d think being a psychiatric ward for 38 months would be enough to deter a guy from ever going back to a sport that involves watching human beings at the height of their physical prowess beat the living shit out of each other. Sometimes regulated, sometimes not. But, here I am, fresh outta the loony bin and reading the most unusual advertising slogan I’d ever laid eyes on; “The most terrifying tournament has come around once again! Conquer your fears in theNFC*…* literally.” This was the business card that accompanied my black envelope as it was handed to me on the discharge ward by a well dressed and gangly fella with an uncomfortable wide smile. He didn’t say much of anything, just that his name was “Watson” before bowing and holding up the envelope. “Heh, like the butler, right?” I said, taking the envelope from his plasticine hands. His smile ripples across his face and he nods slowly, his perfect hair unmoving in the strong wind before he turns on his heel and walks back to the black sedan. The cold air chilled my bones, and I pulled the medical bracelet from my wrist, grimacing at the marks underneath before following Watson to the Sedan and hauling my luggage into the trunk before setting off, not knowing how I came to even be there in the first place. I guess right now, that doesn’t really matter. What matters is where I am now and what I’m doing. "blood strewn across the canvas, frayed brain matter sailing across my head and splattering against the wall, a woman standing in a pool of blood as the deformed creature twitches on the ground" My name is Sal “Motormouth” Sabotta, I’m a sports commentator by trade. Be it combat sports, pro wrestling, death-matches or martial arts tournament, I’ve done it all. I won’t lie; Work can be hard to come by. I’ve spent months struggling for rent and resorting to less tried-and-true commentary methods in order to survive. That has, at times, involved trying my hand at some of the more underground competitions; unregulated fights, sick, illegal games bet on by people on the dark web and worse… Things I’m not going to detail here. Things I’m not proud to have taken a hefty pay-check for from greasy, sweaty fucks in Armani tracksuits and stinking of cheap booze and coke all the way up to well-dressed bitcoin farmers in their 20s who probably own child slaves. In short, I’m no stranger to the grim underworld or the secrecies with which they conduct their work. I see money and an easy way to make it with my voice; I don’t ask questions. So when I received an email the day of my discharge from the hospital and I’m told “you’ll receive a letter from Mr. Watson, take it and follow the instructions to the venue. Pay up front as agreed.”, I don’t question it. Especially when the note is personalised, and the doctor says my medical fees were covered. We drove past numerous landscapes, vistas and neighbourhoods before veering off into an industrial estate and entering an underground tunnel. Half a mile in, Watson stops the car and peers back, smiling. He directs a thumb to the service door in the side tunnel and rubs his neck, a scar running from ear to ear. Was he a former fighter? Gangster? I sighed and got out, still in my medical gown and hauling ass to the door. It opened before I could reach out and a tall, muscular woman in her late 30s greeted me with a smile. She was imposing, powerful in her gait, a black eyepatch with several seals adorning the sides accompanying a thick scar down her face did nothing to stop her beauty. She wore a tank top with a black cloak with white fur on the tops and sleeves, a thick black chain clasp around the neck. I won’t lie; she looked badass. Terrifying, but badass. “‘Bout time ya showed up, Sabotta!” She grinned and put a cinderblock of a hand on my shoulder. I’m 5’10 and 180lbs, but she made me feel like a child in front of her. The power emanating from her fist was unbelievable. “C’mon, the trial match is starting and I don’t want no tourney without a broken in commentator! You gotta know the ropes of this place!” “You know your driver was standing right outside when I was discharged, right? Couldn’t think to give me an extra day or two to freshen up?” I frowned. This wasn’t normal protocol, even for back-alley promotions like this. She just laughed at me and slapped my shoulder. “The tournament waits for nobody, Sal. Times a-wasting.” The hallway is dimly lit and the sounds of a ruckus above us are as impossible to ignore as the sounds of thudding, screaming and snapping. As we pass several doors with one-way mirrors on the front panes, I hear sounds I could have never placed in the animal kingdom or otherwise; gurgles, clicks, grunts and even otherworldly whispers. “What the fuck is that? You guys doing animal fights down here? I mean I called a monkey fight once, but it’s not exactly… pleasant.” I shuddered, thinking of the violence chimpanzees can inflict on one another, let alone humans. She never stopped walking or staring directly ahead when she responded.“Those ain’t animals. Not by a long shot.” Before I can probe further, I’m hurried into a changing room and practically swept off my feet by her strength. I turn back and she’s already poking her head out the door. “You’ve got 5 minutes, get your shit and head up the left stairs, Watson will guide you.” She grinned, and I saw gold filings in her teeth that glinted as much as her bedazzled eye patch. “Ya came highly recommended… I expect good things!” I do as instructed and within 5 minutes I’m back in my commentary clothes; an open buttoned Hawaiian shirt with my old Hotel Inertia shirt underneath, skinny black jeans and shimmering black shoes. I found some old slick gorilla powder in my hair and dusted it up, opting for the dishevelled look as I knew I’d be sweating by the end of the ordeal. “You shouldn’t bother putting in so much effort, y’know. They’re not gonna care how good you look, only how well you talk.” Standing in the doorway was a woman in her 40s, dark-skinned and hair clad in meticulous dreadlocks, tied back into a large bun with a pair draped down the sides of her head. She held a thick book in one hand and pocketed a serrated blade in the other before motioning to me. “We’ll have to do the pleasantries on the way, the match is starting and you don’t wanna miss that. The commissioner isn’t the type you want to upset. Especially when you’re not here by choice.” I looked for a moment, dumbfounded. “I’m here because I was invited, already got my pay from the woman who let me in.” I shrugged, pocketing the envelope and getting my equipment from the suitcase. The woman gave a sad smile and shook her head. “Of course you’d think that. She likes it that way. Bet she didn’t introduce herself either, did she? C’mon.” I follow her down and after a few minutes we come to a fork in the hallway, an elevator system to our right and a stairway to the left. Dutifully, Watson stood patiently, still grinning and motioning us to go up. Once we’re situated in our booth upstairs, I set my equipment up and look down at the table, expecting a slew of papers and fighter information in front of me. I look to the woman to ask, but she doesn’t break her stare in the darkness, looking down at the arena floor some 100ft below us.“You won’t need that. Not for this match.” The lights flicker on and the enormity of this venue reveals itself to me. It’s a structure of imposing steel, dried blood, claw marks and other unknown substances that littered the 40ft wide circular pit the fighters contested in, a black lift on either side from the fighters corners that I can only assume ascended up from their locker room area. Around them were chain-link fences that rose up to the audience stands above, situating around 300 people across all four sides. At the very top sat our booth, the commissioner’s office directly opposite, the judges booth to our right and the fight analysts/medical area to our left. Standing in the centre with a spotlight over them was the commissioner, microphone in hand and an energy that was almost palpable. “Ladies, Gentlemen and Freaks of all kinds out there in the universe. I welcome you once more to the annual Nightmare Fighting Championship Tournament! It’s been a long year, but we have new blood to pit against our resident night terrors and some fresh fears to feast on the fortuitous soul that frolics into their den. As always, our contestants will be fighting for their freedom, a chance to get their wish or to fight for the ultimate prize.” The crowd cheers and the majority are hidden behind thick plexiglass and lighting, but I can see some have Karate Gi’s, weapons in hand and others with demon masks as they whoop and holler. The clientele here were, at least in my estimation, experienced. But I was feeling a lump in my throat at that one phrase The Commissioner so surreptitiously added in without issue; “As always, our contestants will befightingfor theirfreedom*”* I leaned to the woman next to me and as if she knew what I was going to ask; she put a finger up and shook her head. Eyes awash with fear and a grimness I had only seen on that of trainers who knew their fighter was not ready for the bout ahead. She pointed the finger down to my machine, then to the pit. Turning it on, I looked down as the commissioner began to talk, readying myself to commentate on whatever weirdos came up to battle. “But before we get to that, we have an exciting exhibition match for our loyal supporters who bankroll this event every year. Without you elite few, we could not do this. You are the pound for pound goats of support! Now, without further ado; let’s get this show on the road!”The rest of the lights clicked on and spun around the venue as they raised the profile of the bout, the elevators both whirring into action as the right one arose first. “In this corner, from the marionettes shop and accompanied by his Bunraku doll “Mr. Stares”, it’s the man who pulls the strings… THE PUPPET MAN!” Out steps a tall, thin Japanese man in full clown makeup. His head shaven save for two ridiculous strands of hair stretched out and fluffed up to their limits, like red antennae. His eyebrows large m’s that practically cover his forehead, the nose a completely vacant slot with a black hole drawn in and the mouth… the fucking mouth was nailed shut. Literally. Sharp rusted nails had been hammered down through the lips with such force that they’d bent. A sickening crimson red face-paint stretched across the entire bottom half of his face, making it seem far larger by comparison. He carefully held a small bundle underneath a sheet and bowed deeply to the audience before standing at his designated spot. “In the other corner, from the streets of god knows where and the womb of someone who misses him… "Hulked Up" Michael O’Donnell!” I watched with wide eyes and a stomach threatening to evacuate its contents at any moment as the smoke cleared and a boy no older than 17 rushed out, beating his chest and screaming to the crowd as if he was the Incredible Hulk. I don’t know if they drugged the poor kid, but he clearly had no idea where he was. “There are no rules, no referees and judges only exist in case of a draw or unclear victory. Our commentary team will take over and we wish you a phenomenal match.” She drools a little before she speaks again, looking up at me and winking. “Let’s make this a violent one.” She snaps her fingers and leaps for the fence, climbing up with ungodly ease before sitting on her makeshift chair in her office. I have no idea what I’m seeing but every cell in my body is urging me to run; I feel my knees tense and my frame rise ever so slightly before the woman next to me puts her hand on my thigh, pushing me down with great force. “You have a job to do, so do I. Trust me, you think you can leave but if you get out of this chair, not only will YOUR life end. Mine will too.” She unsheathes the serrated blade and looks at me with pity. “We both have a part to play here, so put the headset on and let’s do our job, no matter how hard it is.” Hands shaking, I pick up the headset and connect it to the portable recorder and take a breath. “I… I need your name. What is it you do?” I stutter, trying to calm myself. She hands me a bottle of water as the surrounding lights dim and the spotlight focuses on the spectacle below. “I’m Madame Nelle Lockwood, cryptid hunter and your co-host to guide you through tonight. Good to meet you, Sal.” - NFC EXHIBITION MATCH: "Hulked Up" Michael O’Donnell vs The Puppet Man w/ Mr. Stares “Welcome fight fans from around the world, god knows how you’re listening to this or WHY, but here we are. I’m your host Sal “MotorMouth” Sabotta, wishing this was all a bad dream. Joining me this evening is our cryptid specialist and all round badass Madame Nelle Lockwood. How are you doing, Nelle?” She looks at me with a bewildered look on her face before blinking and coming to her senses. “Uhh… good! All things considered… boy, you really have a professional knack for this, huh? I can see why Commissioner Alduin brought you in." “Ahh, yes. That’s right, folks! NFC Commissioner Alduin invited me here personally and our exhibition match proves to be… challenging. Let’s check in on the action below.” I look down and see The Puppet Man sat down and gesturing to the figure under the sheet, like he’s got a negotiation going on. The boy, undeterred and furious, rushes towards him and takes his back, slapping his head and even pulling on his hair with extreme prejudice. “Well take a gander at that, that kid has absolutely NO fear. When I was his age, I would have stayed FAR the fuck away from a nightmare spectre like that. But hell, this is all part of the show, right? Hope they’re paying that poor guy down there a sizeable sum to throw a fight to a child. What do you think, Nelle; is this the weirdest make-a-wish fulfilment task or what?” I look over to her, hoping she’d indulge me and that I could believe this was just going to end with a pissed off actor storming away when the child hit him too hard. But Nelle was scanning her now open book and looking for information on dolls. “He’s talking to his doll because it’s desperate to be let loose. He’s trying to bargain with it to spare him. This is the nature of the puppeteer and his master.” She pushes the book to the centre of the table and shows me a faded illustration of a pristine Bunraku doll; a kind of meticulously crafted Japanese take on the ventriloquist doll. The limbs are thinner and the face is more minimalist, but still no more frightening. “They usually have a symbiotic relationship, but it seems this one obeys the doll and will not want to face more punishment.” “What do you mean more punishment?” I ask, looking back down at the feverish puppet man as he tries signing frantically under the sheet, even putting his head under as the kid bites his arm and kicks him, screeching. “The nails, Sal. Those aren’t to silence him, they’re to punish him.” The rest happened in slow motion; the sheet fell down. The puppet man stood up and walked to his side of the fighters corner, facing the elevator and placing his face into his forearms as he shook. The boy followed to keep attacking, but with one swift kick to the midsection, the boy was propelled back to the centre of the pit where the doll sat. If there was a human face, I didn’t see it. Instead, I was staring down at a small wood carved spider, the head sporting black geisha hair and the makeup still present, but rows of sharpened black teeth protruded from the clicking mouth and two larger eyes jutted out from the base of the skull, smaller ones dotted closely around it. It was like seeing a puppet ogre spider. “Looks like The Puppet Man has let Mr. Stares out to say hi and I can certainly see why he was under that sheet, this one isn’t pretty folks! The face doth fit the name. The question is, what’s he doing to do ne- “I didn’t need to finish the question. My hands shook, and the world spun around me as this creature crawled towards the still wheezing boy with ungodly speed and perched itself expertly beside him. I don’t know if it was my eyes or the distance from where I sat, but this was NOT a small puppet. He was easily half of the boy’s height and that became more unnerving when he reared up on his back legs, the head clicking up and the raspy voice hissing out like a gas leak in a building. “Hey, hey, kid! Wanna make a deal?” The kid rubbed his eyes, seemingly realising where he was as he calmed down and an air of utter confusion around him. “If you let me be your new master and you promise to take care of me, I’ll let you go!” His head spun around and the jaw clicked ferociously as he giggled, extending out a clawed paw. “Whaddya say?” The boy, still confused, slowly reached out his hand and the moment immediately reminded me of a slew of nature shows I’d seen as a kid; where a predator waits until the prey is lulled before striking. I felt the chill up my spine as he extended his hand and grabbed Mr. Stares. In that moment, he leapt up the arm and bore his way into the boy’s mouth, down his throat and shredded his flesh. The sound was so horrifying, so visceral that it outshines any backyard stabbing, joint snap or broken nose. The boy didn’t even have time to scream, he simply looked up with tear-stained eyes as the puppet disappeared. Then he started walking without him realising. He looked down at his limbs, terrified, looked over at The Puppet Master, who still had his head to the elevator and pleaded with someone, anyone to help him. I looked to Nelle who refused to take her eyes away, studying the battle in an almost morbid scientific curiosity, detached entirely from the scenario. I couldn’t fathom how she did it, how she ignored this boy begging us to get him out of there. I wanted to. Every instinct in me as a fight fan and a decent human was to scream “STOP THE FIGHT!”. But clearly, when my own life is at risk and money is involved... I am not a decent human. Instead, with bile in my throat and a sweating forehead, I did my job. “M-My goodness! The P-uppet, I mean, “Mr. Stares” has BECAME the puppet master, surely the fight will be over with our young competitor incapacitated? What does our commissioner have to say about this?” She stared at me, her one eye gleaming and her face elated with the violence. “It ain’t over yet, church boy. We haven’t even seen the finale, have we Puppet Master?!” She laughs and slaps her knee, the puppet master sobbing as he sinks to the floor and she continues. “He ain’t done feeding, not yet.” The way she said that word “feeding” nearly made me lose what food I had in me. That was a young man, somebody's baby boy… “What does she mean by that, Nelle? What is the strategy to victory here?” Nelle looked down at her book and traced her finger across a passage before wiping her forehead and pushing the locks aside. If her composure wasn’t breaking yet, it would do soon. “This kind of parasitic doll feasts on its prey and targets non-essential organs first, controls the host with the neurotoxin in its tail and then, when it’s finally content, it gives the brain a second injection.” “What happens then?” I asked, my own professionalism hanging on by a fucking thread at this point. She shook her head and pinched the bridge of her nose.“I guess you’ll see in a moment, I sure as hell don’t want to. Not again.” Before I can prompt her further, the boy lets out an ear-piercing shriek and falls to his knees, gripping at his head before it turned red, then purple and finally an ugly shade of puce before… The sound of a watermelon hitting the ground from a great height is the best comparison you’re going to get without making me want to rush to the toilet to puke for a third time. But that’s what happened. His head burst and chunks of his skull, flesh and brain matter sprayed the pit and the walls, some hitting my desk and making me audibly shriek, much to the commissioner's delight. “HA! You didn’t run! I like you, Sal. You pass for the tournament!” She hauls her body up and slams down to the pit, applauding as the microphone descends from the heavens. “And your winner; The Puppet Man and Mr. Stares!” The crowd erupts with applause as the weeping puppet man pulls the blood-soaked puppet out, places him under the sheet and silently begins to walk back to the elevator while attendees clear up the boy’s corpse. “What… what the fuck IS this place?” I ask Nelle, pausing my recording. “This is where nightmares are kept and set upon mostly unwilling competitors for the world’s amusement. You HAVE done dark web fights before, right? Mafia snitches being put into lions pits, bum fights, addicts fighting women to score… this can’t be THAT unusual to you?” I stared at her incredulously. Was that even a question? “I did the dark web ONCE and it damn sure didn’t involve monsters!” She scoffs and closes her book, stretching before looking at me with contempt. “Oh, it did. Just not the ones you hear about in fairytales. Good luck with the selection process. I’ll be back for the opening round. Don’t try to run, they’ll devour us both in minutes, if you think this is the pinnacle of what lurks beneath this club, you're in for a rough night.” She sauntered off, leaving me deflated, sickened and terrified. Unable to leave and frustrated to the point of tears that I couldn’t express that concoction of emotions, I did what I always do; I regressed and pressed “record” on the device as Commissioner Alduin continued. At that moment, however, I was deaf to it all. The gravity of the situation had fully enveloped me… They weren’t kidding about the unwilling participants, I just didn’t realise I would be one of them.On every side of me sits men and women with a desire for violence that goes beyond the norm, beyond the sane and beyond the boundaries of humanity.Below me are an untold number of creatures rattling their cages and howling for blood. Across from me is a woman so powerful she could crush my skull beneath her boot with the utmost ease if it so amused her. That invitation was nothing more than my own ransom note in pretty colours and flattering platitudes. I was in a tournament housing nightmares incarnate. And it would only get more violent from here on out. - The opening round was a blood bath.
vectorbt - blazingly fast backtesting and interactive data analysis for quants
I want to share with you a tool that I was continuously developing during the last couple of months. https://github.com/polakowo/vectorbt As a data scientist, when I first started flirting with quant trading, I quickly realized that there is a shortage of Python packages that can actually enable me to iterate over a long list of possible strategies and hyper-parameters quickly. Most open-source backtesting libraries are very evolved in terms of functionality, but simply lack speed. Questions like "Which strategy is better: X or Y?" require fast computation and transformation of data. This not only prolongs your lifecycle of designing strategies, but is dangerous after all: limited number of tests is similar to a tunnel vision - it prevents you from seeing the bigger picture and makes you dive into the market blindly. After trying tweaking pandas, multiprocessing, and even evaluating my strategies on a cluster with Spark, I finally found myself using Numba - a Python library that can compile slow Python code to be run at native machine code speed. And since there were no packages in the Python ecosystem that could even closely match the speed of my own backtests, I made vectorbt. vectorbt combines pandas, NumPy and Numba sauce to obtain orders-of-magnitude speedup over other libraries. It builds upon the idea that each instance of a trading strategy can be represented in a vectorized form, so multiple strategy instances can be packed into a single multi-dimensional array. In this form, they can processed in a highly efficient manner and compared easily. It also integrates Plotly and ipywidgets to display complex charts and dashboards akin to Tableau right in the Jupyter notebook. You can find basic examples and explanations in the documentation. Below is an example of doing in total 67,032 tests on three different timeframes of Bitcoin price history to explore how performance of a MACD strategy depends upon various combinations of fast, slow and signal windows:
import vectorbt as vbt import numpy as np import yfinance as yf from itertools import combinations, product # Fetch daily price of Bitcoin price = yf.Ticker("BTC-USD").history(period="max")['Close'] price = price.vbt.split_into_ranges(n=3) # Define hyper-parameter space # 49 fast x 49 slow x 19 signal fast_windows, slow_windows, signal_windows = vbt.indicators.create_param_combs( (product, (combinations, np.arange(2, 51, 1), 2), np.arange(2, 21, 1))) # Run MACD indicator macd_ind = vbt.MACD.from_params( price, fast_window=fast_windows, slow_window=slow_windows, signal_window=signal_windows, hide_params=['macd_ewm', 'signal_ewm'] ) # Long when MACD is above zero AND signal entries = macd_ind.macd_above(0) & macd_ind.macd_above(macd_ind.signal) # Short when MACD is below zero OR signal exits = macd_ind.macd_below(0) | macd_ind.macd_below(macd_ind.signal) # Build portfolio portfolio = vbt.Portfolio.from_signals( price.vbt.tile(len(fast_windows)), entries, exits, fees=0.001, freq='1D') # Draw all window combinations as a 3D volume fig = portfolio.total_return.vbt.volume( x_level='macd_fast_window', y_level='macd_slow_window', z_level='macd_signal_window', slider_level='range_start', template='plotly_dark', trace_kwargs=dict( colorscale='Viridis', colorbar=dict( title='Total return', tickformat='%' ) ) ) fig.show()
Analyze and engineer features for any time series data
Supercharge pandas and your favorite tools to run much faster
Test thousands of strategies, configurations, assets, and time ranges in one go
Test machine learning models
Build interactive charts/dashboards without leaving Jupyter
The current implementation has limitations though:
It's still experimental and fast evolving, thus API can change quickly.
Fast processing means more memory requirements. Above example created multiple DataFrames each taking 46MB of RAM (price, signals, cash, shares, equity, returns, etc). The issue can be mitigated by deleting at least some artifacts as soon as they are created and by disabling caching.
Usage requires intermediate knowledge of pandas and NumPy to understand what's going on. Numba can be learned faster because of it mimicking NumPy. I tried to make lots of small examples in the documentation to get the idea how everything is glued together.
The approach of merging vectorized and iterative code differs significantly from classic OOP approach of designing strategies, and will require you to rethink how strategies are formulated and implemented (which is kinda fun).
Finally, if you're looking for a pure backtesting solution - it's not. It's more of a data mining tool to get to know your market and approach better.
If it sounds cool enough, try it out! I would love if you'd give me some feedback and contribute to it at some point, as the codebase has grown very fast. Cheers.
I built a decentralized legal-binding smart contract system. I need peer reviewers and whitepaper proof readers. Help greatly appreciated!
I posted this on /cryptotechnology . It attracted quite a bit of upvotes but not many potential contributors. Someone mentioned I should try this sub. I read the rules and it seems to fit within them. Hope this kind of post is alright here... EDIT: My mother language is french (I'm from Montreal/Canada). Please excuse any blatant grammatical errors. TLDR: I built a decentralized legal-binding smart contract system. I need peer reviewers and whitepaper proof readers. If you're interested, send me an email to discuss: [email protected] . Thanks in advance! Hi guys, For the last few years, I've been working on a decentralized legal-binding contract system. Basically, I created a PoW blockchain software that can receive a hash as an address, and another hash as a bucket, in each transaction. The address hash is used to tell a specific entity (application/contract/company/person, etc) that uses the blockchain that this transaction might be addressed to them. The bucket hash simply tells the nodes which hashtree of files they need to download in order to execute that contract. The buckets are shared within the network of nodes. Someone could, for example, write a contract with a series of nodes in order to host their data for them. Buckets can hold any kind of data, and can be of any size... including encrypted data. The blockchain's blocks are chained together using a mining system similar to bitcoin (hashcash algorithm). Each block contains transactions. The requested difficulty increases when the amount of transactions in a block increases, linearly. Then, when a block is mined properly, another smaller mining effort is requested to link the block to the network's head block. To replace a block, you need to create another block with more transactions than the amount that were transacted in and after the mined block. I expect current payment processors to begin accepting transactions and mine them for their customers and make money with fees, in parallel. Using such a mechanism, miners will need to have a lot of bandwidth available in order to keep downloading the blocks of other miners, just like the current payment processors. The contracts is code written in our custom programming language. Their code is pushed using a transaction, and hosted in buckets. Like you can see, the contract's data are off-chain, only its bucket hash is on-chain. The contract can be used to listen to events that occurs on the blockchain, in any buckets hosted by nodes or on any website that can be crawled and parsed in the contract. There is also an identity system and a vouching system...which enable the creation of soft-money (promise of future payment in hard money (our cryptocurrency) if a series of events arrive). The contracts can also be compiled to a legal-binding framework and be potentially be used in court. The contracts currently compile to english and french only. I also built a browser that contains a 3D viewport, using OpenGL. The browser contains a domain name system (DNS) in form of contracts. Anyone can buy a new domain by creating a transaction with a bucket that contains code to reserve a specific name. When a user request a domain name, it discovers the bucket that is attached to the domain, download that bucket and executes its scripts... which renders in the 3D viewport. When people interact with an application, the application can create contracts on behalf of the user and send them to the blockchain via a transaction. This enables normal users (non-developers) to interact with others using legal contracts, by using a GUI software. The hard money (cryptocurrency) is all pre-mined and will be sold to entities (people/company) that want to use the network. The hard money can be re-sold using the contract proposition system, for payment in cash or a bank transfer. The fiat funds will go to my company in order to create services that use this specific network of contracts. The goal is to use the funds to make the network grow and increase its demand in hard money. For now, we plan to create: A logistic and transportation company A delivery company A company that buy and sell real estate options A company that manage real estate A software development company A world-wide fiat money transfer company A payment processor company We chose these niche because our team has a lot of experience in these areas: we currently run companies in these fields. These niche also generate a lot of revenue and expenses, making the value of exchanges high. We expect this to drive volume in contracts, soft-money and hard-money exchanges. We also plan to use the funds to create a venture capital fund that invests in startups that wants to create contracts on our network to execute a specific service in a specific niche. I'm about to release the software open source very soon and begin executing our commercial activities on the network. Before launching, I'd like to open a discussion with the community regarding the details of how this software works and how it is explained in the whitepaper. If you'd like to read the whitepaper and open a discussion with me regarding how things work, please send me an email at [email protected] . If you have any comment, please comment below and Ill try to answer every question. Please note that before peer-reviewing the software and the whitepaper, I'd like to keep the specific details of the software private, but can discuss the general details. A release date will be given once my work has been peer reviewed. Thanks all in advance! P.S: This project is not a competition to bitcoin. My goal with this project is to enable companies to write contracts together, easily follow events that are executed in their contracts, understand what to expect from their partnership and what they need to give in order to receive their share of deals... and sell their contracts that they no longer need to other community members. Bitcoin already has a network of people that uses it. It has its own value. In fact, I plan to create contracts on our network to exchange value from our network for bitcoin and vice-versa. Same for any commodity and currency that currently exits in this world.
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