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XMR Trader, the Official Monero Trading Subreddit

The official Monero trading subreddit. Discuss price movements, market dynamics, news, and trades involving Monero here.
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Keep on minting my friends

http://www.mintcoinofficial.eu/ Mintcoin is a community owned and operated pure proof-of-stake crypto-coin. Save your coins in your wallet and earn the annual percentage rate while securing the Mintcoin network. Fast. Secure. Energy Efficient. Digital Internet Money. Mintcoins literally mint coins. Join us, we'll teach you how to mint coins. Start the process of minting your own coins today!
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The Fed's Losing Battle with Technological Deflation

PART 1/4 - FREE MARKET?
First off, let's set the scene.
The stock market is telling you nothing about the real economy anymore.
Economic fundamentals have never mattered as little for the stock market as has been the case during this 11-year bull market.
The correlation between gross-domestic-product growth and the direction of the S&P 500 Index has only been 7% in this cycle - historically it has been 30% to 70%.
Why?
Well, it is the Central Banks, led by the Fed, who printed their way out of the Recession in '08.
In doing so, they have papered over the cracks, and we have seen the longest economic expansion in US history.
However, this is not a particularly meritocratic process: money creation itself increases inequality via the Cantillon Effect, as money printing leads to asset price inflation, which disproportionately benefits the rich and hurts the poor.
Former Federal Reserve Chairman Paul Volcker told the New York Times in 2018:
“The central issue is we’re developing into a plutocracy. We’ve got an enormous number of enormously rich people that have convinced themselves that they’re rich because they’re smart and constructive."
The reality of course is that this is largely not the case - it is because the game is rigged in their favour.
Now, it is important to emphasise the fact that the path we have taken has resulted in the highest living standards we have seen in human history.
However, the issue, particularly since the US completely abandoned the gold standard in 1971, is that debt has exploded to obscene levels.
We are not operating in a free market if it takes $185 trillion of debt over the last 20 years to create 'growth'.
In fact, the global debt to GDP ratio hit an all-time high of 322% in the third quarter of 2019.
Inflation means that your dollar loses value and thus your purchasing power goes down.
Deflation means that the value of your dollar goes up and your purchasing power goes up.
That's a good thing right? You get more goods and services for less.
Well, no.
If you have deflation, debt explodes in real terms and you can never pay it back.
As the economy is based on debt, if you allow deflation, then you have to reset the debt.
This is why central banks fear deflation so much.
However, the major force driving the human race is technological progress - and this stops for no mortal...
PART 2/4 - TECHNOLOGICAL DEFLATION:
The increased abundance created by technology will result in massive job losses.
Throughout history, doom porn enthusiasts have screamed that the machines are coming for jobs. This is not a new phenomenon.
All technological revolutions are deflationary - since they create "supply side shocks", meaning that they allow for more intensive use of resources and thus higher production. With more goods being produced, all other things being equal, the price of those goods will fall.
In the last 20 years or so, software has disrupted and replaced many established goods and services.
It is in the next 20 years that another disruptive technology is set to take the stage: AI
According to Steve Schwarzman, the co-founder and CEO of The Blackstone Group who has a net worth of $17.6BN:
"This is going to touch everyone's life....you're not going to be able to get away from this technology"
Moreover, this virus will only accelerate this trend towards tech. Zoom is a fantastic example of exactly this.
Old legacy economic systems were not built for this tech deflation, and the thing about exponential growth is that we humans do not intuitively understand it.
As an example, if you folded a piece of paper 51 times, of course you can only fold it seven times, but if you could fold it 51 times, it would reach the Sun!
PART 3/4 - IMPLICATIONS FOR SOCIETY:
The question is: how does this play out?
In the long term, it is the fundamental structure of the economic system that has a significant impact on people's lives, not who is President for 4 to 8 years.
In reality, politicians have limited power and are effectively all puppets. We have seen what happens when a President doesn't stay in their lane...
One could argue that the two main mechanisms of control are:
  1. Divide and Conquer and
  2. Order from Chaos
As we have seen many times in the past, herd psychology is worryingly easy to manipulate...
Speaking of the censorship, in his book Antifragile, Nassim Taleb discusses the anti fragility of information.
Information feeds more on attempts to harm it than it does on efforts to promote it.
A fantastic example of this process is what has happened with London Real: they were banned on LinkedIn and David Icke's interview was censored. Now, regardless of what you think of this particular channel or your thoughts on David Icke and the theories provided, censoring information in this way actually spreads it more virally.
It's fascinating to observe how many views the videos regarding the bans and censorship have relative to the others. And the impact this has had on subscribers.
It is always easier to blame a bigger enemy (or create a new one) rather than to admit it's a structural problem.
Therefore, you avoid short term pain...whatever the cost.
The real question is if and when this situation will lead to social unrest...
PART 4/4 - INTELLECTUAL CAPITALISM:
The depth and width of jobs impacted by AI will continue to increase in the future.
Now this will not necessarily happen straight away.
However, our transition from commodity capitalism to intellectual capitalism is inevitable and the people and nations who fight against this trend will be on the wrong side of history.
From a practical investment perspective, and disclaimer this is not investment advice, network effects are a crucial aspect to consider moving forwards.
Essentially, this means that the value of the network increases with each additional user - all of the tech monopolies have exhibited this property.
An asset which could in time demonstrate very strong network effects is Bitcoin.
Looking at the market cap relative to other asset classes, Bitcoin provides an asymmetric investment opportunity.
Only time will tell...
https://www.youtube.com/watch?v=7nFbKzt-uwE
submitted by financeoptimum to Bitcoin [link] [comments]

I bought $1k of the Top Ten Cryptos on January 1st, 2018. August update, -71%, special NEM EDITION!!

I bought $1k of the Top Ten Cryptos on January 1st, 2018. August update, -71%, special NEM EDITION!!

EXPERIMENT - Tracking Top 10 Cryptos of 2018 - Month 32 (-71%)
See the full blog post with all the tables here.
tl;dr:
  • purchased $100 of each of Top Ten Cryptos in Jan. 2018, haven't sold or traded, repeated in 2019 and 2020, update y'all monthly. Learn more about the history and rules of the Experiments here.
  • August - solid month for the 2018 Top Ten, led by, ladies and gentlemen (or lady singular, there in the back row, I see you) NEM!!!!! Up over +200% in August.
  • Overall - BTC still way ahead and approaching break-even point, ETH gaining ground, alone in the middle. NEM(!!!) finally escapes last place replaced by DASH.
  • Over three years, cryptos outperforming S&P if I'd taken a similar approach.

Month Thirty Two – Down 71%

2018 Top Ten Summary
August was not quite as strong as all-green July, but still a solid month for the 2018 Top Ten Crypto Index Fund Experiment. The gains were led by (I hope you’re sitting down for this one) (drum roll please) (you’re not going to believe this): NEM(!) which finished the month up over +200%. Really!

Question of the month:

The US Justice Department announced in August that it had seized cryptocurrency from terror groups in the Middle East. How much did they confiscate?

A) $2 million B) $4 million C) $8 million D) $32 million
Scroll down for the answer.

Ranking and August Winners and Losers

Rank since January 2018
Lots of movement this month: all but three cryptos moved positions in August and all but one (NEM!) in the wrong direction. Despite gaining in value, Dash had the biggest slide, down four in the rankings from #24 to #28. ADA fell three and has dropped back out of the Top Ten. XRP, Bitcoin Cash, IOTA, and Stellar each lost one place in the rankings. The lone exception is a big one: XEM(!) climbed an unprecedented 9 spots in August. The last time NEM was in the Top Twenty was May 2019.
After thirty-two months, 50% of the cryptos that started 2018 in the Top Ten have dropped out. NEM, ADA, Dash, IOTA, and Stellar have been replaced by Binance Coin, Tether, BSV, CRO, and most recently, LINK.
August WinnersDon’t call it a comeback, NEM‘s been here for years. Up over +200% in August, NEM crushed the rest of the field. A distant second place was ETH, up +32% on the month.
August Losers – Down -13%, ADA was the worst performing crypto of the month, followed by Bitcoin Cash, down -9%.
For the overly competitive, below is a tally of the winners of the first 32 months of the 2018 Top Ten Crypto Index Fund Experiment. Bitcoin still has the most monthly wins (7). Cardano is a close second with 6 monthly wins. Despite its blockbuster August, NEM has the most monthly losses with 6. Every crypto has at least one monthly win and Bitcoin is unique as the only cryptocurrency that hasn’t lost a month in the 2.5+ years of the Experiment.
Ws and Ls

Overall update – BTC in the lead and inching towards break-even point, followed by second place ETH. NEM escapes last place, replaced by Dash.

Although BTC didn’t make any major moves this month, it continued to slowly but surely approach its break-even point. It is down about -10% since my purchase in January 2018. The initial investment of $100 thirty-two months ago is now worth about $90.
Ethereum is all alone in second place. It had a strong August, it picked up a lot of ground, but is still down -35% since January 2018.
The big story this month is at the bottom: NEM(!) gained +200% in August, crushing its counterparts and leaping out of last place, where it was so comfortable for so, so long. Although still down -83% over the life of the experiment, it moved from 10th place to 6th place in just one month. The new king of the basement is Dash, down -91%. The initial $100 invested in Dash 32 months ago is now worth $8.50.

Total Market Cap for the entire cryptocurrency sector:

The crypto market added nearly $43B in August. The last time we saw a similar level in terms of overall crypto market cap was way back in the fifth month of the 2018 Top Ten Experiment: May 2018.

Bitcoin dominance:

After being stuck in the mid-60s for most of 2020, BitDom dropped significantly this month, down to 57%. For context, the last time BitDom was this low was back in June 2019.
For some more context: since the beginning of the experiment, the range of Bitcoin dominance has been quite wide: we saw a high of 70% BitDom in September 2019 and a low of 33% BitDom in February 2018.

Overall return on $1,000 investment since January 1st, 2018:

The 2018 Top Ten Portfolio gained about $17 this month. If I cashed out today, the $1000 initial investment would return about $287, down -71% from January 2018.
While -71% isn’t something to brag about, the monthly trend is encouraging. Here, take a look at the ROI over the life of the experiment, month by month, for some context:
2018 Top Ten Monthly ROI Summary
So, -71% from a bottom of -88% is moving in the right direction.
Or that’s what I tell myself as I cry myself to sleep nightly.
Hopefully the next stop will be in the -60% range, a level this experiment hasn’t seen in years.
So the Top Ten Cryptos of 2018 are down -71%. What about the 2019 and 2020 Top Tens? Let’s take a look:
So overall? Taking the three portfolios together, here’s the bottom bottom bottom line:
After a $3000 investment in the 2018, 2019, and 2020 Top Ten Cryptocurrencies, my combined portfolios are worth $‭3,937‬ ($287+ $1,825 +$1,825).
That’s up about +31% for the three combined portfolios, compared to +23% last month. This marks the highest ROI of the three combined portfolios since I added the metric this year.
Here’s a table to help visualize:
Combined ROI on $3k over three years
A +31% gain by investing $1k on whichever cryptos happened to be in the Top Ten on January 1st for three straight years, not bad. But surely you’d do better if you invested only in one crypto, right? Depends on your choice. Let’s take a look:

Three year club: shoulda gone with ETH
Only five cryptos have remained in the Top Ten for all three years: BTC, ETH, XRP, BCH, and LTC. Knowing what we know now, which one would have been best to go all in on, at least at this point in the Experiment? Ethereum, easily: the initial $3k would be up +160%, worth over $7800 today. The worst performing at this point is XRP, down -17%.

Comparison to S&P 500:

I’m also tracking the S&P 500 as part of the experiment to have a comparison point with other popular investments options. Defying global gloom, the S&P 500 reached an all time high in August and is up +31% since the beginning of the Experiment. The initial $1k investment into crypto on January 1st, 2018 would have been worth about $1310 had it been redirected to the S&P.
But what if I took the same invest-$1,000-on-January-1st-of-each-year approach with the S&P 500 that I’ve been documenting through the Top Ten Crypto Experiments? Here are the numbers:
  • $1000 investment in S&P 500 on January 1st, 2018: +$310
  • $1000 investment in S&P 500 on January 1st, 2019: +$400
  • $1000 investment in S&P 500 on January 1st, 2020: +$90
Taken together, here’s the bottom bottom bottom line for a similar approach with the S&P:
After three $1,000 investments into an S&P 500 index fund in January 2018, 2019, and 2020, my portfolio would be worth $3,800.
That is up over+27% since January 2018, compared to a +31% gain of the combined Top Ten Crypto Experiment Portfolios.
That’s a 4% swing in favor of the Top Ten Crypto Portfolios! As you’ll see in the table below, this is only the second time since I started recording this metric that crypto has outperformed the S&P had I taken a similar investment approach:

3 x $1k crypto vs. S&P
This is a big turnaround from the 22% difference in favor of the S&P just two months ago.
Although it’s fun to see crypto is in the lead, I’ll leave it to you to decide whether the heart condition you may develop by being in the cryptosphere is worth that +4% edge…

Conclusion:

August was a bit mixed compared to July, but still a very solid month for the 2018 Top Ten. Some interesting developments this month: Bitcoin is now within 10% of the price I paid on January 1st, 2018. ETH had solid gains and NEM(!) had a crazy month, tripling in value and finally climbing out of the basement. At the same time, traditional markets are doing well too: the S&P reached an all time high in August. It will be interesting to see how both markets perform during the final third of a very crazy year.
Thanks for reading and for supporting the experiment. I hope you’ve found it helpful. I continue to be committed to seeing this process through and reporting along the way. Feel free to reach out with any questions and stay tuned for progress reports. Keep an eye out for my parallel projects where I repeat the experiment twice, purchasing another $1000 ($100 each) of two new sets of Top Ten cryptos as of January 1st, 2019 then again on January 1st, 2020.

And the Answer is…

A) $2 million
According to federal prosecutors, the US Justice Department seized $2 million worth of cryptocurrency from terror groups in the Middle East including ISIS, al Qaeda, and the al Qassam Brigades.
submitted by Joe-M-4 to CryptoCurrency [link] [comments]

The Fed's Losing Battle with Technological Deflation

PART 1/4 - FREE MARKET?
First off, let's set the scene.
The stock market is telling you nothing about the real economy anymore.
Economic fundamentals have never mattered as little for the stock market as has been the case during this 11-year bull market.
The correlation between gross-domestic-product growth and the direction of the S&P 500 Index has only been 7% in this cycle - historically it has been 30% to 70%.
Why?
Well, it is the Central Banks, led by the Fed, who printed their way out of the Recession in '08.
In doing so, they have papered over the cracks, and we have seen the longest economic expansion in US history.
However, this is not a particularly meritocratic process: money creation itself increases inequality via the Cantillon Effect, as money printing leads to asset price inflation, which disproportionately benefits the rich and hurts the poor.
Former Federal Reserve Chairman Paul Volcker told the New York Times in 2018:
“The central issue is we’re developing into a plutocracy. We’ve got an enormous number of enormously rich people that have convinced themselves that they’re rich because they’re smart and constructive."
The reality of course is that this is largely not the case - it is because the game is rigged in their favour.
Now, it is important to emphasise the fact that the path we have taken has resulted in the highest living standards we have seen in human history.
However, the issue, particularly since the US completely abandoned the gold standard in 1971, is that debt has exploded to obscene levels.
We are not operating in a free market if it takes $185 trillion of debt over the last 20 years to create 'growth'.
In fact, the global debt to GDP ratio hit an all-time high of 322% in the third quarter of 2019.
Inflation means that your dollar loses value and thus your purchasing power goes down.
Deflation means that the value of your dollar goes up and your purchasing power goes up.
That's a good thing right? You get more goods and services for less.
Well, no.
If you have deflation, debt explodes in real terms and you can never pay it back.
As the economy is based on debt, if you allow deflation, then you have to reset the debt.
This is why central banks fear deflation so much.
However, the major force driving the human race is technological progress - and this stops for no mortal...
PART 2/4 - TECHNOLOGICAL DEFLATION:
The increased abundance created by technology will result in massive job losses.
Throughout history, doom porn enthusiasts have screamed that the machines are coming for jobs. This is not a new phenomenon.
All technological revolutions are deflationary - since they create "supply side shocks", meaning that they allow for more intensive use of resources and thus higher production. With more goods being produced, all other things being equal, the price of those goods will fall.
In the last 20 years or so, software has disrupted and replaced many established goods and services.
It is in the next 20 years that another disruptive technology is set to take the stage: AI
According to Steve Schwarzman, the co-founder and CEO of The Blackstone Group who has a net worth of $17.6BN:
"This is going to touch everyone's life....you're not going to be able to get away from this technology"
Moreover, this virus will only accelerate this trend towards tech. Zoom is a fantastic example of exactly this.
Old legacy economic systems were not built for this tech deflation, and the thing about exponential growth is that we humans do not intuitively understand it.
As an example, if you folded a piece of paper 51 times, of course you can only fold it seven times, but if you could fold it 51 times, it would reach the Sun!
PART 3/4 - IMPLICATIONS FOR SOCIETY:
The question is: how does this play out?
In the long term, it is the fundamental structure of the economic system that has a significant impact on people's lives, not who is President for 4 to 8 years.
In reality, politicians have limited power and are effectively all puppets. We have seen what happens when a President doesn't stay in their lane...
One could argue that the two main mechanisms of control are:
  1. Divide and Conquer and
  2. Order from Chaos
As we have seen many times in the past, herd psychology is worryingly easy to manipulate...
Speaking of the censorship, in his book Antifragile, Nassim Taleb discusses the anti fragility of information.
Information feeds more on attempts to harm it than it does on efforts to promote it.
A fantastic example of this process is what has happened with London Real: they were banned on LinkedIn and David Icke's interview was censored. Now, regardless of what you think of this particular channel or your thoughts on David Icke and the theories provided, censoring information in this way actually spreads it more virally.
It's fascinating to observe how many views the videos regarding the bans and censorship have relative to the others. And the impact this has had on subscribers.
It is always easier to blame a bigger enemy (or create a new one) rather than to admit it's a structural problem.
Therefore, you avoid short term pain...whatever the cost.
The real question is if and when this situation will lead to social unrest...
PART 4/4 - INTELLECTUAL CAPITALISM:
The depth and width of jobs impacted by AI will continue to increase in the future.
Now this will not necessarily happen straight away.
However, our transition from commodity capitalism to intellectual capitalism is inevitable and the people and nations who fight against this trend will be on the wrong side of history.
From a practical investment perspective, and disclaimer this is not investment advice, network effects are a crucial aspect to consider moving forwards.
Essentially, this means that the value of the network increases with each additional user - all of the tech monopolies have exhibited this property.
An asset which could in time demonstrate very strong network effects is Bitcoin.
Looking at the market cap relative to other asset classes, Bitcoin provides an asymmetric investment opportunity.
Only time will tell...
https://www.youtube.com/watch?v=7nFbKzt-uwE
submitted by financeoptimum to CryptoCurrency [link] [comments]

The Fed's Losing Battle with Technological Deflation

PART 1/4 - FREE MARKET?
First off, let's set the scene.
The stock market is telling you nothing about the real economy anymore.
Economic fundamentals have never mattered as little for the stock market as has been the case during this 11-year bull market.
The correlation between gross-domestic-product growth and the direction of the S&P 500 Index has only been 7% in this cycle - historically it has been 30% to 70%.
Why?
Well, it is the Central Banks, led by the Fed, who printed their way out of the Recession in '08.
In doing so, they have papered over the cracks, and we have seen the longest economic expansion in US history.
However, this is not a particularly meritocratic process: money creation itself increases inequality via the Cantillon Effect, as money printing leads to asset price inflation, which disproportionately benefits the rich and hurts the poor.
Former Federal Reserve Chairman Paul Volcker told the New York Times in 2018:
“The central issue is we’re developing into a plutocracy. We’ve got an enormous number of enormously rich people that have convinced themselves that they’re rich because they’re smart and constructive."
The reality of course is that this is largely not the case - it is because the game is rigged in their favour.
Now, it is important to emphasise the fact that the path we have taken has resulted in the highest living standards we have seen in human history.
However, the issue, particularly since the US completely abandoned the gold standard in 1971, is that debt has exploded to obscene levels.
We are not operating in a free market if it takes $185 trillion of debt over the last 20 years to create 'growth'.
In fact, the global debt to GDP ratio hit an all-time high of 322% in the third quarter of 2019.
Inflation means that your dollar loses value and thus your purchasing power goes down.
Deflation means that the value of your dollar goes up and your purchasing power goes up.
That's a good thing right? You get more goods and services for less.
Well, no.
If you have deflation, debt explodes in real terms and you can never pay it back.
As the economy is based on debt, if you allow deflation, then you have to reset the debt.
This is why central banks fear deflation so much.
However, the major force driving the human race is technological progress - and this stops for no mortal...
PART 2/4 - TECHNOLOGICAL DEFLATION:
The increased abundance created by technology will result in massive job losses.
Throughout history, doom porn enthusiasts have screamed that the machines are coming for jobs. This is not a new phenomenon.
All technological revolutions are deflationary - since they create "supply side shocks", meaning that they allow for more intensive use of resources and thus higher production. With more goods being produced, all other things being equal, the price of those goods will fall.
In the last 20 years or so, software has disrupted and replaced many established goods and services.
It is in the next 20 years that another disruptive technology is set to take the stage: AI
According to Steve Schwarzman, the co-founder and CEO of The Blackstone Group who has a net worth of $17.6BN:
"This is going to touch everyone's life....you're not going to be able to get away from this technology"
Moreover, this virus will only accelerate this trend towards tech. Zoom is a fantastic example of exactly this.
Old legacy economic systems were not built for this tech deflation, and the thing about exponential growth is that we humans do not intuitively understand it.
As an example, if you folded a piece of paper 51 times, of course you can only fold it seven times, but if you could fold it 51 times, it would reach the Sun!
PART 3/4 - IMPLICATIONS FOR SOCIETY:
The question is: how does this play out?
In the long term, it is the fundamental structure of the economic system that has a significant impact on people's lives, not who is President for 4 to 8 years.
In reality, politicians have limited power and are effectively all puppets. We have seen what happens when a President doesn't stay in their lane...
One could argue that the two main mechanisms of control are:
  1. Divide and Conquer and
  2. Order from Chaos
As we have seen many times in the past, herd psychology is worryingly easy to manipulate...
Speaking of the censorship, in his book Antifragile, Nassim Taleb discusses the anti fragility of information.
Information feeds more on attempts to harm it than it does on efforts to promote it.
A fantastic example of this process is what has happened with London Real: they were banned on LinkedIn and David Icke's interview was censored. Now, regardless of what you think of this particular channel or your thoughts on David Icke and the theories provided, censoring information in this way actually spreads it more virally.
It's fascinating to observe how many views the videos regarding the bans and censorship have relative to the others. And the impact this has had on subscribers.
It is always easier to blame a bigger enemy (or create a new one) rather than to admit it's a structural problem.
Therefore, you avoid short term pain...whatever the cost.
The real question is if and when this situation will lead to social unrest...
PART 4/4 - INTELLECTUAL CAPITALISM:
The depth and width of jobs impacted by AI will continue to increase in the future.
Now this will not necessarily happen straight away.
However, our transition from commodity capitalism to intellectual capitalism is inevitable and the people and nations who fight against this trend will be on the wrong side of history.
From a practical investment perspective, and disclaimer this is not investment advice, network effects are a crucial aspect to consider moving forwards.
Essentially, this means that the value of the network increases with each additional user - all of the tech monopolies have exhibited this property.
An asset which could in time demonstrate very strong network effects is Bitcoin.
Looking at the market cap relative to other asset classes, Bitcoin provides an asymmetric investment opportunity.
Only time will tell...
https://www.youtube.com/watch?v=7nFbKzt-uwE
submitted by financeoptimum to investing_discussion [link] [comments]

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() 

https://reddit.com/link/hxl6bn/video/180sxqa8mzc51/player
From signal generation to data visualization, the example above needs roughly a minute to run.

vectorbt let's you
The current implementation has limitations though:

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.
submitted by plkwo to algotrading [link] [comments]

The Fed's Losing Battle with Technological Deflation

PART 1/4 - FREE MARKET?
First off, let's set the scene.
The stock market is telling you nothing about the real economy anymore.
Economic fundamentals have never mattered as little for the stock market as has been the case during this 11-year bull market.
The correlation between gross-domestic-product growth and the direction of the S&P 500 Index has only been 7% in this cycle - historically it has been 30% to 70%.
Why?
Well, it is the Central Banks, led by the Fed, who printed their way out of the Recession in '08.
In doing so, they have papered over the cracks, and we have seen the longest economic expansion in US history.
However, this is not a particularly meritocratic process: money creation itself increases inequality via the Cantillon Effect, as money printing leads to asset price inflation, which disproportionately benefits the rich and hurts the poor.
Former Federal Reserve Chairman Paul Volcker told the New York Times in 2018:
“The central issue is we’re developing into a plutocracy. We’ve got an enormous number of enormously rich people that have convinced themselves that they’re rich because they’re smart and constructive."
The reality of course is that this is largely not the case - it is because the game is rigged in their favour.
Now, it is important to emphasise the fact that the path we have taken has resulted in the highest living standards we have seen in human history.
However, the issue, particularly since the US completely abandoned the gold standard in 1971, is that debt has exploded to obscene levels.
We are not operating in a free market if it takes $185 trillion of debt over the last 20 years to create 'growth'.
In fact, the global debt to GDP ratio hit an all-time high of 322% in the third quarter of 2019.
Inflation means that your dollar loses value and thus your purchasing power goes down.
Deflation means that the value of your dollar goes up and your purchasing power goes up.
That's a good thing right? You get more goods and services for less.
Well, no.
If you have deflation, debt explodes in real terms and you can never pay it back.
As the economy is based on debt, if you allow deflation, then you have to reset the debt.
This is why central banks fear deflation so much.
However, the major force driving the human race is technological progress - and this stops for no mortal...
PART 2/4 - TECHNOLOGICAL DEFLATION:
The increased abundance created by technology will result in massive job losses.
Throughout history, doom porn enthusiasts have screamed that the machines are coming for jobs. This is not a new phenomenon.
All technological revolutions are deflationary - since they create "supply side shocks", meaning that they allow for more intensive use of resources and thus higher production. With more goods being produced, all other things being equal, the price of those goods will fall.
In the last 20 years or so, software has disrupted and replaced many established goods and services.
It is in the next 20 years that another disruptive technology is set to take the stage: AI
According to Steve Schwarzman, the co-founder and CEO of The Blackstone Group who has a net worth of $17.6BN:
"This is going to touch everyone's life....you're not going to be able to get away from this technology"
Moreover, this virus will only accelerate this trend towards tech. Zoom is a fantastic example of exactly this.
Old legacy economic systems were not built for this tech deflation, and the thing about exponential growth is that we humans do not intuitively understand it.
As an example, if you folded a piece of paper 51 times, of course you can only fold it seven times, but if you could fold it 51 times, it would reach the Sun!
PART 3/4 - IMPLICATIONS FOR SOCIETY:
The question is: how does this play out?
In the long term, it is the fundamental structure of the economic system that has a significant impact on people's lives, not who is President for 4 to 8 years.
In reality, politicians have limited power and are effectively all puppets. We have seen what happens when a President doesn't stay in their lane...
One could argue that the two main mechanisms of control are:
  1. Divide and Conquer and
  2. Order from Chaos
As we have seen many times in the past, herd psychology is worryingly easy to manipulate...
Speaking of the censorship, in his book Antifragile, Nassim Taleb discusses the anti fragility of information.
Information feeds more on attempts to harm it than it does on efforts to promote it.
A fantastic example of this process is what has happened with London Real: they were banned on LinkedIn and David Icke's interview was censored. Now, regardless of what you think of this particular channel or your thoughts on David Icke and the theories provided, censoring information in this way actually spreads it more virally.
It's fascinating to observe how many views the videos regarding the bans and censorship have relative to the others. And the impact this has had on subscribers.
It is always easier to blame a bigger enemy (or create a new one) rather than to admit it's a structural problem.
Therefore, you avoid short term pain...whatever the cost.
The real question is if and when this situation will lead to social unrest...
PART 4/4 - INTELLECTUAL CAPITALISM:
The depth and width of jobs impacted by AI will continue to increase in the future.
Now this will not necessarily happen straight away.
However, our transition from commodity capitalism to intellectual capitalism is inevitable and the people and nations who fight against this trend will be on the wrong side of history.
From a practical investment perspective, and disclaimer this is not investment advice, network effects are a crucial aspect to consider moving forwards.
Essentially, this means that the value of the network increases with each additional user - all of the tech monopolies have exhibited this property.
An asset which could in time demonstrate very strong network effects is Bitcoin.
Looking at the market cap relative to other asset classes, Bitcoin provides an asymmetric investment opportunity.
Only time will tell...
https://www.youtube.com/watch?v=7nFbKzt-uwE
submitted by financeoptimum to InvestmentEducation [link] [comments]

Wall Street Breakfast: Volatile Week Ends In Quad Witching Session

U.S. equity futures held up overnight following another selloff on Wall Street that was led by major tech names. Contracts tied to the Dow and S&P 500 are hugging the flatline, while Nasdaq futures pared recent losses by climbing 0.6%. Mixed messaging around a potential coronavirus vaccine, as well as the passage of further fiscal stimulus, weighed on the market, while investors are gearing up for consumer sentiment data set for release at 10 a.m. ET. Don't forget that it's also quad witching day, which refers to the simultaneous expiration of market index futures, stock futures, market index options and stock options. "These days tend to get a lot of press for all of the volume they create, but historically they are nearly always a non-event," said Ryan Detrick, senior market strategist at LPL Financial.
Spending deal to avoid government shutdown
While there may be disagreement over another round of coronavirus relief, lawmakers are aiming to unveil a bipartisan spending bill today to avert a government shutdown on Oct. 1. The "clean" legislation, largely devoid of any controversial measures, should keep the government funded into mid-December. "I don't think anybody wants to be responsible for shutting down the government on the eve of an election in the middle of a pandemic, so it's a rare outbreak of common sense on both sides," said Rep. Tom Cole (R., Okla.), a senior member of the House Appropriations Committee.
New round of farm aid
"Starting next week my administration is committing an additional $13B in relief to help farmers recover from the China virus," President Trump announced a campaign rally in Mosinee, Wisconsin. The new aid is the second tranche of money issued as part of the Trump administration's Coronavirus Food Assistance Program. In April, the administration unveiled $19B in relief for the agriculture sector under the CARES Act, including $16B in direct payments to farmers and ranchers and $3B in mass purchases of dairy, meat and produce.
Fed mulls extension of bank dividend curbs
Due to heightened economic uncertainty, the Federal Reserve is considering extending its caps on banks' dividends and stock repurchases for the rest of the year. The U.S. central bank made the announcement along with its release of hypothetical scenarios for the second round of stress tests that it's requiring due to the COVID-19 pandemic. Unlike an earlier round of stress tests this year, the Fed will release the results of the tests for each of the 33 lenders, rather than providing aggregate results for the group.
Sub-zero rates
The Bank of England held its benchmark policy rate at 0.1% on Thursday, but indicated it could cut interest rates below zero for the first time in its 326-year history. While recent domestic economic data has been a bit stronger than expected, it's "unclear how the economy will perform further out," according to the Monetary Policy Committee. Another major risk facing the U.K. economy relates to the post-Brexit trade discussions between the U.K. and the EU, which have recently soured.
Terms of a TikTok deal
The Trump administration spent Thursday reviewing proposals on the TikTok-Oracle (NYSE:ORCL) partnership, which currently has many moving parts. TikTok owner ByteDance (BDNCE) agreed to list the video-sharing app on a U.S. stock exchange, which could happen within a year, though there are still concerns over whether the Chinese parent would be allowed to retain a majority stake in the new company. Meanwhile, shares in China's Tencent (OTCPK:TCEHY) tumbled into the U.S. closing bell following reports that its investments are drawing new national security attention.
Exchange dealmaking
Seeing off competing bids from Deutsche Borse (OTCPK:DBORY) and Switzerland's SIX, the London Stock Exchange (OTCPK:LNSTY) is in exclusive talks to sell Borsa Italiana to France's Euronext (OTCPK:EUXTF). Offloading the Milan stock exchange would help LSE achieve regulatory remedies for its $27B purchase of data provider Refinitiv, which is owned by Blackstone (NYSE:BX) and Thomson Reuters (NYSE:TRI). The deal is politically sensitive in Rome because of concerns about who could take control of Borsa Italiana's bond platform, which handles trading of Italy's government debt.
New COVID-19 restrictions across Europe
Targeted lockdowns and local restrictions are returning to Europe as the region tries to avoid broad economic damage amid a surge in coronavirus cases. "Weekly cases have now exceeded those reported when the pandemic first peaked in Europe in March," the WHO's regional director for Europe Hans Kluge told an online news conference. "Although these numbers reflect more comprehensive testing, it also shows alarming rates of transmission across the region." Pubs and restaurants must shut early and household mixing has been limited in northeast England, while social gatherings of more than six people have been banned across the country. French authorities are meanwhile preparing tighter restrictions in several cities, while Spain's Madrid has moved to "reduce mobility and contacts" in areas with high infection rates. Go Deeper: Israel becomes first developed country to enforce a second nationwide shutdown.
Pandemic closures see restaurants hit the hardest
About 60% of businesses that have closed their doors during the coronavirus pandemic will never reopen, and restaurants have suffered the most, according to new data from Yelp. The National Restaurant Association also said this week that 100,000 restaurants have closed either permanently or long term, adding that the sector is on track to lose $240B in sales this year. A number of factors have made it especially difficult for eateries, which tend to operate on thin margins even in the best of times.
What else is happening...
Unity (NYSE:U) to raise $1.3B in IPO, prices 25M shares above range.
New York files civil charges against J&J (NYSE:JNJ) over opioids.
Walmart (NYSE:WMT) hikes pay for about 165,000 hourly employees.
Dave & Buster's (NASDAQ:PLAY) stumbles on bankruptcy speculation.
Proposed Boeing (NYSE:BA) 737 MAX safety upgrades endorsed by NTSB.
Nat gas tumbles by most in two years after stockpile gain.
Today's Markets
In Asia, Japan +0.2%. Hong Kong +0.5%. China +2.1%. India -0.3%. In Europe, at midday, London -0.2%. Paris -0.3%. Frankfurt +0.1%. Futures at 6:20, Dow flat. S&P flat. Nasdaq +0.6%. Crude +0.9% to $41.34. Gold +0.6% to $1961.40. Bitcoin +1.6% to $11005. Ten-year Treasury Yield flat at 0.68%
submitted by abiech to Winkerpack [link] [comments]

The Fed's Losing Battle with Technological Deflation

PART 1/4 - FREE MARKET?
First off, let's set the scene.
The stock market is telling you nothing about the real economy anymore.
Economic fundamentals have never mattered as little for the stock market as has been the case during this 11-year bull market.
The correlation between gross-domestic-product growth and the direction of the S&P 500 Index has only been 7% in this cycle - historically it has been 30% to 70%.
Why?
Well, it is the Central Banks, led by the Fed, who printed their way out of the Recession in '08.
In doing so, they have papered over the cracks, and we have seen the longest economic expansion in US history.
However, this is not a particularly meritocratic process: money creation itself increases inequality via the Cantillon Effect, as money printing leads to asset price inflation, which disproportionately benefits the rich and hurts the poor.
Former Federal Reserve Chairman Paul Volcker told the New York Times in 2018:
“The central issue is we’re developing into a plutocracy. We’ve got an enormous number of enormously rich people that have convinced themselves that they’re rich because they’re smart and constructive."
The reality of course is that this is largely not the case - it is because the game is rigged in their favour.
Now, it is important to emphasise the fact that the path we have taken has resulted in the highest living standards we have seen in human history.
However, the issue, particularly since the US completely abandoned the gold standard in 1971, is that debt has exploded to obscene levels.
We are not operating in a free market if it takes $185 trillion of debt over the last 20 years to create 'growth'.
In fact, the global debt to GDP ratio hit an all-time high of 322% in the third quarter of 2019.
Inflation means that your dollar loses value and thus your purchasing power goes down.
Deflation means that the value of your dollar goes up and your purchasing power goes up.
That's a good thing right? You get more goods and services for less.
Well, no.
If you have deflation, debt explodes in real terms and you can never pay it back.
As the economy is based on debt, if you allow deflation, then you have to reset the debt.
This is why central banks fear deflation so much.
However, the major force driving the human race is technological progress - and this stops for no mortal...
PART 2/4 - TECHNOLOGICAL DEFLATION:
The increased abundance created by technology will result in massive job losses.
Throughout history, doom porn enthusiasts have screamed that the machines are coming for jobs. This is not a new phenomenon.
All technological revolutions are deflationary - since they create "supply side shocks", meaning that they allow for more intensive use of resources and thus higher production. With more goods being produced, all other things being equal, the price of those goods will fall.
In the last 20 years or so, software has disrupted and replaced many established goods and services.
It is in the next 20 years that another disruptive technology is set to take the stage: AI
According to Steve Schwarzman, the co-founder and CEO of The Blackstone Group who has a net worth of $17.6BN:
"This is going to touch everyone's life....you're not going to be able to get away from this technology"
Moreover, this virus will only accelerate this trend towards tech. Zoom is a fantastic example of exactly this.
Old legacy economic systems were not built for this tech deflation, and the thing about exponential growth is that we humans do not intuitively understand it.
As an example, if you folded a piece of paper 51 times, of course you can only fold it seven times, but if you could fold it 51 times, it would reach the Sun!
PART 3/4 - IMPLICATIONS FOR SOCIETY:
The question is: how does this play out?
In the long term, it is the fundamental structure of the economic system that has a significant impact on people's lives, not who is President for 4 to 8 years.
In reality, politicians have limited power and are effectively all puppets. We have seen what happens when a President doesn't stay in their lane...
One could argue that the two main mechanisms of control are:
  1. Divide and Conquer and
  2. Order from Chaos
As we have seen many times in the past, herd psychology is worryingly easy to manipulate...
Speaking of the censorship, in his book Antifragile, Nassim Taleb discusses the anti fragility of information.
Information feeds more on attempts to harm it than it does on efforts to promote it.
A fantastic example of this process is what has happened with London Real: they were banned on LinkedIn and David Icke's interview was censored. Now, regardless of what you think of this particular channel or your thoughts on David Icke and the theories provided, censoring information in this way actually spreads it more virally.
It's fascinating to observe how many views the videos regarding the bans and censorship have relative to the others. And the impact this has had on subscribers.
It is always easier to blame a bigger enemy (or create a new one) rather than to admit it's a structural problem.
Therefore, you avoid short term pain...whatever the cost.
The real question is if and when this situation will lead to social unrest...
PART 4/4 - INTELLECTUAL CAPITALISM:
The depth and width of jobs impacted by AI will continue to increase in the future.
Now this will not necessarily happen straight away.
However, our transition from commodity capitalism to intellectual capitalism is inevitable and the people and nations who fight against this trend will be on the wrong side of history.
From a practical investment perspective, and disclaimer this is not investment advice, network effects are a crucial aspect to consider moving forwards.
Essentially, this means that the value of the network increases with each additional user - all of the tech monopolies have exhibited this property.
An asset which could in time demonstrate very strong network effects is Bitcoin.
Looking at the market cap relative to other asset classes, Bitcoin provides an asymmetric investment opportunity.
Only time will tell...
https://www.youtube.com/watch?v=7nFbKzt-uwE
submitted by financeoptimum to economy [link] [comments]

The Fed's Losing Battle with Technological Deflation

PART 1/4 - FREE MARKET?
First off, let's set the scene.
The stock market is telling you nothing about the real economy anymore.
Economic fundamentals have never mattered as little for the stock market as has been the case during this 11-year bull market.
The correlation between gross-domestic-product growth and the direction of the S&P 500 Index has only been 7% in this cycle - historically it has been 30% to 70%.
Why?
Well, it is the Central Banks, led by the Fed, who printed their way out of the Recession in '08.
In doing so, they have papered over the cracks, and we have seen the longest economic expansion in US history.
However, this is not a particularly meritocratic process: money creation itself increases inequality via the Cantillon Effect, as money printing leads to asset price inflation, which disproportionately benefits the rich and hurts the poor.
Former Federal Reserve Chairman Paul Volcker told the New York Times in 2018:
“The central issue is we’re developing into a plutocracy. We’ve got an enormous number of enormously rich people that have convinced themselves that they’re rich because they’re smart and constructive."
The reality of course is that this is largely not the case - it is because the game is rigged in their favour.
Now, it is important to emphasise the fact that the path we have taken has resulted in the highest living standards we have seen in human history.
However, the issue, particularly since the US completely abandoned the gold standard in 1971, is that debt has exploded to obscene levels.
We are not operating in a free market if it takes $185 trillion of debt over the last 20 years to create 'growth'.
In fact, the global debt to GDP ratio hit an all-time high of 322% in the third quarter of 2019.
Inflation means that your dollar loses value and thus your purchasing power goes down.
Deflation means that the value of your dollar goes up and your purchasing power goes up.
That's a good thing right? You get more goods and services for less.
Well, no.
If you have deflation, debt explodes in real terms and you can never pay it back.
As the economy is based on debt, if you allow deflation, then you have to reset the debt.
This is why central banks fear deflation so much.
However, the major force driving the human race is technological progress - and this stops for no mortal...
PART 2/4 - TECHNOLOGICAL DEFLATION:
The increased abundance created by technology will result in massive job losses.
Throughout history, doom porn enthusiasts have screamed that the machines are coming for jobs. This is not a new phenomenon.
All technological revolutions are deflationary - since they create "supply side shocks", meaning that they allow for more intensive use of resources and thus higher production. With more goods being produced, all other things being equal, the price of those goods will fall.
In the last 20 years or so, software has disrupted and replaced many established goods and services.
It is in the next 20 years that another disruptive technology is set to take the stage: AI
According to Steve Schwarzman, the co-founder and CEO of The Blackstone Group who has a net worth of $17.6BN:
"This is going to touch everyone's life....you're not going to be able to get away from this technology"
Moreover, this virus will only accelerate this trend towards tech. Zoom is a fantastic example of exactly this.
Old legacy economic systems were not built for this tech deflation, and the thing about exponential growth is that we humans do not intuitively understand it.
As an example, if you folded a piece of paper 51 times, of course you can only fold it seven times, but if you could fold it 51 times, it would reach the Sun!
PART 3/4 - IMPLICATIONS FOR SOCIETY:
The question is: how does this play out?
In the long term, it is the fundamental structure of the economic system that has a significant impact on people's lives, not who is President for 4 to 8 years.
In reality, politicians have limited power and are effectively all puppets. We have seen what happens when a President doesn't stay in their lane...
One could argue that the two main mechanisms of control are:
  1. Divide and Conquer and
  2. Order from Chaos
As we have seen many times in the past, herd psychology is worryingly easy to manipulate...
Speaking of the censorship, in his book Antifragile, Nassim Taleb discusses the anti fragility of information.
Information feeds more on attempts to harm it than it does on efforts to promote it.
A fantastic example of this process is what has happened with London Real: they were banned on LinkedIn and David Icke's interview was censored. Now, regardless of what you think of this particular channel or your thoughts on David Icke and the theories provided, censoring information in this way actually spreads it more virally.
It's fascinating to observe how many views the videos regarding the bans and censorship have relative to the others. And the impact this has had on subscribers.
It is always easier to blame a bigger enemy (or create a new one) rather than to admit it's a structural problem.
Therefore, you avoid short term pain...whatever the cost.
The real question is if and when this situation will lead to social unrest...
PART 4/4 - INTELLECTUAL CAPITALISM:
The depth and width of jobs impacted by AI will continue to increase in the future.
Now this will not necessarily happen straight away.
However, our transition from commodity capitalism to intellectual capitalism is inevitable and the people and nations who fight against this trend will be on the wrong side of history.
From a practical investment perspective, and disclaimer this is not investment advice, network effects are a crucial aspect to consider moving forwards.
Essentially, this means that the value of the network increases with each additional user - all of the tech monopolies have exhibited this property.
An asset which could in time demonstrate very strong network effects is Bitcoin.
Looking at the market cap relative to other asset classes, Bitcoin provides an asymmetric investment opportunity.
Only time will tell...
https://www.youtube.com/watch?v=7nFbKzt-uwE
submitted by financeoptimum to Capitalism [link] [comments]

Scaling Reddit Community Points with Arbitrum Rollup: a piece of cake

Scaling Reddit Community Points with Arbitrum Rollup: a piece of cake
https://preview.redd.it/b80c05tnb9e51.jpg?width=2550&format=pjpg&auto=webp&s=850282c1a3962466ed44f73886dae1c8872d0f31
Submitted for consideration to The Great Reddit Scaling Bake-Off
Baked by the pastry chefs at Offchain Labs
Please send questions or comments to [[email protected] ](mailto:[email protected])
1. Overview
We're excited to submit Arbitrum Rollup for consideration to The Great Reddit Scaling Bake-Off. Arbitrum Rollup is the only Ethereum scaling solution that supports arbitrary smart contracts without compromising on Ethereum's security or adding points of centralization. For Reddit, this means that Arbitrum can not only scale the minting and transfer of Community Points, but it can foster a creative ecosystem built around Reddit Community Points enabling points to be used in a wide variety of third party applications. That's right -- you can have your cake and eat it too!
Arbitrum Rollup isn't just Ethereum-style. Its Layer 2 transactions are byte-for-byte identical to Ethereum, which means Ethereum users can continue to use their existing addresses and wallets, and Ethereum developers can continue to use their favorite toolchains and development environments out-of-the-box with Arbitrum. Coupling Arbitrum’s tooling-compatibility with its trustless asset interoperability, Reddit not only can scale but can onboard the entire Ethereum community at no cost by giving them the same experience they already know and love (well, certainly know).
To benchmark how Arbitrum can scale Reddit Community Points, we launched the Reddit contracts on an Arbitrum Rollup chain. Since Arbitrum provides full Solidity support, we didn't have to rewrite the Reddit contracts or try to mimic their functionality using an unfamiliar paradigm. Nope, none of that. We launched the Reddit contracts unmodified on Arbitrum Rollup complete with support for minting and distributing points. Like every Arbitrum Rollup chain, the chain included a bridge interface in which users can transfer Community Points or any other asset between the L1 and L2 chains. Arbitrum Rollup chains also support dynamic contract loading, which would allow third-party developers to launch custom ecosystem apps that integrate with Community Points on the very same chain that runs the Reddit contracts.
1.1 Why Ethereum
Perhaps the most exciting benefit of distributing Community Points using a blockchain is the ability to seamlessly port points to other applications and use them in a wide variety of contexts. Applications may include simple transfers such as a restaurant that allows Redditors to spend points on drinks. Or it may include complex smart contracts -- such as placing Community Points as a wager for a multiparty game or as collateral in a financial contract.
The common denominator between all of the fun uses of Reddit points is that it needs a thriving ecosystem of both users and developers, and the Ethereum blockchain is perhaps the only smart contract platform with significant adoption today. While many Layer 1 blockchains boast lower cost or higher throughput than the Ethereum blockchain, more often than not, these attributes mask the reality of little usage, weaker security, or both.
Perhaps another platform with significant usage will rise in the future. But today, Ethereum captures the mindshare of the blockchain community, and for Community Points to provide the most utility, the Ethereum blockchain is the natural choice.
1.2 Why Arbitrum
While Ethereum's ecosystem is unmatched, the reality is that fees are high and capacity is too low to support the scale of Reddit Community Points. Enter Arbitrum. Arbitrum Rollup provides all of the ecosystem benefits of Ethereum, but with orders of magnitude more capacity and at a fraction of the cost of native Ethereum smart contracts. And most of all, we don't change the experience from users. They continue to use the same wallets, addresses, languages, and tools.
Arbitrum Rollup is not the only solution that can scale payments, but it is the only developed solution that can scale both payments and arbitrary smart contracts trustlessly, which means that third party users can build highly scalable add-on apps that can be used without withdrawing money from the Rollup chain. If you believe that Reddit users will want to use their Community Points in smart contracts--and we believe they will--then it makes the most sense to choose a single scaling solution that can support the entire ecosystem, eliminating friction for users.
We view being able to run smart contracts in the same scaling solution as fundamentally critical since if there's significant demand in running smart contracts from Reddit's ecosystem, this would be a load on Ethereum and would itself require a scaling solution. Moreover, having different scaling solutions for the minting/distribution/spending of points and for third party apps would be burdensome for users as they'd have to constantly shuffle their Points back and forth.
2. Arbitrum at a glance
Arbitrum Rollup has a unique value proposition as it offers a combination of features that no other scaling solution achieves. Here we highlight its core attributes.
Decentralized. Arbitrum Rollup is as decentralized as Ethereum. Unlike some other Layer 2 scaling projects, Arbitrum Rollup doesn't have any centralized components or centralized operators who can censor users or delay transactions. Even in non-custodial systems, centralized components provide a risk as the operators are generally incentivized to increase their profit by extracting rent from users often in ways that severely degrade user experience. Even if centralized operators are altruistic, centralized components are subject to hacking, coercion, and potential liability.
Massive Scaling. Arbitrum achieves order of magnitude scaling over Ethereum's L1 smart contracts. Our software currently supports 453 transactions-per-second for basic transactions (at 1616 Ethereum gas per tx). We have a lot of room left to optimize (e.g. aggregating signatures), and over the next several months capacity will increase significantly. As described in detail below, Arbitrum can easily support and surpass Reddit's anticipated initial load, and its capacity will continue to improve as Reddit's capacity needs grow.
Low cost. The cost of running Arbitrum Rollup is quite low compared to L1 Ethereum and other scaling solutions such as those based on zero-knowledge proofs. Layer 2 fees are low, fixed, and predictable and should not be overly burdensome for Reddit to cover. Nobody needs to use special equipment or high-end machines. Arbitrum requires validators, which is a permissionless role that can be run on any reasonable on-line machine. Although anybody can act as a validator, in order to protect against a “tragedy of the commons” and make sure reputable validators are participating, we support a notion of “invited validators” that are compensated for their costs. In general, users pay (low) fees to cover the invited validators’ costs, but we imagine that Reddit may cover this cost for its users. See more on the costs and validator options below.
Ethereum Developer Experience. Not only does Arbitrum support EVM smart contracts, but the developer experience is identical to that of L1 Ethereum contracts and fully compatible with Ethereum tooling. Developers can port existing Solidity apps or write new ones using their favorite and familiar toolchains (e.g. Truffle, Buidler). There are no new languages or coding paradigms to learn.
Ethereum wallet compatibility. Just as in Ethereum, Arbitrum users need only hold keys, but do not have to store any coin history or additional data to protect or access their funds. Since Arbitrum transactions are semantically identical to Ethereum L1 transactions, existing Ethereum users can use their existing Ethereum keys with their existing wallet software such as Metamask.
Token interoperability. Users can easily transfer their ETH, ERC-20 and ERC-721 tokens between Ethereum and the Arbitrum Rollup chain. As we explain in detail below, it is possible to mint tokens in L2 that can subsequently be withdrawn and recognized by the L1 token contract.
Fast finality. Transactions complete with the same finality time as Ethereum L1 (and it's possible to get faster finality guarantees by trading away trust assumptions; see the Arbitrum Rollup whitepaper for details).
Non-custodial. Arbitrum Rollup is a non-custodial scaling solution, so users control their funds/points and neither Reddit nor anyone else can ever access or revoke points held by users.
Censorship Resistant. Since it's completely decentralized, and the Arbitrum protocol guarantees progress trustlessly, Arbitrum Rollup is just as censorship-proof as Ethereum.
Block explorer. The Arbitrum Rollup block explorer allows users to view and analyze transactions on the Rollup chain.
Limitations
Although this is a bake-off, we're not going to sugar coat anything. Arbitrum Rollup, like any Optimistic Rollup protocol, does have one limitation, and that's the delay on withdrawals.
As for the concrete length of the delay, we've done a good deal of internal modeling and have blogged about this as well. Our current modeling suggests a 3-hour delay is sufficient (but as discussed in the linked post there is a tradeoff space between the length of the challenge period and the size of the validators’ deposit).
Note that this doesn't mean that the chain is delayed for three hours. Arbitrum Rollup supports pipelining of execution, which means that validators can keep building new states even while previous ones are “in the pipeline” for confirmation. As the challenge delays expire for each update, a new state will be confirmed (read more about this here).
So activity and progress on the chain are not delayed by the challenge period. The only thing that's delayed is the consummation of withdrawals. Recall though that any single honest validator knows immediately (at the speed of L1 finality) which state updates are correct and can guarantee that they will eventually be confirmed, so once a valid withdrawal has been requested on-chain, every honest party knows that the withdrawal will definitely happen. There's a natural place here for a liquidity market in which a validator (or someone who trusts a validator) can provide withdrawal loans for a small interest fee. This is a no-risk business for them as they know which withdrawals will be confirmed (and can force their confirmation trustlessly no matter what anyone else does) but are just waiting for on-chain finality.
3. The recipe: How Arbitrum Rollup works
For a description of the technical components of Arbitrum Rollup and how they interact to create a highly scalable protocol with a developer experience that is identical to Ethereum, please refer to the following documents:
Arbitrum Rollup Whitepaper
Arbitrum academic paper (describes a previous version of Arbitrum)
4. Developer docs and APIs
For full details about how to set up and interact with an Arbitrum Rollup chain or validator, please refer to our developer docs, which can be found at https://developer.offchainlabs.com/.
Note that the Arbitrum version described on that site is older and will soon be replaced by the version we are entering in Reddit Bake-Off, which is still undergoing internal testing before public release.
5. Who are the validators?
As with any Layer 2 protocol, advancing the protocol correctly requires at least one validator (sometimes called block producers) that is honest and available. A natural question is: who are the validators?
Recall that the validator set for an Arbitrum chain is open and permissionless; anyone can start or stop validating at will. (A useful analogy is to full nodes on an L1 chain.) But we understand that even though anyone can participate, Reddit may want to guarantee that highly reputable nodes are validating their chain. Reddit may choose to validate the chain themselves and/or hire third-party validators.To this end, we have begun building a marketplace for validator-for-hire services so that dapp developers can outsource validation services to reputable nodes with high up-time. We've announced a partnership in which Chainlink nodes will provide Arbitrum validation services, and we expect to announce more partnerships shortly with other blockchain infrastructure providers.
Although there is no requirement that validators are paid, Arbitrum’s economic model tracks validators’ costs (e.g. amount of computation and storage) and can charge small fees on user transactions, using a gas-type system, to cover those costs. Alternatively, a single party such as Reddit can agree to cover the costs of invited validators.
6. Reddit Contract Support
Since Arbitrum contracts and transactions are byte-for-byte compatible with Ethereum, supporting the Reddit contracts is as simple as launching them on an Arbitrum chain.
Minting. Arbitrum Rollup supports hybrid L1/L2 tokens which can be minted in L2 and then withdrawn onto the L1. An L1 contract at address A can make a special call to the EthBridge which deploys a "buddy contract" to the same address A on an Arbitrum chain. Since it's deployed at the same address, users can know that the L2 contract is the authorized "buddy" of the L1 contract on the Arbitrum chain.
For minting, the L1 contract is a standard ERC-20 contract which mints and burns tokens when requested by the L2 contract. It is paired with an ERC-20 contract in L2 which mints tokens based on whatever programmer provided minting facility is desired and burns tokens when they are withdrawn from the rollup chain. Given this base infrastructure, Arbitrum can support any smart contract based method for minting tokens in L2, and indeed we directly support Reddit's signature/claim based minting in L2.
Batch minting. What's better than a mint cookie? A whole batch! In addition to supporting Reddit’s current minting/claiming scheme, we built a second minting design, which we believe outperforms the signature/claim system in many scenarios.
In the current system, Reddit periodically issues signed statements to users, who then take those statements to the blockchain to claim their tokens. An alternative approach would have Reddit directly submit the list of users/amounts to the blockchain and distribute the tokens to the users without the signature/claim process.
To optimize the cost efficiency of this approach, we designed an application-specific compression scheme to minimize the size of the batch distribution list. We analyzed the data from Reddit's previous distributions and found that the data is highly compressible since token amounts are small and repeated, and addresses appear multiple times. Our function groups transactions by size, and replaces previously-seen addresses with a shorter index value. We wrote client code to compress the data, wrote a Solidity decompressing function, and integrated that function into Reddit’s contract running on Arbitrum.
When we ran the compression function on the previous Reddit distribution data, we found that we could compress batched minting data down to to 11.8 bytes per minting event (averaged over a 6-month trace of Reddit’s historical token grants)compared with roughly 174 bytes of on-chain data needed for the signature claim approach to minting (roughly 43 for an RLP-encoded null transaction + 65 for Reddit's signature + 65 for the user's signature + roughly 8 for the number of Points) .
The relative benefit of the two approaches with respect to on-chain call data cost depends on the percentage of users that will actually claim their tokens on chain. With the above figures, batch minting will be cheaper if roughly 5% of users redeem their claims. We stress that our compression scheme is not Arbitrum-specific and would be beneficial in any general-purpose smart contract platform.
8. Benchmarks and costs
In this section, we give the full costs of operating the Reddit contracts on an Arbitrum Rollup chain including the L1 gas costs for the Rollup chain, the costs of computation and storage for the L2 validators as well as the capital lockup requirements for staking.
Arbitrum Rollup is still on testnet, so we did not run mainnet benchmarks. Instead, we measured the L1 gas cost and L2 workload for Reddit operations on Arbitrum and calculated the total cost assuming current Ethereum gas prices. As noted below in detail, our measurements do not assume that Arbitrum is consuming the entire capacity of Ethereum. We will present the details of our model now, but for full transparency you can also play around with it yourself and adjust the parameters, by copying the spreadsheet found here.
Our cost model is based on measurements of Reddit’s contracts, running unmodified (except for the addition of a batch minting function) on Arbitrum Rollup on top of Ethereum.
On the distribution of transactions and frequency of assertions. Reddit's instructions specify the following minimum parameters that submissions should support:
Over a 5 day period, your scaling PoC should be able to handle:
  • 100,000 point claims (minting & distributing points)
  • 25,000 subscriptions
  • 75,000 one-off points burning
  • 100,000 transfers
We provide the full costs of operating an Arbitrum Rollup chain with this usage under the assumption that tokens are minted or granted to users in batches, but other transactions are uniformly distributed over the 5 day period. Unlike some other submissions, we do not make unrealistic assumptions that all operations can be submitted in enormous batches. We assume that batch minting is done in batches that use only a few percent on an L1 block’s gas, and that other operations come in evenly over time and are submitted in batches, with one batch every five minutes to keep latency reasonable. (Users are probably already waiting for L1 finality, which takes at least that long to achieve.)
We note that assuming that there are only 300,000 transactions that arrive uniformly over the 5 day period will make our benchmark numbers lower, but we believe that this will reflect the true cost of running the system. To see why, say that batches are submitted every five minutes (20 L1 blocks) and there's a fixed overhead of c bytes of calldata per batch, the cost of which will get amortized over all transactions executed in that batch. Assume that each individual transaction adds a marginal cost of t. Lastly assume the capacity of the scaling system is high enough that it can support all of Reddit's 300,000 transactions within a single 20-block batch (i.e. that there is more than c + 300,000*t byes of calldata available in 20 blocks).
Consider what happens if c, the per-batch overhead, is large (which it is in some systems, but not in Arbitrum). In the scenario that transactions actually arrive at the system's capacity and each batch is full, then c gets amortized over 300,000 transactions. But if we assume that the system is not running at capacity--and only receives 300,000 transactions arriving uniformly over 5 days-- then each 20-block assertion will contain about 200 transactions, and thus each transaction will pay a nontrivial cost due to c.
We are aware that other proposals presented scaling numbers assuming that 300,000 transactions arrived at maximum capacity and was executed in a single mega-transaction, but according to our estimates, for at least one such report, this led to a reported gas price that was 2-3 orders of magnitude lower than it would have been assuming uniform arrival. We make more realistic batching assumptions, and we believe Arbitrum compares well when batch sizes are realistic.
Our model. Our cost model includes several sources of cost:
  • L1 gas costs: This is the cost of posting transactions as calldata on the L1 chain, as well as the overhead associated with each batch of transactions, and the L1 cost of settling transactions in the Arbitrum protocol.
  • Validator’s staking costs: In normal operation, one validator will need to be staked. The stake is assumed to be 0.2% of the total value of the chain (which is assumed to be $1 per user who is eligible to claim points). The cost of staking is the interest that could be earned on the money if it were not staked.
  • Validator computation and storage: Every validator must do computation to track the chain’s processing of transactions, and must maintain storage to keep track of the contracts’ EVM storage. The cost of computation and storage are estimated based on measurements, with the dollar cost of resources based on Amazon Web Services pricing.
It’s clear from our modeling that the predominant cost is for L1 calldata. This will probably be true for any plausible rollup-based system.
Our model also shows that Arbitrum can scale to workloads much larger than Reddit’s nominal workload, without exhausting L1 or L2 resources. The scaling bottleneck will ultimately be calldata on the L1 chain. We believe that cost could be reduced substantially if necessary by clever encoding of data. (In our design any compression / decompression of L2 transaction calldata would be done by client software and L2 programs, never by an L1 contract.)
9. Status of Arbitrum Rollup
Arbitrum Rollup is live on Ethereum testnet. All of the code written to date including everything included in the Reddit demo is open source and permissively licensed under the Apache V2 license. The first testnet version of Arbitrum Rollup was released on testnet in February. Our current internal version, which we used to benchmark the Reddit contracts, will be released soon and will be a major upgrade.
Both the Arbitrum design as well as the implementation are heavily audited by independent third parties. The Arbitrum academic paper was published at USENIX Security, a top-tier peer-reviewed academic venue. For the Arbitrum software, we have engaged Trail of Bits for a security audit, which is currently ongoing, and we are committed to have a clean report before launching on Ethereum mainnet.
10. Reddit Universe Arbitrum Rollup Chain
The benchmarks described in this document were all measured using the latest internal build of our software. When we release the new software upgrade publicly we will launch a Reddit Universe Arbitrum Rollup chain as a public demo, which will contain the Reddit contracts as well as a Uniswap instance and a Connext Hub, demonstrating how Community Points can be integrated into third party apps. We will also allow members of the public to dynamically launch ecosystem contracts. We at Offchain Labs will cover the validating costs for the Reddit Universe public demo.
If the folks at Reddit would like to evaluate our software prior to our public demo, please email us at [email protected] and we'd be more than happy to provide early access.
11. Even more scaling: Arbitrum Sidechains
Rollups are an excellent approach to scaling, and we are excited about Arbitrum Rollup which far surpasses Reddit's scaling needs. But looking forward to Reddit's eventual goal of supporting hundreds of millions of users, there will likely come a time when Reddit needs more scaling than any Rollup protocol can provide.
While Rollups greatly reduce costs, they don't break the linear barrier. That is, all transactions have an on-chain footprint (because all calldata must be posted on-chain), albeit a far smaller one than on native Ethereum, and the L1 limitations end up being the bottleneck for capacity and cost. Since Ethereum has limited capacity, this linear use of on-chain resources means that costs will eventually increase superlinearly with traffic.
The good news is that we at Offchain Labs have a solution in our roadmap that can satisfy this extreme-scaling setting as well: Arbitrum AnyTrust Sidechains. Arbitrum Sidechains are similar to Arbitrum Rollup, but deviate in that they name a permissioned set of validators. When a chain’s validators agree off-chain, they can greatly reduce the on-chain footprint of the protocol and require almost no data to be put on-chain. When validators can't reach unanimous agreement off-chain, the protocol reverts to Arbitrum Rollup. Technically, Arbitrum Sidechains can be viewed as a hybrid between state channels and Rollup, switching back and forth as necessary, and combining the performance and cost that state channels can achieve in the optimistic case, with the robustness of Rollup in other cases. The core technical challenge is how to switch seamlessly between modes and how to guarantee that security is maintained throughout.
Arbitrum Sidechains break through this linear barrier, while still maintaining a high level of security and decentralization. Arbitrum Sidechains provide the AnyTrust guarantee, which says that as long as any one validator is honest and available (even if you don't know which one will be), the L2 chain is guaranteed to execute correctly according to its code and guaranteed to make progress. Unlike in a state channel, offchain progress does not require unanimous consent, and liveness is preserved as long as there is a single honest validator.
Note that the trust model for Arbitrum Sidechains is much stronger than for typical BFT-style chains which introduce a consensus "voting" protocols among a small permissioned group of validators. BFT-based protocols require a supermajority (more than 2/3) of validators to agree. In Arbitrum Sidechains, by contrast, all you need is a single honest validator to achieve guaranteed correctness and progress. Notice that in Arbitrum adding validators strictly increases security since the AnyTrust guarantee provides correctness as long as any one validator is honest and available. By contrast, in BFT-style protocols, adding nodes can be dangerous as a coalition of dishonest nodes can break the protocol.
Like Arbitrum Rollup, the developer and user experiences for Arbitrum Sidechains will be identical to that of Ethereum. Reddit would be able to choose a large and diverse set of validators, and all that they would need to guarantee to break through the scaling barrier is that a single one of them will remain honest.
We hope to have Arbitrum Sidechains in production in early 2021, and thus when Reddit reaches the scale that surpasses the capacity of Rollups, Arbitrum Sidechains will be waiting and ready to help.
While the idea to switch between channels and Rollup to get the best of both worlds is conceptually simple, getting the details right and making sure that the switch does not introduce any attack vectors is highly non-trivial and has been the subject of years of our research (indeed, we were working on this design for years before the term Rollup was even coined).
12. How Arbitrum compares
We include a comparison to several other categories as well as specific projects when appropriate. and explain why we believe that Arbitrum is best suited for Reddit's purposes. We focus our attention on other Ethereum projects.
Payment only Rollups. Compared to Arbitrum Rollup, ZK-Rollups and other Rollups that only support token transfers have several disadvantages:
  • As outlined throughout the proposal, we believe that the entire draw of Ethereum is in its rich smart contracts support which is simply not achievable with today's zero-knowledge proof technology. Indeed, scaling with a ZK-Rollup will add friction to the deployment of smart contracts that interact with Community Points as users will have to withdraw their coins from the ZK-Rollup and transfer them to a smart contract system (like Arbitrum). The community will be best served if Reddit builds on a platform that has built-in, frictionless smart-contract support.
  • All other Rollup protocols of which we are aware employ a centralized operator. While it's true that users retain custody of their coins, the centralized operator can often profit from censoring, reordering, or delaying transactions. A common misconception is that since they're non-custodial protocols, a centralized sequencer does not pose a risk but this is incorrect as the sequencer can wreak havoc or shake down users for side payments without directly stealing funds.
  • Sidechain type protocols can eliminate some of these issues, but they are not trustless. Instead, they require trust in some quorum of a committee, often requiring two-third of the committee to be honest, compared to rollup protocols like Arbitrum that require only a single honest party. In addition, not all sidechain type protocols have committees that are diverse, or even non-centralized, in practice.
  • Plasma-style protocols have a centralized operator and do not support general smart contracts.
13. Concluding Remarks
While it's ultimately up to the judges’ palate, we believe that Arbitrum Rollup is the bakeoff choice that Reddit kneads. We far surpass Reddit's specified workload requirement at present, have much room to optimize Arbitrum Rollup in the near term, and have a clear path to get Reddit to hundreds of millions of users. Furthermore, we are the only project that gives developers and users the identical interface as the Ethereum blockchain and is fully interoperable and tooling-compatible, and we do this all without any new trust assumptions or centralized components.
But no matter how the cookie crumbles, we're glad to have participated in this bake-off and we thank you for your consideration.
About Offchain Labs
Offchain Labs, Inc. is a venture-funded New York company that spun out of Princeton University research, and is building the Arbitrum platform to usher in the next generation of scalable, interoperable, and compatible smart contracts. Offchain Labs is backed by Pantera Capital, Compound VC, Coinbase Ventures, and others.
Leadership Team
Ed Felten
Ed Felten is Co-founder and Chief Scientist at Offchain Labs. He is on leave from Princeton University, where he is the Robert E. Kahn Professor of Computer Science and Public Affairs. From 2015 to 2017 he served at the White House as Deputy United States Chief Technology Officer and senior advisor to the President. He is an ACM Fellow and member of the National Academy of Engineering. Outside of work, he is an avid runner, cook, and L.A. Dodgers fan.
Steven Goldfeder
Steven Goldfeder is Co-founder and Chief Executive Officer at Offchain Labs. He holds a PhD from Princeton University, where he worked at the intersection of cryptography and cryptocurrencies including threshold cryptography, zero-knowledge proof systems, and post-quantum signatures. He is a co-author of Bitcoin and Cryptocurrency Technologies, the leading textbook on cryptocurrencies, and he has previously worked at Google and Microsoft Research, where he co-invented the Picnic signature algorithm. When not working, you can find Steven spending time with his family, taking a nature walk, or twisting balloons.
Harry Kalodner
Harry Kalodner is Co-founder and Chief Technology Officer at Offchain Labs where he leads the engineering team. Before the company he attended Princeton as a Ph.D candidate where his research explored economics, anonymity, and incentive compatibility of cryptocurrencies, and he also has worked at Apple. When not up at 3:00am writing code, Harry occasionally sleeps.
submitted by hkalodner to ethereum [link] [comments]

The Fed's Losing Battle with Technological Deflation

PART 1/4 - FREE MARKET?
First off, let's set the scene.
The stock market is telling you nothing about the real economy anymore.
Economic fundamentals have never mattered as little for the stock market as has been the case during this 11-year bull market.
The correlation between gross-domestic-product growth and the direction of the S&P 500 Index has only been 7% in this cycle - historically it has been 30% to 70%.
Why?
Well, it is the Central Banks, led by the Fed, who printed their way out of the Recession in '08.
In doing so, they have papered over the cracks, and we have seen the longest economic expansion in US history.
However, this is not a particularly meritocratic process: money creation itself increases inequality via the Cantillon Effect, as money printing leads to asset price inflation, which disproportionately benefits the rich and hurts the poor.
Former Federal Reserve Chairman Paul Volcker told the New York Times in 2018:
“The central issue is we’re developing into a plutocracy. We’ve got an enormous number of enormously rich people that have convinced themselves that they’re rich because they’re smart and constructive."
The reality of course is that this is largely not the case - it is because the game is rigged in their favour.
Now, it is important to emphasise the fact that the path we have taken has resulted in the highest living standards we have seen in human history.
However, the issue, particularly since the US completely abandoned the gold standard in 1971, is that debt has exploded to obscene levels.
We are not operating in a free market if it takes $185 trillion of debt over the last 20 years to create 'growth'.
In fact, the global debt to GDP ratio hit an all-time high of 322% in the third quarter of 2019.
Inflation means that your dollar loses value and thus your purchasing power goes down.
Deflation means that the value of your dollar goes up and your purchasing power goes up.
That's a good thing right? You get more goods and services for less.
Well, no.
If you have deflation, debt explodes in real terms and you can never pay it back.
As the economy is based on debt, if you allow deflation, then you have to reset the debt.
This is why central banks fear deflation so much.
However, the major force driving the human race is technological progress - and this stops for no mortal...
PART 2/4 - TECHNOLOGICAL DEFLATION:
The increased abundance created by technology will result in massive job losses.
Throughout history, doom porn enthusiasts have screamed that the machines are coming for jobs. This is not a new phenomenon.
All technological revolutions are deflationary - since they create "supply side shocks", meaning that they allow for more intensive use of resources and thus higher production. With more goods being produced, all other things being equal, the price of those goods will fall.
In the last 20 years or so, software has disrupted and replaced many established goods and services.
It is in the next 20 years that another disruptive technology is set to take the stage: AI
According to Steve Schwarzman, the co-founder and CEO of The Blackstone Group who has a net worth of $17.6BN:
"This is going to touch everyone's life....you're not going to be able to get away from this technology"
Moreover, this virus will only accelerate this trend towards tech. Zoom is a fantastic example of exactly this.
Old legacy economic systems were not built for this tech deflation, and the thing about exponential growth is that we humans do not intuitively understand it.
As an example, if you folded a piece of paper 51 times, of course you can only fold it seven times, but if you could fold it 51 times, it would reach the Sun!
PART 3/4 - IMPLICATIONS FOR SOCIETY:
The question is: how does this play out?
In the long term, it is the fundamental structure of the economic system that has a significant impact on people's lives, not who is President for 4 to 8 years.
In reality, politicians have limited power and are effectively all puppets. We have seen what happens when a President doesn't stay in their lane...
One could argue that the two main mechanisms of control are:
  1. Divide and Conquer and
  2. Order from Chaos
As we have seen many times in the past, herd psychology is worryingly easy to manipulate...
Speaking of the censorship, in his book Antifragile, Nassim Taleb discusses the anti fragility of information.
Information feeds more on attempts to harm it than it does on efforts to promote it.
A fantastic example of this process is what has happened with London Real: they were banned on LinkedIn and David Icke's interview was censored. Now, regardless of what you think of this particular channel or your thoughts on David Icke and the theories provided, censoring information in this way actually spreads it more virally.
It's fascinating to observe how many views the videos regarding the bans and censorship have relative to the others. And the impact this has had on subscribers.
It is always easier to blame a bigger enemy (or create a new one) rather than to admit it's a structural problem.
Therefore, you avoid short term pain...whatever the cost.
The real question is if and when this situation will lead to social unrest...
PART 4/4 - INTELLECTUAL CAPITALISM:
The depth and width of jobs impacted by AI will continue to increase in the future.
Now this will not necessarily happen straight away.
However, our transition from commodity capitalism to intellectual capitalism is inevitable and the people and nations who fight against this trend will be on the wrong side of history.
From a practical investment perspective, and disclaimer this is not investment advice, network effects are a crucial aspect to consider moving forwards.
Essentially, this means that the value of the network increases with each additional user - all of the tech monopolies have exhibited this property.
An asset which could in time demonstrate very strong network effects is Bitcoin.
Looking at the market cap relative to other asset classes, Bitcoin provides an asymmetric investment opportunity.
Only time will tell...
https://www.youtube.com/watch?v=7nFbKzt-uwE
submitted by financeoptimum to Money [link] [comments]

The Fed's Losing Battle with Technological Deflation

PART 1/4 - FREE MARKET?
First off, let's set the scene.
The stock market is telling you nothing about the real economy anymore.
Economic fundamentals have never mattered as little for the stock market as has been the case during this 11-year bull market.
The correlation between gross-domestic-product growth and the direction of the S&P 500 Index has only been 7% in this cycle - historically it has been 30% to 70%.
Why?
Well, it is the Central Banks, led by the Fed, who printed their way out of the Recession in '08.
In doing so, they have papered over the cracks, and we have seen the longest economic expansion in US history.
However, this is not a particularly meritocratic process: money creation itself increases inequality via the Cantillon Effect, as money printing leads to asset price inflation, which disproportionately benefits the rich and hurts the poor.
Former Federal Reserve Chairman Paul Volcker told the New York Times in 2018:
“The central issue is we’re developing into a plutocracy. We’ve got an enormous number of enormously rich people that have convinced themselves that they’re rich because they’re smart and constructive."
The reality of course is that this is largely not the case - it is because the game is rigged in their favour.
Now, it is important to emphasise the fact that the path we have taken has resulted in the highest living standards we have seen in human history.
However, the issue, particularly since the US completely abandoned the gold standard in 1971, is that debt has exploded to obscene levels.
We are not operating in a free market if it takes $185 trillion of debt over the last 20 years to create 'growth'.
In fact, the global debt to GDP ratio hit an all-time high of 322% in the third quarter of 2019.
Inflation means that your dollar loses value and thus your purchasing power goes down.
Deflation means that the value of your dollar goes up and your purchasing power goes up.
That's a good thing right? You get more goods and services for less.
Well, no.
If you have deflation, debt explodes in real terms and you can never pay it back.
As the economy is based on debt, if you allow deflation, then you have to reset the debt.
This is why central banks fear deflation so much.
However, the major force driving the human race is technological progress - and this stops for no mortal...
PART 2/4 - TECHNOLOGICAL DEFLATION:
The increased abundance created by technology will result in massive job losses.
Throughout history, doom porn enthusiasts have screamed that the machines are coming for jobs. This is not a new phenomenon.
All technological revolutions are deflationary - since they create "supply side shocks", meaning that they allow for more intensive use of resources and thus higher production. With more goods being produced, all other things being equal, the price of those goods will fall.
In the last 20 years or so, software has disrupted and replaced many established goods and services.
It is in the next 20 years that another disruptive technology is set to take the stage: AI
According to Steve Schwarzman, the co-founder and CEO of The Blackstone Group who has a net worth of $17.6BN:
"This is going to touch everyone's life....you're not going to be able to get away from this technology"
Moreover, this virus will only accelerate this trend towards tech. Zoom is a fantastic example of exactly this.
Old legacy economic systems were not built for this tech deflation, and the thing about exponential growth is that we humans do not intuitively understand it.
As an example, if you folded a piece of paper 51 times, of course you can only fold it seven times, but if you could fold it 51 times, it would reach the Sun!
PART 3/4 - IMPLICATIONS FOR SOCIETY:
The question is: how does this play out?
In the long term, it is the fundamental structure of the economic system that has a significant impact on people's lives, not who is President for 4 to 8 years.
In reality, politicians have limited power and are effectively all puppets. We have seen what happens when a President doesn't stay in their lane...
One could argue that the two main mechanisms of control are:
  1. Divide and Conquer and
  2. Order from Chaos
As we have seen many times in the past, herd psychology is worryingly easy to manipulate...
Speaking of the censorship, in his book Antifragile, Nassim Taleb discusses the anti fragility of information.
Information feeds more on attempts to harm it than it does on efforts to promote it.
A fantastic example of this process is what has happened with London Real: they were banned on LinkedIn and David Icke's interview was censored. Now, regardless of what you think of this particular channel or your thoughts on David Icke and the theories provided, censoring information in this way actually spreads it more virally.
It's fascinating to observe how many views the videos regarding the bans and censorship have relative to the others. And the impact this has had on subscribers.
It is always easier to blame a bigger enemy (or create a new one) rather than to admit it's a structural problem.
Therefore, you avoid short term pain...whatever the cost.
The real question is if and when this situation will lead to social unrest...
PART 4/4 - INTELLECTUAL CAPITALISM:
The depth and width of jobs impacted by AI will continue to increase in the future.
Now this will not necessarily happen straight away.
However, our transition from commodity capitalism to intellectual capitalism is inevitable and the people and nations who fight against this trend will be on the wrong side of history.
From a practical investment perspective, and disclaimer this is not investment advice, network effects are a crucial aspect to consider moving forwards.
Essentially, this means that the value of the network increases with each additional user - all of the tech monopolies have exhibited this property.
An asset which could in time demonstrate very strong network effects is Bitcoin.
Looking at the market cap relative to other asset classes, Bitcoin provides an asymmetric investment opportunity.
Only time will tell...
https://www.youtube.com/watch?v=7nFbKzt-uwE
submitted by financeoptimum to ConcentrationOfWealth [link] [comments]

Crypto art markets in everything

Christie’s is set to sell its first nonfungible token in an upcoming auction of what has been characterized as “the largest artwork” in the history of Bitcoin (BTC).
Art historian turned blockchain artist Robert Alice has created “Portrait of a Mind” — a monumental series of 40 paintings stretching over 50 meters in length.
Drawing on the history of 20th century conceptualism as well as the founding myth of Bitcoin’s creation, “Portrait of a Mind” is a complete hand-painted transcription of the 12.3 million digits of the code that launched the cryptocurrency.
By scattering the codebase into 40 globally distributed fragments, the project will “draw up a global network of 40 collectors where no one individual will hold all the code,” Alice said.
He explained: “In each work, an algorithm has found a set of hex digits that together are highlighted in gold. These read a set of coordinates that are unique to each painting. 40 locations across 40 paintings – each location is of particular significance to the history of Bitcoin.”
Speaking to Cointelegraph, Alice said he remains curious as to why much of the commemoration of Bitcoin emphasizes the publication of the whitepaper over and above the codebase itself, which, for him, is “the real historical document.”
Christie’s will sell one painting from the series, “Block 21 (42.36433° N, -71.26189° E),” as part of its “Post-War and Contemporary Day Auction” on Oct. 7, at the end of a week-long exhibition of auctioned works in New York.
The piece includes a unique fungible token as an integral part of the work and will be offered at an estimated price of $12–18,000.
Here is the full story, via Shaffin Shariff.
The post Crypto art markets in everything appeared first on Marginal REVOLUTION.
submitted by Significant-Notice- to marginal [link] [comments]

Beginner project using YFinance - need help!

Hey all,
I'm fairly novice at Python, but have started to (attempt to) write useful programs. So far I've put one together that traverses a folder list and checks for a particular folder and either adds it if it isn't there, or renames it if it is labelled incorrectly.
I have recently almost finished my 2nd project. It's a data extractor that calculates percentage returns of most of the world's major stock market indices over a user-selected time period, using the YFinance library.
I've managed to capture and address all errors except for a ValueError to do with the datetime module. It will only come up if the user enters an incorrect date (e.g. the 31st of February) and causes the program to crash.
You will see in the While loop for the 'end date' field, I've tried adding the ValueError statement here (I've also tried other places in the code as well including under the loop that reads the dictionary of stock indices) but each time a wrong date format is entered, the error appears.
What I need help with is:
I've been reading up on datetime for much of the weekend but still haven't made any progress with it. I'm sure it's a relatively simple fix, but I am requesting help from those who are much more skilled than I.
Also if anyone notices any redundant info in the code, please don't hesitate to inform me!
Thanks in advance for your help!!
import yfinance as yf import pandas import re import sys import datetime from datetime import timedelta """Title:""" print("MAJOR INDICES STOCK PRICE CALCULATOR (FROM DATE TO DATE) \n") """Ensure user enters correct date format:""" correct_date_format = re.compile(r'\d{4}-\d{2}-\d{2}') """User enters date range:""" while True: start_date_script = "Enter a start date in the format YYYY-MM-DD" start_date_script += "\n(type 'q' then press 'enter' to exit): " end_date_script = "\nEnter an end date in the format YYYY-MM-DD: " end_date_script += "\n(type 'q' then press 'enter' to exit): " start_date = '' end_date = '' """Ensure start/end date matches correct format and give option to exit""" while True: start_date = input(start_date_script) start_date_match = re.search(correct_date_format, start_date) if start_date == 'q': sys.exit() if not start_date_match is None: break else: print( "You must enter a start date in the format YYYY-MM-DD! \n" ) while True: try: end_date = input(end_date_script) except ValueError: print( "This month doesn't have this many days. Please try again.") except IndexError: print("\nPlease enter a larger date range") continue else: end_date_match = re.search(correct_date_format, end_date) if end_date == 'q': sys.exit() if end_date <= start_date: print("\nThe end date cannot be before the start date!") print() continue if not end_date_match is None: break else: print( "You must enter an end date in the format YYYY-MM-DD!\n" ) """List of all ticker symbols to be used""" yahoo_tickers = { 'All Ords': '^AORD', 'S&P ASX 200': '^AXJO', 'NZX50': '^NZ50', 'NASDAQ': '^NDX', 'S&P 500': '^GSPC', 'Dow Jones': '^DJI', 'FTSE': '^FTSE', 'DAX': '^GDAXI', 'Hang Seng': '^HSI', 'Nikkei225': '^N225', 'Gold': 'GC=F', 'Oil': 'CL=F', 'CMC Crypto 200': '^CMC200', 'Bitcoin (in AUD)': 'BTC-AUD', 'MSCI World index': 'XWD.TO' } """Calculate difference between end date and set time periods""" datetimeFormat = '%Y-%m-%d' date1 = start_date date2 = end_date diff = datetime.datetime.strptime(date1, datetimeFormat)\ - datetime.datetime.strptime(date2, datetimeFormat) print() print("-------------------------------------------------") print("Total days in period:", abs(diff.days)) print("-------------------------------------------------") """Return percentage change reports from major indices:""" for index, ticker_code in yahoo_tickers.items(): try: ticker = yf.Ticker(ticker_code) ticker_history = ticker.history(start = start_date, end = end_date) except ValueError: print( "Incorrect amount of days for month. Please try again.") except(IndexError, KeyError): print( "To avoid the above error, try extending your date range\n." ) else: ticker_percent_change = "%.2f" % round( (((ticker_history['Close'][-1] / ticker_history['Close'][0]) - 1)* 100), 2) print( "{0:<50}{1:>10}".format( "\n" + index + " % change in selected period: ", (str(ticker_percent_change) + '%'))) goto_start = "\nDo you want to input a new date range? " goto_start += "\nPress 'y' & 'enter' to input a new date range." goto_start += "\nPress 'n', then 'enter' to exit. " cont_or_exit = input(goto_start) if cont_or_exit == 'y': print() continue if cont_or_exit == 'n': break 
submitted by AussieMazza to learnpython [link] [comments]

Testing the Tide | Monthly FIRE Portfolio Update - June 2020

We would rather be ruined than changed.
-W H Auden, The Age of Anxiety
This is my forty-third portfolio update. I complete this update monthly to check my progress against my goal.
Portfolio goal
My objective is to reach a portfolio of $2 180 000 by 1 July 2021. This would produce a real annual income of about $87 000 (in 2020 dollars).
This portfolio objective is based on an expected average real return of 3.99 per cent, or a nominal return of 6.49 per cent.
Portfolio summary
Vanguard Lifestrategy High Growth Fund – $726 306
Vanguard Lifestrategy Growth Fund – $42 118
Vanguard Lifestrategy Balanced Fund – $78 730
Vanguard Diversified Bonds Fund – $111 691
Vanguard Australian Shares ETF (VAS) – $201 745
Vanguard International Shares ETF (VGS) – $39 357
Betashares Australia 200 ETF (A200) – $231 269
Telstra shares (TLS) – $1 668
Insurance Australia Group shares (IAG) – $7 310
NIB Holdings shares (NHF) – $5 532
Gold ETF (GOLD.ASX) – $117 757
Secured physical gold – $18 913
Ratesetter (P2P lending) – $10 479
Bitcoin – $148 990
Raiz app (Aggressive portfolio) – $16 841
Spaceship Voyager app (Index portfolio) – $2 553
BrickX (P2P rental real estate) – $4 484
Total portfolio value: $1 765 743 (+$8 485 or 0.5%)
Asset allocation
Australian shares – 42.2% (2.8% under)
Global shares – 22.0%
Emerging markets shares – 2.3%
International small companies – 3.0%
Total international shares – 27.3% (2.7% under)
Total shares – 69.5% (5.5% under)
Total property securities – 0.3% (0.3% over)
Australian bonds – 4.7%
International bonds – 9.4%
Total bonds – 14.0% (1.0% under)
Gold – 7.7%
Bitcoin – 8.4%
Gold and alternatives – 16.2% (6.2% over)
Presented visually, below is a high-level view of the current asset allocation of the portfolio.
[Chart]
Comments
The overall portfolio increased slightly over the month. This has continued to move the portfolio beyond the lows seen in late March.
The modest portfolio growth of $8 000, or 0.5 per cent, maintains its value at around that achieved at the beginning of the year.
[Chart]
The limited growth this month largely reflects an increase in the value of my current equity holdings, in VAS and A200 and the Vanguard retail funds. This has outweighed a small decline in the value of Bitcoin and global shares. The value of the bond holdings also increased modestly, pushing them to their highest value since around early 2017.
[Chart]
There still appears to be an air of unreality around recent asset price increases and the broader economic context. Britain's Bank of England has on some indicators shown that the aftermath of the pandemic and lockdown represent the most challenging financial crisis in around 300 years. What is clear is that investor perceptions and fear around the coronavirus pandemic are a substantial ongoing force driving volatility in equity markets (pdf).
A somewhat optimistic view is provided here that the recovery could look more like the recovery from a natural disaster, rather than a traditional recession. Yet there are few certainties on offer. Negative oil prices, and effective offers by US equity investors to bail out Hertz creditors at no cost appear to be signs of a financial system under significant strains.
As this Reserve Bank article highlights, while some Australian households are well-placed to weather the storm ahead, the timing and severity of what lays ahead is an important unknown that will itself feed into changes in household wealth from here.
Investments this month have been exclusively in the Australian shares exchange-traded fund (VAS) using Selfwealth.* This has been to bring my actual asset allocation more closely in line with the target split between Australian and global shares.
A moving azimuth: falling spending continues
Monthly expenses on the credit card have continued their downward trajectory across the past month.
[Chart]
The rolling average of monthly credit card spending is now at its lowest point over the period of the journey. This is despite the end of lockdown, and a slow resumption of some more normal aspects of spending.
This has continued the brief period since April of the achievement of a notional and contingent kind of financial independence.
The below chart illustrates this temporary state, setting out the degree to which portfolio distributions cover estimated total expenses, measured month to month.
[Chart]
There are two sources of volatility underlying its movement. The first is the level of expenses, which can vary, and the second is the fact that it is based on financial year distributions, which are themselves volatile.
Importantly, the distributions over the last twelve months of this chart is only an estimate - and hence the next few weeks will affect the precision of this analysis across its last 12 observations.
Estimating 2019-20 financial year portfolio distributions
Since the beginning of the journey, this time of year usually has sense of waiting for events to unfold - in particular, finding out the level of half-year distributions to June.
These represent the bulk of distributions, usually averaging 60-65 per cent of total distributions received. They are an important and tangible signpost of progress on the financial independence journey.
This is no simple task, as distributions have varied in size considerably.
A part of this variation has been the important role of sometimes large and lumpy capital distributions - which have made up between 30 to 48 per cent of total distributions in recent years, and an average of around 15 per cent across the last two decades.
I have experimented with many different approaches, most of which have relied on averaging over multi-year periods to even out the 'peaks and troughs' of how market movements may have affected distributions. The main approaches have been:
Each of these have their particular simplifications, advantages and drawbacks.
Developing new navigation tools
Over the past month I have also developed more fully an alternate 'model' for estimating returns.
This simply derives a median value across a set of historical 'cents per unit' distribution data for June and December payouts for the Vanguard funds and exchange traded funds. These make up over 96 per cent of income producing portfolio assets.
In other words, this model essentially assumes that each Vanguard fund and ETF owned pays out the 'average' level of distributions this half-year, with the average being based on distribution records that typically go back between 5 to 10 years.
Mapping the distribution estimates
The chart below sets out the estimate produced by each approach for the June distributions that are to come.
[Chart]
Some observations on these findings can be made.
The lowest estimate is the 'adjusted GFC income' observation, which essentially assumes that the income for this period is as low as experienced by the equity and bond portfolio during the Global Financial Crisis. Just due to timing differences of the period observed, this seems to be a 'worst case' lower bound estimate, which I do not currently place significant weight on.
Similarly, at the highest end, the 'average distribution rate' approach simply assumes June distributions deliver a distribution equal to the median that the entire portfolio has delivered since 1999. With higher interest rates, and larger fixed income holdings across much of that time, this seems an objectively unlikely outcome.
Similarly, the delivery of exactly the income suggested by long-term averages measured across decades and even centuries would be a matter of chance, rather than the basis for rational expectations.
Central estimates of the line of position
This leaves the estimates towards the centre of the chart - estimates of between around $28 000 to $43 000 as representing the more likely range.
I attach less weight to the historical three-year average due to the high contribution of distributed capital gains over that period of growth, where at least across equities some capital losses are likely to be in greater presence.
My preferred central estimate is the model estimate (green) , as it is based in historical data directly from the investment vehicles rather than my own evolving portfolio. The data it is based on in some cases goes back to the Global Financial Crisis. This estimate is also quite close to the raw average of all the alternative approaches (red). It sits a little above the 'adjusted income' measure.
None of these estimates, it should be noted, contain any explicit adjustment for the earnings and dividend reductions or delays arising from COVID-19. They may, therefore represent a modest over-estimate for likely June distributions, to the extent that these effects are more negative than those experienced on average across the period of the underlying data.
These are difficult to estimate, but dividend reductions could easily be in the order of 20-30 per cent, plausibly lowering distributions to the $23 000 to $27 000 range. The recently announced forecast dividend for the Vanguard Australian Shares ETF (VAS) is, for example, the lowest in four years.
As seen from chart above, there is a wide band of estimates, which grow wider still should capital gains be unexpectedly distributed from the Vanguard retail funds. These have represented a source of considerable volatility. Given this, it may seem fruitless to seek to estimate these forthcoming distributions, compared to just waiting for them to arrive.
Yet this exercise helps by setting out reasoning and positions, before hindsight bias urgently arrives to inform me that I knew the right answer all along. It also potentially helps clearly 'reject' some models over time, if the predictions they make prove to be systematically incorrect.
Progress
Progress against the objective, and the additional measures I have reached is set out below.
Measure Portfolio All Assets
Portfolio objective – $2 180 000 (or $87 000 pa) 81.0% 109.4%
Credit card purchases – $71 000 pa 98.8% 133.5%
Total expenses – $89 000 pa 79.2% 106.9%
Summary
The current coronavirus conditions are affecting all aspects of the journey to financial independence - changing spending habits, leading to volatility in equity markets and sequencing risks, and perhaps dramatically altering the expected pattern of portfolio distributions.
Although history can provide some guidance, there is simply no definitive way to know whether any or all of these changes will be fundamental and permanent alterations, or simply data points on a post-natural disaster path to a different post-pandemic set of conditions. There is the temptation to fit past crises imperfectly into the modern picture, as this Of Dollars and Data post illustrates well.
Taking a longer 100 year view, this piece 'The Allegory of the Hawk and Serpent' is a reminder that our entire set of received truths about constructing a portfolio to survive for the long-term can be a product of a sample size of one - actual past history - and subject to recency bias.
This month has felt like one of quiet routines, muted events compared to the past few months, and waiting to understand more fully the shape of the new. Nonetheless, with each new investment, or week of lower expenditure than implied in my FI target, the nature of the journey is incrementally changing - beneath the surface.
Small milestones are being passed - such as over 40 per cent of my equity holdings being outside of the the Vanguard retail funds. Or these these retail funds - which once formed over 95 per cent of the portfolio - now making up less than half.
With a significant part of the financial independence journey being about repeated small actions producing outsized results with time, the issue of maintaining good routines while exploring beneficial changes is real.
Adding to the complexity is that embarking on the financial journey itself is likely to change who one is. This idea, of the difficulty or impossibility of knowing the preferences of a future self, is explored in a fascinating way in this Econtalk podcast episode with a philosophical thought experiment about vampires. It poses the question: perhaps we can never know ourselves at the destination? And yet, who would rationally choose ruin over any change?
The post, links and full charts can be seen here.
submitted by thefiexpl to fiaustralia [link] [comments]

Crypto Weekly News — September, 11

What important crypto events happened last week?
Cryptocurrencies
VeChain: New Consensus Algorithm Offers Strong Performance And Security
The VeChainThor blockchain will receive a new consensus algorithm called SURFACE or Proof of Authority 2.0 (PoA 2.0). The double consensus model gives users the ability to choose different levels of security for their transactions.
Chainlink Surges 25% Higher As Altcoin Market Recovers
Some altcoins have suffered in the past few days, dropping significantly from their recent highs. During this time, LINK underwent a strong leap that lifted the cryptocurrency by 25%. Analysts are divided on what comes next with Chainlink.
Monero Is Traceable Using New CipherTrace Tool
Analyst firm CipherTrace has unveiled a first-of-its-kind tool for tracking transaction flows in Monero (XMR) at the request of the US Department of Homeland Security. The new tool will allow tracking of stolen coins and those used for illegal transactions.
Updates
MetaMask Has Launched Its Ethereum Wallet For iOS And Android
Starting September 4, Android and iOS users are required to download a full mobile version with the ability to interact with dApps. To synchronize history and import existing wallets, the user just needs to scan the QR code.
Crypto Exchange Bitstamp Exploring 25 New Tokens For Listing
The list, published on September 3, includes Augur (REP), Maker (MKR), Polkadot (DOT), Chainlink (LINK), Tezos (XTZ), Cardano (ADA), Kyber Network (KNC) and others. Bitstamp is known for its extremely conservative approach to the listing of new coins. The marketplace currently supports only seven crypto assets.
OKEx Officially Ranked The World’s Largest Crypto Derivatives Exchange
CoinDesk Research analyzed and evaluated data from CoinGecko, according to which the value of outstanding contracts on OKEx at the end of last month was $1.6 billion, making it the largest crypto derivatives exchange in the world.
Binance Launches DeFi-Styled Automated Market Maker Pool
Binance Liquid Swap is based on a variety of liquidity pools, allowing crypto assets to be swapped using the Automatic Market Maker (AMM) pricing algorithm instead of the order book. This guarantees price stability and lower transaction fees. The new trading feature allows users to pool tokens for instant liquidity and earnings.
Law, Cybercrimes, Mass Adoption
Mastercard Releases Platform Enabling Central Banks To Test Digital Currencies
The project is a controlled environment in which banks can simulate the issuance of national digital currencies. The result will be an assessment of their compatibility with the existing payment ecosystem and the practicality of using CBDC.
Eterbase: A New Attack On A Crypto Exchange
On September 8, unknown persons hacked Eterbase cryptocurrency exchange located in Slovakia. The site announced the loss of user funds in Bitcoin, Ethereum, Tron, XRP, Tezos, and Algorand totaling over $5.3 million. Representatives of Eterbase said that they contacted all centralized exchanges to which the stolen funds were sent.
US Crypto Adoption Rate Lags Behind Russia and China
Recent data showed an astonishing first place for Ukraine in the 2020 Global Adoption Index, followed by Russia and Venezuela. The index considers the total cost of online transactions, the cost of online retail transfers, and the number of cryptocurrency deposits online. The index also takes into account the volume of transactions made on P2P cryptocurrency exchanges.
Just Eat In France Accepts Bitcoin, Bitcoin Cash And Ethereum
The integration of cryptocurrencies into more than 15,000 restaurants in France was carried out through the Bitpay payment service. This initiative can promote the use of cryptocurrencies among the general public in a more democratic manner. Bitcoin conversion will be carried out in accordance with Bitpay's own quotes.
That’s all for now! For more details follow us on Twitter, subscribe to our YouTube channel, join our Telegram.
submitted by CoinjoyAssistant to u/CoinjoyAssistant [link] [comments]

Crypto Weekly News — September, 11

What important crypto events happened last week?

Cryptocurrencies

VeChain: New Consensus Algorithm Offers Strong Performance And Security
The VeChainThor blockchain will receive a new consensus algorithm called SURFACE or Proof of Authority 2.0 (PoA 2.0). The double consensus model gives users the ability to choose different levels of security for their transactions.
Chainlink Surges 25% Higher As Altcoin Market Recovers
Some altcoins have suffered in the past few days, dropping significantly from their recent highs. During this time, LINK underwent a strong leap that lifted the cryptocurrency by 25%. Analysts are divided on what comes next with Chainlink.
Monero Is Traceable Using New CipherTrace Tool
Analyst firm CipherTrace has unveiled a first-of-its-kind tool for tracking transaction flows in Monero (XMR) at the request of the US Department of Homeland Security. The new tool will allow tracking of stolen coins and those used for illegal transactions.

Updates

MetaMask Has Launched Its Ethereum Wallet For iOS And Android
Starting September 4, Android and iOS users are required to download a full mobile version with the ability to interact with dApps. To synchronize history and import existing wallets, the user just needs to scan the QR code.
Crypto Exchange Bitstamp Exploring 25 New Tokens For Listing
The list, published on September 3, includes Augur (REP), Maker (MKR), Polkadot (DOT), Chainlink (LINK), Tezos (XTZ), Cardano (ADA), Kyber Network (KNC) and others. Bitstamp is known for its extremely conservative approach to the listing of new coins. The marketplace currently supports only seven crypto assets.
OKEx Officially Ranked The World’s Largest Crypto Derivatives Exchange
CoinDesk Research analyzed and evaluated data from CoinGecko, according to which the value of outstanding contracts on OKEx at the end of last month was $1.6 billion, making it the largest crypto derivatives exchange in the world.
Binance Launches DeFi-Styled Automated Market Maker Pool
Binance Liquid Swap is based on a variety of liquidity pools, allowing crypto assets to be swapped using the Automatic Market Maker (AMM) pricing algorithm instead of the order book. This guarantees price stability and lower transaction fees. The new trading feature allows users to pool tokens for instant liquidity and earnings.

Law, Cybercrimes, Mass Adoption

Mastercard Releases Platform Enabling Central Banks To Test Digital Currencies
The project is a controlled environment in which banks can simulate the issuance of national digital currencies. The result will be an assessment of their compatibility with the existing payment ecosystem and the practicality of using CBDC.
Eterbase: A New Attack On A Crypto Exchange
On September 8, unknown persons hacked Eterbase cryptocurrency exchange located in Slovakia. The site announced the loss of user funds in Bitcoin, Ethereum, Tron, XRP, Tezos, and Algorand totaling over $5.3 million. Representatives of Eterbase said that they contacted all centralized exchanges to which the stolen funds were sent.
US Crypto Adoption Rate Lags Behind Russia and China
Recent data showed an astonishing first place for Ukraine in the 2020 Global Adoption Index, followed by Russia and Venezuela. The index considers the total cost of online transactions, the cost of online retail transfers, and the number of cryptocurrency deposits online. The index also takes into account the volume of transactions made on P2P cryptocurrency exchanges.
Just Eat In France Accepts Bitcoin, Bitcoin Cash And Ethereum
The integration of cryptocurrencies into more than 15,000 restaurants in France was carried out through the Bitpay payment service. This initiative can promote the use of cryptocurrencies among the general public in a more democratic manner. Bitcoin conversion will be carried out in accordance with Bitpay's own quotes.
That’s all for now! For more details follow us on Twitter, subscribe to our YouTube channel, join our Telegram.
submitted by CoinjoyAssistant to u/CoinjoyAssistant [link] [comments]

Crypto Weekly News — September, 11

What important crypto events happened last week?

Cryptocurrencies

VeChain: New Consensus Algorithm Offers Strong Performance And Security
The VeChainThor blockchain will receive a new consensus algorithm called SURFACE or Proof of Authority 2.0 (PoA 2.0). The double consensus model gives users the ability to choose different levels of security for their transactions.
Chainlink Surges 25% Higher As Altcoin Market Recovers
Some altcoins have suffered in the past few days, dropping significantly from their recent highs. During this time, LINK underwent a strong leap that lifted the cryptocurrency by 25%. Analysts are divided on what comes next with Chainlink.
Monero Is Traceable Using New CipherTrace Tool
Analyst firm CipherTrace has unveiled a first-of-its-kind tool for tracking transaction flows in Monero (XMR) at the request of the US Department of Homeland Security. The new tool will allow tracking of stolen coins and those used for illegal transactions.

Updates

MetaMask Has Launched Its Ethereum Wallet For iOS And Android
Starting September 4, Android and iOS users are required to download a full mobile version with the ability to interact with dApps. To synchronize history and import existing wallets, the user just needs to scan the QR code.
Crypto Exchange Bitstamp Exploring 25 New Tokens For Listing
The list, published on September 3, includes Augur (REP), Maker (MKR), Polkadot (DOT), Chainlink (LINK), Tezos (XTZ), Cardano (ADA), Kyber Network (KNC) and others. Bitstamp is known for its extremely conservative approach to the listing of new coins. The marketplace currently supports only seven crypto assets.
OKEx Officially Ranked The World’s Largest Crypto Derivatives Exchange
CoinDesk Research analyzed and evaluated data from CoinGecko, according to which the value of outstanding contracts on OKEx at the end of last month was $1.6 billion, making it the largest crypto derivatives exchange in the world.
Binance Launches DeFi-Styled Automated Market Maker Pool
Binance Liquid Swap is based on a variety of liquidity pools, allowing crypto assets to be swapped using the Automatic Market Maker (AMM) pricing algorithm instead of the order book. This guarantees price stability and lower transaction fees. The new trading feature allows users to pool tokens for instant liquidity and earnings.

Law, Cybercrimes, Mass Adoption

Mastercard Releases Platform Enabling Central Banks To Test Digital Currencies
The project is a controlled environment in which banks can simulate the issuance of national digital currencies. The result will be an assessment of their compatibility with the existing payment ecosystem and the practicality of using CBDC.
Eterbase: A New Attack On A Crypto Exchange
On September 8, unknown persons hacked Eterbase cryptocurrency exchange located in Slovakia. The site announced the loss of user funds in Bitcoin, Ethereum, Tron, XRP, Tezos, and Algorand totaling over $5.3 million. Representatives of Eterbase said that they contacted all centralized exchanges to which the stolen funds were sent.
US Crypto Adoption Rate Lags Behind Russia and China
Recent data showed an astonishing first place for Ukraine in the 2020 Global Adoption Index, followed by Russia and Venezuela. The index considers the total cost of online transactions, the cost of online retail transfers, and the number of cryptocurrency deposits online. The index also takes into account the volume of transactions made on P2P cryptocurrency exchanges.
Just Eat In France Accepts Bitcoin, Bitcoin Cash And Ethereum
The integration of cryptocurrencies into more than 15,000 restaurants in France was carried out through the Bitpay payment service. This initiative can promote the use of cryptocurrencies among the general public in a more democratic manner. Bitcoin conversion will be carried out in accordance with Bitpay's own quotes.
That’s all for now! For more details follow us on Twitter, subscribe to our YouTube channel, join our Telegram.
submitted by CoinjoyAssistant to btc [link] [comments]

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Discover historical prices for BTC-USD stock on Yahoo Finance. View daily, weekly or monthly format back to when Bitcoin USD stock was issued. No discussion of Bitcoin’s price would be complete without a mention of the role market manipulation plays in adding to price volatility. At that time, Bitcoin’s all-time high above $1000 was partly driven by an automated trading algorithms, or “bots,” running on the Mt. Gox exchange. The Bitcoin.com Composite Price Index (BCX) is a daily historical price index that tracks the value of Bitcoin in United States Dollars. A real-time spot rate is published as well. The price displayed in the top menu of Bitcoin.com is the BCX Spot Rate. Historical values are charted here. Bitcoin history. Bitcoin is the first example of decentralized digital money established in 2008 by a person or a group of people under the pseudonym of Satoshi Nakamoto. This account of bitcoin history resumes the first ten-years (2008 - 2019) of the cryptocurrency. Bitcoin price since 2009 to 2019. Bitcoin price charts. Bitcoin BTC price graph info 24 hours, 7 day, 1 month, 3 month, 6 month, 1 year. Prices denoted in BTC, USD, EUR, CNY, RUR, GBP.

[index] [21553] [5691] [11023] [23364] [6038] [7761] [18297] [23326] [2627] [14241]

Bitcoin spring ,Bitcoin price history, Continuation follows

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