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Releasing a Decade of Forex Tick Data I Crawled and Converted

Releasing a Decade of Forex Tick Data I Crawled and Converted

Intro:

In my exploration of the world of big data and I became curious about tick data. Unfortunately, market data is almost always behind a paywall or de-sampled to the point of uselessness. After discovering the Dukascopy API, I knew I wanted to make this data available for all in a more accessible format. Over the course of a few months, I downloaded, cleaned, parsed, and compressed over a decade of Forex tick data on 37 currency pairs and commodities. Today I am happy to finally release the final result of my work to the DataHoarder community!

Download Links:

Warning: I have rented a seedbox for the next 3 months from seedbox.io but I have been having some issues. If you have any issues with the torrent please leave a comment. Also, PLEASE SEED when you are done. This is quite a large data set and I can only push so much data on my own.
Torrent File: https://drive.google.com/file/d/18ymZWeFLJK7FggK_iiWZ-TxgWIVdJVvv/view?usp=sharingCompanion Blog Post: https://www.driftinginrecursion.com/post/dukascopy_opensource_data/

Stats Overview:

Totals Quantities
Total Files 463
Total Line Count 8,495,770,706
Total Data Points 33,983,082,824
Total Decompressed Size 501 GB
Total Compressed Size 61 GB

About the Data:

The data was collected from https://www.dukascopy.com/ via a public API that allows for the download of tick data on the hour level. These files come in the form of a .bi5 file. The data starts as early as 2004 all the way to 2019.
These files were decompressed, then merged into yearly CSV’s named in the following convention. “AUDCHF_tick_UTC+0_00_2011.csv” or ‘Pair_Resolution_Timezone_Year.csv’
These CSV’s are split into 3 categories “Majors”, “Crosses”, “Commodities”.
Majors, Crosses, and Commodities have had their timestamps modified so that they are in the official UTC ISO standard. This was originally done for a Postgresql database that quickly became obsolesced. Any files that have been modified are appended with a “-Parse”. These timestamps have been modified in the following format.
Millisecond timestamps to UTC +00:00 time [2017.01.01 22:37:08.014] -- [2017-01-01T22:37:08.014+00:00]
https://preview.redd.it/x6g277skfiu51.png?width=1399&format=png&auto=webp&s=35cd6735c1826424580919ac3377612377a3107c

User Resources:

For those looking to use this data in a live context or update it frequently, I have included a number of tools for both Windows and Linux that will be useful.

Windows

The ~/dukascopy/resources/windows folder contains a third party tool written in java that can download and convert Dukascopy’s .bi5 files. I have also included the latest zstd binaries from Zstandard Github page.

Linux

Linux is my daily driver in 99% of cases, so I have developed all my scraping tools using Linux only tools. In the ~/dukascopy/resources/linux folder you will find a number of shell script and pyhton3 files that I used to collect this data. There are quite a few files in this directory but I will cover the core ones below.

download-day.py:

This file is used to download a single symbol for a single day and then convert and merge all 24 .bi5 files into a single CSV.

download-year.py

This file is used to download a single symbol for a full year and then convert and merge all .bi5 files into a single CSV.

dukascopy.py

This file contains all the core logic for downloading and converting data from dukascopy.

utc-timestamp-convert.py

This tad slow but works well enough. It requires the pandas project and parses timestamps into the UTC ISO standard. This is useful for those looking to maintain the format of new files with the those in this repo, or those looking to use this in a SQL database.
submitted by jtimperio to DataHoarder [link] [comments]

No Agent Taobao Direct Buying Guide! Let's view all baby and determine

Taobao Direct Guide for users familiar with 3rd party agents and navigating taobao (with chrome google translate on, hence the title)
What is Taobao direct? Basically instead of copying and pasting the item URL into the agent website, you add items to your cart like a regular ecommerce site, check out, wait for items to arrive in the warehouse (similar to what happens when you use an agent) and then when all your items from various sellers are in, you request the logistics company to send everything to you.
Disclaimer: I have no Chinese fluency written or otherwise. I did everything through Google translate and my experience with how tb works through agents. If something goes wrong I will probably write off the item 🤣 if you communicate a lot with the ts who use translators it also helps get your point across. If you type in English in tb live chat they will redirect you to the HK/tw help staff who have medium English. Also I bought items I purchased previously with an agent or vouched for here on RL or had crazy high reviews/ratings.
Pros:
Cons:
I think the ideal usage for taobao direct would be light items like innerwear, jewelry, soft/non fragile goods, generally clothing and shoes although I don’t know if they will include the box by default.
Please see here for the image guide for ordering Sorry in advance if my descriptions are wonky, I'm not great at following OR writing instructions but hopefully the screenshots make it easier to follow along.
  1. Create an account (there are various guides out there for overseas members) and go into your account and add your home address (or the superbuy warehouse address)
  2. Find your items and change the delivery location to "overseas", add to cart
  3. When you're ready to check out hit check out, enter your cc info on the alipay (remember to use a card that doesn't charge foreign transaction fees) and confirm it goes through.
  4. Wait for all your stuff to come in. When its in the tb warehouse it will show up in the "consolidated delivery" section tagged with a weight (usually volumetric or actual). The 20 day countdown will start once its available for international shipping.
  5. After all your items are in, or you can batch up by selecting items on the consolidated delivery page, submit for delivery. Pay again through alipay.
  6. Use the check logistics option to get the tracking info and wait for your haul!
  7. After receiving but before you open, take photos of it on a scale and the lxwxh with a ruler as well. This is because they will overestimate your shipping but there isn't rehearsal shipping like with agents. You can request a refund after the fact with the "refund/complaint" option on the consolidated delivery page (mine says check refund because I've already gone through it)
  8. Getting a refund: select the "only refund" option, "goods received" and "shipping cost does not match" and leave the full shipping amount in. Upload your measurement and weight photos (make sure the file size is not too big). Within 72hr they will reply and ask you to modify your application with the real amount owed (if any). It will go back to your cc through alipay (may take a few days).
Cost comparison: Even after the 5% sales tax and 3% alipay, it cost me $6.20 total from my credit card statement. A 39 yuan top up for sb is $6.53 as of today (if using paypal). For some the qc pictures and the longer storage period are well worth the difference. However a good compromise is the parcel forwarding option in sb. Instead of shipping to your house you can set up superbuy’s warehouse address and pay in taobao and wait for your items to show up in sb. You also have to submit the item link and the tracking # in superbuy so they can find your stuff. There's no sales tax and usually no shipping and you can select the coupons you want. I had a pair of pants make it to the sb warehouse almost 24hr after ordering, and another 24hr after entering my shipping info and item link in sb, it showed up in my account with free (non hd) pictures of the item. Then I cried putting together the shipping parcel lol.
This is a good way to dodge the sales tax and hold items for longer. However then you're at the mercy of the shipping costs (but you do have more options for delivery lines and you can customize how you want your items packaged too). The taobao warehouse will really throw everything in there, probably in a poly envelope.
The taobao shipping rates are 90yuan for the first .5kg and 48 yuan per every .5 after which is very competitive even after accounting for volumetric weight. Sb ems starts at 186 for the first .5kg and 61y every .5kg after. Of course rates and terms are subject to change with the times.
I had a package that came in at 277g when I measured it at home but I was charged for 1.6kg. After sending in the package images they refunded 144yuan (the true volumetric weight was about .97kg.) Taobao volumetric calculation is lxwxh (cm)/6000. Timeline wise I submitted 8/16 and received 8/28 although I think because it was so light they used epacket/china post because it was not an EMS tracking # big sigh. Still less than 10 days can't complain.
Hope this helps! I'm sure I missed something on this guide so feel free to leave any questions and I will update the post accordingly. Apologies this is very us-centric, I also cannot comment on getting a refund or exchange from sellers before you ship out but there is now english support (albeit a bit wonky) through chat and aliwangwang+google translate can get you pretty far.
Ps: highly recommend using the app too as its easier to get chat messages from the seller. You can screenshot and upload images to Google translate to read the text.
submitted by yuchin to RepLadies [link] [comments]

While most DeFi platforms deal with spot trading in digital assets, Level01 has pursued a more challenging development aspiration

While most DeFi platforms deal with spot trading in digital assets, Level01 has pursued a more challenging development aspiration
https://preview.redd.it/69gwwvlyk6t51.png?width=1200&format=png&auto=webp&s=a81291f3136fa3369e377c488b0938d59c18a782
While most DeFi platforms deal with spot trading in digital assets, Level01 has pursued a more challenging development aspiration: to deliver a world class decentralized derivatives platform capable of handling all forms of trading contracts beyond cryptocurrencies; encompassing forex, commodities and eventually stocks and indices. With the global derivatives market estimated to be worth over $542 trillion, the platform’s wide coverage of major derivatives markets will enable Level01 to earn revenues many times above the nascent cryptocurrency market.
Most people are hyped up about the decentralized borrowing and lending aspects of DeFi, but overlook that derivatives trading is one of the biggest markets around, and Level01 will be leading the DeFi charge into this category.
Read https://markets.businessinsider.com/news/stocks/level01-launches-the-world-1st-defi-platform-for-ai-guided-derivatives-trading-on-google-play-1029667427
Visit https://Level01.io for more info.
submitted by Level01Exchange to Level01io [link] [comments]

While most DeFi platforms deal with spot trading in digital assets, Level01 has pursued a more challenging development aspiration

While most DeFi platforms deal with spot trading in digital assets, Level01 has pursued a more challenging development aspiration
https://preview.redd.it/o57747hnk6t51.png?width=1200&format=png&auto=webp&s=4169c8676ca8610c5c852cd23aa2a29aebf15c50
While most DeFi platforms deal with spot trading in digital assets, Level01 has pursued a more challenging development aspiration: to deliver a world class decentralized derivatives platform capable of handling all forms of trading contracts beyond cryptocurrencies; encompassing forex, commodities and eventually stocks and indices. With the global derivatives market estimated to be worth over $542 trillion, the platform’s wide coverage of major derivatives markets will enable Level01 to earn revenues many times above the nascent cryptocurrency market.
Most people are hyped up about the decentralized borrowing and lending aspects of DeFi, but overlook that derivatives trading is one of the biggest markets around, and Level01 will be leading the DeFi charge into this category.
Read; https://markets.businessinsider.com/news/stocks/level01-launches-the-world-1st-defi-platform-for-ai-guided-derivatives-trading-on-google-play-1029667427
Visit https://Level01.io for more info.
submitted by Level01Exchange to u/Level01Exchange [link] [comments]

3000RMB vs 3000USD

Recently there’s a heated debate around the topic of the buying power of 3000 USD and 3000 RMB in USA and China. And how the results are related to the daily life of each nation’s citizens. Thus, I am here to analyze the difference of buying power between 3000 USD and 3000 RMB.
First of all, the situation here is actually more complicated than one might think, 3000 USD as of current translates to 20758.50 RMB on forex. Which is why just simply straight up comparing the two isn’t by any means fair. A fairer topic of discussion would be the difference of buying power between the average citizen of the two nations. However, criticizing the topic doesn’t mean I won’t give this topic a fair analyzes.
What would life look like with 3000 USD in America and 3000 RMB in China?
Well, first of all we need to settle on a city for comparison, America have 50 states while China have 23 provinces. The prices change dramatically between city to city, state to state, province to province. Thus, for the sake of fair comparison, we will compare Shang Hai to New York. Both are the cities with the most amount of GDP per capita with in their nation. However, once again for the sake of fairness a note had to be made here, Shang Hai have a significantly larger population, and a much lower GDP per capita.
To make the comparison, I will make a budget living plan for both NYC and Shang Hai. The living plan will include health care, telephone bill, rent, food, electricity & hydro, and transport. The budget won’t include furniture or clothing as they aren’t something which is bought monthly.
New York:
- Housing (1,100$): According to renthop.com (https://www.renthop.com/average-rent-in/new-york-city-ny), the average 1 bed room rent ranges from 2650-3550dollamonth. According to rentcafe.com (https://www.rentcafe.com/average-rent-market-trends/us/ny/manhattan/), the average rent over all reaches a astonishing 4,208 dollamonth. Thus, to make a functional housing plan requires a bit more thought put into it.
After a bit of searching, I am able to find a 1,100-dollar living space, the downside being having to live with 3 other roommates. (https://www.apartments.com/common-robinson-new-york-ny/5r6bl3n/)
- Health care (500$): Unfortunately, I am denied access to the health care market place for New York city because of my non-New York IP. (https://info.nystateofhealth.ny.gov/) However, individual researches tells us that the average new yorker spends a 6,335$ on health care annually. So averagely the health care spending per month would be roughly 500$.
- Transport (127$): A unlimited monthly metro card in New York is 127.00$. (https://www.tripsavvy.com/new-york-city-subways-and-buses-1612185#:~:text=New%20York%20City%20subway%20fares,fare%2C%20which%20is%20half%20price.) However, it’s worth mentioning that the New York public transport system is know to be inefficient, dirty and overall problematic.
- Water & electricity (263.84$): So on average the newyorker spends 173.84$ on electricity (https://patch.com/new-york/larchmont/here-s-how-much-utilities-cost-new-york-residents)
Combining data from NYC government (https://www1.nyc.gov/site/dep/pay-my-bills/how-we-bill-you.page) and the average water usage of American house holds (http://www.keyportonline.com/content/4031/4050/4243/4371.aspx#:~:text=The%20average%20person%20uses%20from,2%2C430%20cubic%20feet%20per%20person.), the average cost of water will be around 90$.
- Communication (75$): the average cell phone cost in New York is 75 dollar per month. (https://stefanieoconnell.com/much-need-live-new-york-city/#:~:text=Cell%20Phone%3A%20%2475%2Fmonth,be%20had%20in%20this%20category.)
- Food (750$): food cost ranges person to person, epically considering America’s insanely high diabetic rate of 36%. (https://www.cdc.gov/media/releases/2017/p0718-diabetes-report.html) Thus the cost of food is mostly up to estimations. (https://green-mart.us/product-category/beverages-mixers/) is a good place to start. After some calculation, if I were too cook myself, the average cost would be around 20$/day. While if I were to eat out all month, the price would in increased to 36$/day according to traveling websites. Thus, we take the average and get 25$ per day. 25X30 and we get 750$ spent on food.
The final cost would be 2815.84, which lefts us with 185 dollars for dealing with emergencies. We would be eating just fine. However, with this budget, one is stuck to living with 3 other roommates and having to use the terrible New York public transit every single day.
Shang Hai:
- Housing (1400$): Due to the large population base, we don’t have an exact number on the average rent. However, that won’t stop us from making a budgeted living plan by finding houses online for rental. (https://sh.zu.anjuke.com/fangyuan/1483960300806147?isauction=2&shangquan_id=22039&legoFeeUrl=https%3A%2F%2Flegoclick.58.com%2Fjump%3Ftarget%3DpZwY0ZnlsztdraOWUvYKuaYYrH0Yrjc3ridBnHDQsHELnWDVrHDvnidhPA76uWKWuW9YrjmKPH9dnWELnHDvP1EvPjEKTHDYrjnOPWT1njT3njmQPj0KP10knTDLP1TkTHD_nHTKn9DQPHb3njN3njnYrjT1THcKwbnVNDnVENGssXXMMSpcfzLMoufG9cM-BFxCCpWGCUNKnEDQTEDVnEDKnHcOPWbLPjnYn1ndPHNQrjbLP9DvTyGGmNI-rWDknjKxnHNknTDQTHc3m1EvuWNYsyNzPj0VPjDvPaYOuWbvsynkmyPhuHFBnHR6rEDQnWbvrH0Yn1E1Pj9dPHnknHDzTHDzrHmOP1E1PjnYnHTkPjEOnW9KTEDKTEDVTEDKpZwY0Znlszq1paOlIiO6UhGdpvN8mvqVsvu6UhIOIy78sLGJnHTzsk7jE1PjrDNvnBdDnYD1sNNknbDVwHEQPidDPNPanDnYP1RjPDDKP1T8P1D8nHTdsWEzTHTKnTDKnikQnE7exEDQnjT1P9DQnjTQPWmdTH7hm1TQuWbYsHTvrAmVPj93uBY3nAEYsHwWmW9YPjTzmhmzrEDKPTDKTHTKnBkQPjDQsjcznjnOTHDKUMR_UTDYP16BmyDOPHEYnWuBPWPb&lego_tid=1fc01f94-068f-488f-80d4-4cb84402bf29&from=Filter_2&hfilter=filterlist) Here’s a very lovely house I’ve found for 1400, you get to not only live alone, but it also comes with your own kitchen and bathroom. And it’s also insanely close to the public transport system.
- Health Care (20$): The annual fee is around 250$ for health care in China.
- Transport (100$): Since the month pass got canaled, transport fee depends from person to person. Assuming we don’t work on the other side of the city, averagely 100$ would be spent per month.
- Water & electricity (200$): Judging from official numbers (https://www.sohu.com/a/296444679_667422)
The cost would be around 200$ maximumly for a single person.
- Communication(38$): you can get a cell phone plan for 18$ (https://zhidao.baidu.com/question/1767039690840279060.html) being generous we will go with the 38$ plan.
- Food (900$): Food cost in Shang Hai is a very hard number to measure. Assuming we are going full luxury, 900$ would get you covered for a month.
The total cost would end up around 2620$. With 380$ to spare. And not only do you get an entire apartment all to your self, you also get plenty of money left over to spend.
Now this comparison can be unfair due to the population of Shang Hai and New York, but it’s still astonishing how despite dollar being almost 7 times more valuable than yuan, yuan still holds just as much purchasing power in China. Not only do you get apartment all to yourself in Shang Hai (unlike newyork where you’ll end up with 3 room mates), you also save a lot more.
submitted by Bolshevik-Blade to Sino [link] [comments]

No, the British did not steal $45 trillion from India

This is an updated copy of the version on BadHistory. I plan to update it in accordance with the feedback I got.
I'd like to thank two people who will remain anonymous for helping me greatly with this post (you know who you are)
Three years ago a festschrift for Binay Bhushan Chaudhuri was published by Shubhra Chakrabarti, a history teacher at the University of Delhi and Utsa Patnaik, a Marxist economist who taught at JNU until 2010.
One of the essays in the festschirt by Utsa Patnaik was an attempt to quantify the "drain" undergone by India during British Rule. Her conclusion? Britain robbed India of $45 trillion (or £9.2 trillion) during their 200 or so years of rule. This figure was immensely popular, and got republished in several major news outlets (here, here, here, here (they get the number wrong) and more recently here), got a mention from the Minister of External Affairs & returns 29,100 results on Google. There's also plenty of references to it here on Reddit.
Patnaik is not the first to calculate such a figure. Angus Maddison thought it was £100 million, Simon Digby said £1 billion, Javier Estaban said £40 million see Roy (2019). The huge range of figures should set off some alarm bells.
So how did Patnaik calculate this (shockingly large) figure? Well, even though I don't have access to the festschrift, she conveniently has written an article detailing her methodology here. Let's have a look.
How exactly did the British manage to diddle us and drain our wealth’ ? was the question that Basudev Chatterjee (later editor of a volume in the Towards Freedom project) had posed to me 50 years ago when we were fellow-students abroad.
This is begging the question.
After decades of research I find that using India’s commodity export surplus as the measure and applying an interest rate of 5%, the total drain from 1765 to 1938, compounded up to 2016, comes to £9.2 trillion; since $4.86 exchanged for £1 those days, this sum equals about $45 trillion.
This is completely meaningless. To understand why it's meaningless consider India's annual coconut exports. These are almost certainly a surplus but the surplus in trade is countered by the other country buying the product (indeed, by definition, trade surpluses contribute to the GDP of a nation which hardly plays into intuitive conceptualisations of drain).
Furthermore, Dewey (2019) critiques the 5% interest rate.
She [Patnaik] consistently adopts statistical assumptions (such as compound interest at a rate of 5% per annum over centuries) that exaggerate the magnitude of the drain
Moving on:
The exact mechanism of drain, or transfers from India to Britain was quite simple.
Convenient.
Drain theory possessed the political merit of being easily grasped by a nation of peasants. [...] No other idea could arouse people than the thought that they were being taxed so that others in far off lands might live in comfort. [...] It was, therefore, inevitable that the drain theory became the main staple of nationalist political agitation during the Gandhian era.
- Chandra et al. (1989)
The key factor was Britain’s control over our taxation revenues combined with control over India’s financial gold and forex earnings from its booming commodity export surplus with the world. Simply put, Britain used locally raised rupee tax revenues to pay for its net import of goods, a highly abnormal use of budgetary funds not seen in any sovereign country.
The issue with figures like these is they all make certain methodological assumptions that are impossible to prove. From Roy in Frankema et al. (2019):
the "drain theory" of Indian poverty cannot be tested with evidence, for several reasons. First, it rests on the counterfactual that any money saved on account of factor payments abroad would translate into domestic investment, which can never be proved. Second, it rests on "the primitive notion that all payments to foreigners are "drain"", that is, on the assumption that these payments did not contribute to domestic national income to the equivalent extent (Kumar 1985, 384; see also Chaudhuri 1968). Again, this cannot be tested. [...] Fourth, while British officers serving India did receive salaries that were many times that of the average income in India, a paper using cross-country data shows that colonies with better paid officers were governed better (Jones 2013).
Indeed, drain theory rests on some very weak foundations. This, in of itself, should be enough to dismiss any of the other figures that get thrown out. Nonetheless, I felt it would be a useful exercise to continue exploring Patnaik's take on drain theory.
The East India Company from 1765 onwards allocated every year up to one-third of Indian budgetary revenues net of collection costs, to buy a large volume of goods for direct import into Britain, far in excess of that country’s own needs.
So what's going on here? Well Roy (2019) explains it better:
Colonial India ran an export surplus, which, together with foreign investment, was used to pay for services purchased from Britain. These payments included interest on public debt, salaries, and pensions paid to government offcers who had come from Britain, salaries of managers and engineers, guaranteed profts paid to railway companies, and repatriated business profts. How do we know that any of these payments involved paying too much? The answer is we do not.
So what was really happening is the government was paying its workers for services (as well as guaranteeing profits - to promote investment - something the GoI does today Dalal (2019), and promoting business in India), and those workers were remitting some of that money to Britain. This is hardly a drain (unless, of course, Indian diaspora around the world today are "draining" it). In some cases, the remittances would take the form of goods (as described) see Chaudhuri (1983):
It is obvious that these debit items were financed through the export surplus on merchandise account, and later, when railway construction started on a large scale in India, through capital import. Until 1833 the East India Company followed a cumbersome method in remitting the annual home charges. This was to purchase export commodities in India out of revenue, which were then shipped to London and the proceeds from their sale handed over to the home treasury.
While Roy's earlier point argues better paid officers governed better, it is honestly impossible to say what part of the repatriated export surplus was a drain, and what was not. However calling all of it a drain is definitely misguided.
It's worth noting that Patnaik seems to make no attempt to quantify the benefits of the Raj either, Dewey (2019)'s 2nd criticism:
she [Patnaik] consistently ignores research that would tend to cut the economic impact of the drain down to size, such as the work on the sources of investment during the industrial revolution (which shows that industrialisation was financed by the ploughed-back profits of industrialists) or the costs of empire school (which stresses the high price of imperial defence)

Since tropical goods were highly prized in other cold temperate countries which could never produce them, in effect these free goods represented international purchasing power for Britain which kept a part for its own use and re-exported the balance to other countries in Europe and North America against import of food grains, iron and other goods in which it was deficient.
Re-exports necessarily adds value to goods when the goods are processed and when the goods are transported. The country with the largest navy at the time would presumably be in very good stead to do the latter.
The British historians Phyllis Deane and WA Cole presented an incorrect estimate of Britain’s 18th-19th century trade volume, by leaving out re-exports completely. I found that by 1800 Britain’s total trade was 62% higher than their estimate, on applying the correct definition of trade including re-exports, that is used by the United Nations and by all other international organisations.
While interesting, and certainly expected for such an old book, re-exporting necessarily adds value to goods.
When the Crown took over from the Company, from 1861 a clever system was developed under which all of India’s financial gold and forex earnings from its fast-rising commodity export surplus with the world, was intercepted and appropriated by Britain. As before up to a third of India’s rising budgetary revenues was not spent domestically but was set aside as ‘expenditure abroad’.
So, what does this mean? Britain appropriated all of India's earnings, and then spent a third of it aboard? Not exactly. She is describing home charges see Roy (2019) again:
Some of the expenditures on defense and administration were made in sterling and went out of the country. This payment by the government was known as the Home Charges. For example, interest payment on loans raised to finance construction of railways and irrigation works, pensions paid to retired officers, and purchase of stores, were payments in sterling. [...] almost all money that the government paid abroad corresponded to the purchase of a service from abroad. [...] The balance of payments system that emerged after 1800 was based on standard business principles. India bought something and paid for it. State revenues were used to pay for wages of people hired abroad, pay for interest on loans raised abroad, and repatriation of profits on foreign investments coming into India. These were legitimate market transactions.
Indeed, if paying for what you buy is drain, then several billions of us are drained every day.
The Secretary of State for India in Council, based in London, invited foreign importers to deposit with him the payment (in gold, sterling and their own currencies) for their net imports from India, and these gold and forex payments disappeared into the yawning maw of the SoS’s account in the Bank of England.
It should be noted that India having two heads was beneficial, and encouraged investment per Roy (2019):
The fact that the India Office in London managed a part of the monetary system made India creditworthy, stabilized its currency, and encouraged foreign savers to put money into railways and private enterprise in India. Current research on the history of public debt shows that stable and large colonies found it easier to borrow abroad than independent economies because the investors trusted the guarantee of the colonist powers.

Against India’s net foreign earnings he issued bills, termed Council bills (CBs), to an equivalent rupee value. The rate (between gold-linked sterling and silver rupee) at which the bills were issued, was carefully adjusted to the last farthing, so that foreigners would never find it more profitable to ship financial gold as payment directly to Indians, compared to using the CB route. Foreign importers then sent the CBs by post or by telegraph to the export houses in India, that via the exchange banks were paid out of the budgeted provision of sums under ‘expenditure abroad’, and the exporters in turn paid the producers (peasants and artisans) from whom they sourced the goods.
Sunderland (2013) argues CBs had two main roles (and neither were part of a grand plot to keep gold out of India):
Council bills had two roles. They firstly promoted trade by handing the IO some control of the rate of exchange and allowing the exchange banks to remit funds to India and to hedge currency transaction risks. They also enabled the Indian government to transfer cash to England for the payment of its UK commitments.

The United Nations (1962) historical data for 1900 to 1960, show that for three decades up to 1928 (and very likely earlier too) India posted the second highest merchandise export surplus in the world, with USA in the first position. Not only were Indians deprived of every bit of the enormous international purchasing power they had earned over 175 years, even its rupee equivalent was not issued to them since not even the colonial government was credited with any part of India’s net gold and forex earnings against which it could issue rupees. The sleight-of-hand employed, namely ‘paying’ producers out of their own taxes, made India’s export surplus unrequited and constituted a tax-financed drain to the metropolis, as had been correctly pointed out by those highly insightful classical writers, Dadabhai Naoroji and RCDutt.
It doesn't appear that others appreciate their insight Roy (2019):
K. N. Chaudhuri rightly calls such practice ‘confused’ economics ‘coloured by political feelings’.

Surplus budgets to effect such heavy tax-financed transfers had a severe employment–reducing and income-deflating effect: mass consumption was squeezed in order to release export goods. Per capita annual foodgrains absorption in British India declined from 210 kg. during the period 1904-09, to 157 kg. during 1937-41, and to only 137 kg by 1946.
Dewey (1978) points out reliability issues with Indian agriculutural statistics, however this calorie decline persists to this day. Some of it is attributed to less food being consumed at home Smith (2015), a lower infectious disease burden Duh & Spears (2016) and diversified diets Vankatesh et al. (2016).
If even a part of its enormous foreign earnings had been credited to it and not entirely siphoned off, India could have imported modern technology to build up an industrial structure as Japan was doing.
This is, unfortunately, impossible to prove. Had the British not arrived in India, there is no clear indication that India would've united (this is arguably more plausible than the given counterfactual1). Had the British not arrived in India, there is no clear indication India would not have been nuked in WW2, much like Japan. Had the British not arrived in India, there is no clear indication India would not have been invaded by lizard people, much like Japan. The list continues eternally.
Nevertheless, I will charitably examine the given counterfactual anyway. Did pre-colonial India have industrial potential? The answer is a resounding no.
From Gupta (1980):
This article starts from the premise that while economic categories - the extent of commodity production, wage labour, monetarisation of the economy, etc - should be the basis for any analysis of the production relations of pre-British India, it is the nature of class struggles arising out of particular class alignments that finally gives the decisive twist to social change. Arguing on this premise, and analysing the available evidence, this article concludes that there was little potential for industrial revolution before the British arrived in India because, whatever might have been the character of economic categories of that period, the class relations had not sufficiently matured to develop productive forces and the required class struggle for a 'revolution' to take place.
A view echoed in Raychaudhuri (1983):
Yet all of this did not amount to an economic situation comparable to that of western Europe on the eve of the industrial revolution. Her technology - in agriculture as well as manufacturers - had by and large been stagnant for centuries. [...] The weakness of the Indian economy in the mid-eighteenth century, as compared to pre-industrial Europe was not simply a matter of technology and commercial and industrial organization. No scientific or geographical revolution formed part of the eighteenth-century Indian's historical experience. [...] Spontaneous movement towards industrialisation is unlikely in such a situation.
So now we've established India did not have industrial potential, was India similar to Japan just before the Meiji era? The answer, yet again, unsurprisingly, is no. Japan's economic situation was not comparable to India's, which allowed for Japan to finance its revolution. From Yasuba (1986):
All in all, the Japanese standard of living may not have been much below the English standard of living before industrialization, and both of them may have been considerably higher than the Indian standard of living. We can no longer say that Japan started from a pathetically low economic level and achieved a rapid or even "miraculous" economic growth. Japan's per capita income was almost as high as in Western Europe before industrialization, and it was possible for Japan to produce surplus in the Meiji Period to finance private and public capital formation.
The circumstances that led to Meiji Japan were extremely unique. See Tomlinson (1985):
Most modern comparisons between India and Japan, written by either Indianists or Japanese specialists, stress instead that industrial growth in Meiji Japan was the product of unique features that were not reproducible elsewhere. [...] it is undoubtably true that Japan's progress to industrialization has been unique and unrepeatable
So there you have it. Unsubstantiated statistical assumptions, calling any number you can a drain & assuming a counterfactual for no good reason gets you this $45 trillion number. Hopefully that's enough to bury it in the ground.
1. Several authors have affirmed that Indian identity is a colonial artefact. For example see Rajan 1969:
Perhaps the single greatest and most enduring impact of British rule over India is that it created an Indian nation, in the modern political sense. After centuries of rule by different dynasties overparts of the Indian sub-continent, and after about 100 years of British rule, Indians ceased to be merely Bengalis, Maharashtrians,or Tamils, linguistically and culturally.
or see Bryant 2000:
But then, it would be anachronistic to condemn eighteenth-century Indians, who served the British, as collaborators, when the notion of 'democratic' nationalism or of an Indian 'nation' did not then exist. [...] Indians who fought for them, differed from the Europeans in having a primary attachment to a non-belligerent religion, family and local chief, which was stronger than any identity they might have with a more remote prince or 'nation'.

Bibliography

Chakrabarti, Shubra & Patnaik, Utsa (2018). Agrarian and other histories: Essays for Binay Bhushan Chaudhuri. Colombia University Press
Hickel, Jason (2018). How the British stole $45 trillion from India. The Guardian
Bhuyan, Aroonim & Sharma, Krishan (2019). The Great Loot: How the British stole $45 trillion from India. Indiapost
Monbiot, George (2020). English Landowners have stolen our rights. It is time to reclaim them. The Guardian
Tsjeng, Zing (2020). How Britain Stole $45 trillion from India with trains | Empires of Dirt. Vice
Chaudhury, Dipanjan (2019). British looted $45 trillion from India in today’s value: Jaishankar. The Economic Times
Roy, Tirthankar (2019). How British rule changed India's economy: The Paradox of the Raj. Palgrave Macmillan
Patnaik, Utsa (2018). How the British impoverished India. Hindustan Times
Tuovila, Alicia (2019). Expenditure method. Investopedia
Dewey, Clive (2019). Changing the guard: The dissolution of the nationalist–Marxist orthodoxy in the agrarian and agricultural history of India. The Indian Economic & Social History Review
Chandra, Bipan et al. (1989). India's Struggle for Independence, 1857-1947. Penguin Books
Frankema, Ewout & Booth, Anne (2019). Fiscal Capacity and the Colonial State in Asia and Africa, c. 1850-1960. Cambridge University Press
Dalal, Sucheta (2019). IL&FS Controversy: Centre is Paying Up on Sovereign Guarantees to ADB, KfW for Group's Loan. TheWire
Chaudhuri, K.N. (1983). X - Foreign Trade and Balance of Payments (1757–1947). Cambridge University Press
Sunderland, David (2013). Financing the Raj: The City of London and Colonial India, 1858-1940. Boydell Press
Dewey, Clive (1978). Patwari and Chaukidar: Subordinate officials and the reliability of India’s agricultural statistics. Athlone Press
Smith, Lisa (2015). The great Indian calorie debate: Explaining rising undernourishment during India’s rapid economic growth. Food Policy
Duh, Josephine & Spears, Dean (2016). Health and Hunger: Disease, Energy Needs, and the Indian Calorie Consumption Puzzle. The Economic Journal
Vankatesh, P. et al. (2016). Relationship between Food Production and Consumption Diversity in India – Empirical Evidences from Cross Section Analysis. Agricultural Economics Research Review
Gupta, Shaibal (1980). Potential of Industrial Revolution in Pre-British India. Economic and Political Weekly
Raychaudhuri, Tapan (1983). I - The mid-eighteenth-century background. Cambridge University Press
Yasuba, Yasukichi (1986). Standard of Living in Japan Before Industrialization: From what Level did Japan Begin? A Comment. The Journal of Economic History
Tomblinson, B.R. (1985). Writing History Sideways: Lessons for Indian Economic Historians from Meiji Japan. Cambridge University Press
Rajan, M.S. (1969). The Impact of British Rule in India. Journal of Contemporary History
Bryant, G.J. (2000). Indigenous Mercenaries in the Service of European Imperialists: The Case of the Sepoys in the Early British Indian Army, 1750-1800. War in History
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Thrills Casino (PNP) Free Spins and No Deposit Bonus

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  • Handelsbanken
  • ICA Banken
  • Länsförsäkringar
  • Nordea
  • SEB
  • Skandiabanken
  • Sparbanken Syd
  • Swedbank

FINLAND

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  • Ålandsbanken
  • Danske Bank (Sampo)
  • Handelsbanken
  • Nordea
  • Oma Säästöpankki (OmaSp)
  • OP-Pohjola
  • POP Pankii
  • S-Pankki
  • Säästöpankki

GERMANY

  • Comdirect
  • Commerzbank
  • Deutsche Bank
  • Deutsche Kreditbank (DKB)
  • HypoVereinsbank
  • ING-DiBa
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There’s no minimum withdrawal amount listed at Thrills casino, but it is highlighted that players cannot cash out more than €50,000 within a 24-hour period of time. Moreover, progressive jackpot winnings over €200,000 must be validated for 30 days before they are paid to the lucky player.
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MyChargeBack Says Fraudsters Are Moving To Bitcoin From Credit Cards

Micheal Cohen stands as the Vice President of Global Operations at MyChargeBack, a consumer protection company. Cohen had given comment in regard to how fraudsters are taking advantage of crypto transactions, particularly their irreversible nature.
At its first envisioning, one of the key selling points of Bitcoin was how it would protect retailers even more than credit cards could. Satoshi Nakamoto, the enigmatic founder of Bitcoin, gave a comeback to an early adopter’s complaint on an email on the 10th of October, 2008. The adopter, James A. Donald, complained that Bitcoin transactions weren’t instantaneously final.
Its Greatest Strength Being Turned To Weakness
In response, Satoshi highlighted the fact that paper checks can bounce following one or two weeks, with credit card transactions being capable of being contested for up to 60 to even 180 days after the fact. Bitcoin, Satoshi points out, is irreversible enough only after a few hours.
Cohen highlighted that, in some cases, a chargeback for credit cards are possible a full 18 months after the transaction was made. He further highlighted the two types of classification of credit card chargebacks: Unauthorized Use, and Authorized Use. Unauthorized, for example, is when a criminal illegally gains access to one’s credit card. Authorized, in turn, means when the cardholder themselves authorized the transaction, but they’re not satisfied with the outcome.
Cohen highlighted how, when it comes to crypto, consumers are only capable of recovering funds, should it be an unauthorized transaction. This is due to how credit companies, such as Visa or MasterCard, explicitly exclude certain industries from the authorized use category, such as gambling or crypto.
Crypto Scammers Are Like Grass In A Field
Much to Cohen’s dismay, he highlighted how crypto serves as such a convenient tool for scammers to collect funds, which are subsequently harming the mass adoption of cryptocurrencies. Cohen put it simply, highlighting that these people that got scammed through the use of crypto fraudsters, won’t be the ones that will promote the usage of cryptocurrency to others.
One of the most used tactics for these fraudsters, according to Cohen, is the offering of various services and products, typically related to forex trading. This is generally offered to an unsuspecting customer. At the last moment, the scammer eventually convinces the unsuspecting victim to pay for the service, or otherwise fund their new account by way of crypto.
Some Sliver Of Hope
Luckily for these victims, Cohen highlighted how not all hope should be lost. His company helps victims by identifying scammers, doing so by way of tracking the money movement in the blockchain. Typically, criminals opt to move to an exchange to cash out their crypto, and Cohen highlighted that many exchanges are quite eager to stamp these criminals out.
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The Next Crypto Wave: The Rise of Stablecoins and its Entry to the U.S. Dollar Market

The Next Crypto Wave: The Rise of Stablecoins and its Entry to the U.S. Dollar Market

Author: Christian Hsieh, CEO of Tokenomy
This paper examines some explanations for the continual global market demand for the U.S. dollar, the rise of stablecoins, and the utility and opportunities that crypto dollars can offer to both the cryptocurrency and traditional markets.
The U.S. dollar, dominant in world trade since the establishment of the 1944 Bretton Woods System, is unequivocally the world’s most demanded reserve currency. Today, more than 61% of foreign bank reserves and nearly 40% of the entire world’s debt is denominated in U.S. dollars1.
However, there is a massive supply and demand imbalance in the U.S. dollar market. On the supply side, central banks throughout the world have implemented more than a decade-long accommodative monetary policy since the 2008 global financial crisis. The COVID-19 pandemic further exacerbated the need for central banks to provide necessary liquidity and keep staggering economies moving. While the Federal Reserve leads the effort of “money printing” and stimulus programs, the current money supply still cannot meet the constant high demand for the U.S. dollar2. Let us review some of the reasons for this constant dollar demand from a few economic fundamentals.

Demand for U.S. Dollars

Firstly, most of the world’s trade is denominated in U.S. dollars. Chief Economist of the IMF, Gita Gopinath, has compiled data reflecting that the U.S. dollar’s share of invoicing was 4.7 times larger than America’s share of the value of imports, and 3.1 times its share of world exports3. The U.S. dollar is the dominant “invoicing currency” in most developing countries4.

https://preview.redd.it/d4xalwdyz8p51.png?width=535&format=png&auto=webp&s=9f0556c6aa6b29016c9b135f3279e8337dfee2a6

https://preview.redd.it/wucg40kzz8p51.png?width=653&format=png&auto=webp&s=71257fec29b43e0fc0df1bf04363717e3b52478f
This U.S. dollar preference also directly impacts the world’s debt. According to the Bank of International Settlements, there is over $67 trillion in U.S. dollar denominated debt globally, and borrowing outside of the U.S. accounted for $12.5 trillion in Q1 20205. There is an immense demand for U.S. dollars every year just to service these dollar debts. The annual U.S. dollar buying demand is easily over $1 trillion assuming the borrowing cost is at 1.5% (1 year LIBOR + 1%) per year, a conservative estimate.

https://preview.redd.it/6956j6f109p51.png?width=487&format=png&auto=webp&s=ccea257a4e9524c11df25737cac961308b542b69
Secondly, since the U.S. has a much stronger economy compared to its global peers, a higher return on investments draws U.S. dollar demand from everywhere in the world, to invest in companies both in the public and private markets. The U.S. hosts the largest stock markets in the world with more than $33 trillion in public market capitalization (combined both NYSE and NASDAQ)6. For the private market, North America’s total share is well over 60% of the $6.5 trillion global assets under management across private equity, real assets, and private debt investments7. The demand for higher quality investments extends to the fixed income market as well. As countries like Japan and Switzerland currently have negative-yielding interest rates8, fixed income investors’ quest for yield in the developed economies leads them back to the U.S. debt market. As of July 2020, there are $15 trillion worth of negative-yielding debt securities globally (see chart). In comparison, the positive, low-yielding U.S. debt remains a sound fixed income strategy for conservative investors in uncertain market conditions.

Source: Bloomberg
Last, but not least, there are many developing economies experiencing failing monetary policies, where hyperinflation has become a real national disaster. A classic example is Venezuela, where the currency Bolivar became practically worthless as the inflation rate skyrocketed to 10,000,000% in 20199. The recent Beirut port explosion in Lebanon caused a sudden economic meltdown and compounded its already troubled financial market, where inflation has soared to over 112% year on year10. For citizens living in unstable regions such as these, the only reliable store of value is the U.S. dollar. According to the Chainalysis 2020 Geography of Cryptocurrency Report, Venezuela has become one of the most active cryptocurrency trading countries11. The demand for cryptocurrency surges as a flight to safety mentality drives Venezuelans to acquire U.S. dollars to preserve savings that they might otherwise lose. The growth for cryptocurrency activities in those regions is fueled by these desperate citizens using cryptocurrencies as rails to access the U.S. dollar, on top of acquiring actual Bitcoin or other underlying crypto assets.

The Rise of Crypto Dollars

Due to the highly volatile nature of cryptocurrencies, USD stablecoin, a crypto-powered blockchain token that pegs its value to the U.S. dollar, was introduced to provide stable dollar exposure in the crypto trading sphere. Tether is the first of its kind. Issued in 2014 on the bitcoin blockchain (Omni layer protocol), under the token symbol USDT, it attempts to provide crypto traders with a stable settlement currency while they trade in and out of various crypto assets. The reason behind the stablecoin creation was to address the inefficient and burdensome aspects of having to move fiat U.S. dollars between the legacy banking system and crypto exchanges. Because one USDT is theoretically backed by one U.S. dollar, traders can use USDT to trade and settle to fiat dollars. It was not until 2017 that the majority of traders seemed to realize Tether’s intended utility and started using it widely. As of April 2019, USDT trading volume started exceeding the trading volume of bitcoina12, and it now dominates the crypto trading sphere with over $50 billion average daily trading volume13.

https://preview.redd.it/3vq7v1jg09p51.png?width=700&format=png&auto=webp&s=46f11b5f5245a8c335ccc60432873e9bad2eb1e1
An interesting aspect of USDT is that although the claimed 1:1 backing with U.S. dollar collateral is in question, and the Tether company is in reality running fractional reserves through a loose offshore corporate structure, Tether’s trading volume and adoption continues to grow rapidly14. Perhaps in comparison to fiat U.S. dollars, which is not really backed by anything, Tether still has cash equivalents in reserves and crypto traders favor its liquidity and convenience over its lack of legitimacy. For those who are concerned about Tether’s solvency, they can now purchase credit default swaps for downside protection15. On the other hand, USDC, the more compliant contender, takes a distant second spot with total coin circulation of $1.8 billion, versus USDT at $14.5 billion (at the time of publication). It is still too early to tell who is the ultimate leader in the stablecoin arena, as more and more stablecoins are launching to offer various functions and supporting mechanisms. There are three main categories of stablecoin: fiat-backed, crypto-collateralized, and non-collateralized algorithm based stablecoins. Most of these are still at an experimental phase, and readers can learn more about them here. With the continuous innovation of stablecoin development, the utility stablecoins provide in the overall crypto market will become more apparent.

Institutional Developments

In addition to trade settlement, stablecoins can be applied in many other areas. Cross-border payments and remittances is an inefficient market that desperately needs innovation. In 2020, the average cost of sending money across the world is around 7%16, and it takes days to settle. The World Bank aims to reduce remittance fees to 3% by 2030. With the implementation of blockchain technology, this cost could be further reduced close to zero.
J.P. Morgan, the largest bank in the U.S., has created an Interbank Information Network (IIN) with 416 global Institutions to transform the speed of payment flows through its own JPM Coin, another type of crypto dollar17. Although people argue that JPM Coin is not considered a cryptocurrency as it cannot trade openly on a public blockchain, it is by far the largest scale experiment with all the institutional participants trading within the “permissioned” blockchain. It might be more accurate to refer to it as the use of distributed ledger technology (DLT) instead of “blockchain” in this context. Nevertheless, we should keep in mind that as J.P. Morgan currently moves $6 trillion U.S. dollars per day18, the scale of this experiment would create a considerable impact in the international payment and remittance market if it were successful. Potentially the day will come when regulated crypto exchanges become participants of IIN, and the link between public and private crypto assets can be instantly connected, unlocking greater possibilities in blockchain applications.
Many central banks are also in talks about developing their own central bank digital currency (CBDC). Although this idea was not new, the discussion was brought to the forefront due to Facebook’s aggressive Libra project announcement in June 2019 and the public attention that followed. As of July 2020, at least 36 central banks have published some sort of CBDC framework. While each nation has a slightly different motivation behind its currency digitization initiative, ranging from payment safety, transaction efficiency, easy monetary implementation, or financial inclusion, these central banks are committed to deploying a new digital payment infrastructure. When it comes to the technical architectures, research from BIS indicates that most of the current proofs-of-concept tend to be based upon distributed ledger technology (permissioned blockchain)19.

https://preview.redd.it/lgb1f2rw19p51.png?width=700&format=png&auto=webp&s=040bb0deed0499df6bf08a072fd7c4a442a826a0
These institutional experiments are laying an essential foundation for an improved global payment infrastructure, where instant and frictionless cross-border settlements can take place with minimal costs. Of course, the interoperability of private DLT tokens and public blockchain stablecoins has yet to be explored, but the innovation with both public and private blockchain efforts could eventually merge. This was highlighted recently by the Governor of the Bank of England who stated that “stablecoins and CBDC could sit alongside each other20”. One thing for certain is that crypto dollars (or other fiat-linked digital currencies) are going to play a significant role in our future economy.

Future Opportunities

There is never a dull moment in the crypto sector. The industry narratives constantly shift as innovation continues to evolve. Twelve years since its inception, Bitcoin has evolved from an abstract subject to a familiar concept. Its role as a secured, scarce, decentralized digital store of value has continued to gain acceptance, and it is well on its way to becoming an investable asset class as a portfolio hedge against asset price inflation and fiat currency depreciation. Stablecoins have proven to be useful as proxy dollars in the crypto world, similar to how dollars are essential in the traditional world. It is only a matter of time before stablecoins or private digital tokens dominate the cross-border payments and global remittances industry.
There are no shortages of hypes and experiments that draw new participants into the crypto space, such as smart contracts, new blockchains, ICOs, tokenization of things, or the most recent trends on DeFi tokens. These projects highlight the possibilities for a much more robust digital future, but the market also needs time to test and adopt. A reliable digital payment infrastructure must be built first in order to allow these experiments to flourish.
In this paper we examined the historical background and economic reasons for the U.S. dollar’s dominance in the world, and the probable conclusion is that the demand for U.S. dollars will likely continue, especially in the middle of a global pandemic, accompanied by a worldwide economic slowdown. The current monetary system is far from perfect, but there are no better alternatives for replacement at least in the near term. Incremental improvements are being made in both the public and private sectors, and stablecoins have a definite role to play in both the traditional and the new crypto world.
Thank you.

Reference:
[1] How the US dollar became the world’s reserve currency, Investopedia
[2] The dollar is in high demand, prone to dangerous appreciation, The Economist
[3] Dollar dominance in trade and finance, Gita Gopinath
[4] Global trades dependence on dollars, The Economist & IMF working papers
[5] Total credit to non-bank borrowers by currency of denomination, BIS
[6] Biggest stock exchanges in the world, Business Insider
[7] McKinsey Global Private Market Review 2020, McKinsey & Company
[8] Central banks current interest rates, Global Rates
[9] Venezuela hyperinflation hits 10 million percent, CNBC
[10] Lebanon inflation crisis, Reuters
[11] Venezuela cryptocurrency market, Chainalysis
[12] The most used cryptocurrency isn’t Bitcoin, Bloomberg
[13] Trading volume of all crypto assets, coinmarketcap.com
[14] Tether US dollar peg is no longer credible, Forbes
[15] New crypto derivatives let you bet on (or against) Tether’s solvency, Coindesk
[16] Remittance Price Worldwide, The World Bank
[17] Interbank Information Network, J.P. Morgan
[18] Jamie Dimon interview, CBS News
[19] Rise of the central bank digital currency, BIS
[20] Speech by Andrew Bailey, 3 September 2020, Bank of England
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Is it Free Forex Software?

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You should not have to be an expert in trading to make money with this system. It does not take the experience of having to analyze trends and figures to make money. All you have to do is follow the instructions given to you from the website and let this software do all the work for you.
If you are someone who does not have much time to trade in the Forex markets, then this automated system is not for you. However, if you are someone who can afford to spend time watching the market, then this system could be your ticket to riches. The developers took a lot of time in developing a system which can make you a very good profit without you having to spend too much time watching the markets.
Tallyprime is not a computer software program. It is basically a computer application which makes use of some of the latest technology to make you a profit on the currency markets. With this software program, you don't have to be a technical genius in order to make money in the currency markets.
Since you will be doing most of your trading on your own, you will not have to learn about Forex trading. You only have to use the website which you can find online and follow the easy to use instructions given to you by the creators. You will have a very good grasp of how to make profits from the markets when you use this software program. And you will be able to make some serious money in the markets even with little or no knowledge at all.
submitted by RepresentativeAd7035 to u/RepresentativeAd7035 [link] [comments]

[Econ] Making the Best of a Very Bad Thing

November 2030
Well, uh, this sucks. Just a few short months after the Arab States of the Gulf finally unified, the world economy decided to explode. This is what we in the business of economics call a very bad thing.
The effects across the FAS have been relatively disparate. The United Arab Emirates, easily the most diversified economy in the region, has been the least heavily impacted (though it's still bad). Diversification programs in Oman and Bahrain have also helped to stave off some of the worst impacts of the crisis, though they haven't been as successful in avoiding the effects as the UAE. Qatar and Kuwait, still almost entirely reliant on hydrocarbon exports, are not happy with this turn of events. Falling global oil prices, though propped up a little by a sudden increase in demand from China, have left their economies struggling much more than the rest of the country, and in desperate need of assistance from the better off parts of the country.
One major pain point in this crisis has been the FAS's economic ties to the United States. While most of the FAS's trade is with Asia, Africa, and Europe, the US financial system still plays a crucial role in the FAS. The stability of the US Dollar has long been used to protect the economies of the Gulf using their vast Forex reserves (earned from oil sales) to peg their currency to the US Dollar. With the US Dollar in complete collapse, the value of the Khaleeji is plummeting right along with it, causing a significant degree of harm to the FAS's economy.
To help offset this harm (and to decouple the FAS's economy from a country that the FAS is starting to view as maybe not the most reliable economic partner), the Central Bank in Dubai has announced that the Khaleeji will switch its peg from the US Dollar to a basket of foreign currencies (the Euro, the Pound Sterling, the Swiss Franc, the US Dollar, and the Japanese Yen). The FAS hopes that this will help to salvage the Khaleeji's value, better protecting the economy from the collapse of the dollar-based international financial system. Rumor has it that the Central Bank is discussing the idea of unpegging the Khaleeji entirely and allowing it to float freely, but so far, the Central Bank has made no moves towards floating the Khaleeji.
Crises suck. They shatter the status quo and throw established norms and procedures into chaos. No one really wins during a crisis.
But in another sense, they're a double-edged sword. The status quo is often a repressive entity, reinforcing existing hierarchies and preventing dramatic shifts in the order of things. Chaos breaks that apart, giving the ingenuitive and the entrepreneurial on opportunity to better their lot in ways they otherwise could not.
Put differently: chaos is a ladder, and the FAS intends to be the one climbing it. As the largest economy in the Arab World (and one of the world's 20 largest economies) by both nominal GDP and GDP per capita (by a significant margin--it's probably either Saudi Arabia or Egypt in second place in nominal GDP, and definitely Saudi Arabia in second place in GDP per capita, but the FAS more than doubles the country in second place in both categories, so it's sort of a moot point), the FAS hopes to cement its place as the regional economic power.
The FAS has announced a new slate of policies intended to attract rich investors, manufacturing firms, and financiers fleeing the new nationalization program of the United States. New free trade zones have been created throughout the country--especially in the struggling, undiversified regions of Kuwait and Qatar--with the goal of convincing fleeing American manufacturers to set up shop in these areas. Attractions include wildly low tax rates (as low as zero percent in some instances), a common law framework (as opposed to the Sharia-based legal system in most of the FAS), highly subsidized land prices (sometimes free), relaxed financial restrictions (making it easier to move money in and out of the FTZ), and, for large enough firms moving enough operations into the country, preferential visa treatment (making it easier for them to relocate foreign employees into the country). Sitting at one of the major crossroads of global trade, moving operations to the FAS offers easy access to both the world's established consumer markets (like the EU and East Asia) as well as to some of its largest growing markets (South and Southeast Asia, East Africa, and MENA). Pair this with wildly high standards of living (for people who aren't slaves Asian or African migrant workers) and established expatriate communities, and the FAS becomes an incredibly attractive option for American and other foreign firms looking to relocate.
In addition to manufacturing-oriented FTZs, special attention has been paid to attracting service-oriented firms to new and existing FTZs in the vein of Dubai Internet City, Dubai Design District, Dubai Knowledge Park, and Dubai Media City, with the goal of developing a robust service economy that can capture growing markets in the MENA, South Asia, and East African regions. In advertising these zones, the governments of the FAS have highlighted the success of previous ventures in Dubai, which have attracted the regional headquarters of giants like Facebook, Intel, LinkedIn, Google, Dell, Samsung, Microsoft, IBM, Tata Consultancy, and more.
Perhaps one of the most substantial pushes, though, is to attract American financial services and FinTech firms to base in the FAS (particularly Dubai, Kuwait City, Doha, and Abu Dhabi, the traditional centers of regional finance). New financial industry free trade zones have been set up in the four cities, structured in the vein of the Dubai International Financial Centre (DIFC). These financial FTZs boast an independent and internationally regulated regulatory and judicial system, a common law framework, and extremely low taxation rates. All government services in these regions are available in English (the lingua franca of international finance), and in events where ambiguity exists in the legal and regulatory systems, the systems are set to default to English Common Law (except for the Kuwait City International Financial Centre, which is hoping to better tailor itself towards American financial firms by defaulting to American Civil Law from pre-2020 rather than English Common Law). Much like in the DIFC, these new FTZs will also run their own courts, staffed in large part by top judicial talent from Common Law (or in the case of Kuwait City, American Civil Law) jurisdictions like Singapore, England, and (formerly) Hong Kong. Using these FTZ, the four cities hope to raise their profile as financial centers. Dubai in particular is hoping to break into the top ten global financial centers--and it stands a good chance of doing so, too, as it sits at number 12, just behind cities like LA, SF, and Shenzhen--while the other cities are just hoping to boost their profile into the 20s or 10s (according to Long Finance, Dubai is number 12 in the world and 1 in the region, Abu Dhabi is number 39 in the world and two in the region, Doha is number 48 in the world, and Kuwait City is number 91).
submitted by TheManIsNonStop to Geosim [link] [comments]

Community call to action - share your favorite resources to be compiled into a permanent and current list!

Hey guys, myself and the other mods are working on putting together a big resources thread to hopefully alleviate some of the very common "what are your favorite books?", "what trading platform should I use?" and other similar questions that we constantly see here.
I personally have a list of probably 500-1,000 bookmarks I've collected over the years consisting of all kinds of scanners, screeners, research tools, trading software/apps, blogs, books, videos, trading communities, allllll kinds of stuff that am currently filtering through and updating to make a big categorized list of things I use to gather news and make decisions in the markets, and I'm sure many of you have tons of stuff I haven't even heard of.
On that note, if you have a tool, resource, website, blog, whatever that you find invaluable in your trading/investing activities, please share it and a short description of what it is and how you use it and we'll use this thread as an addendum and include many of the suggestions here in the final post.
In particular we're looking for stuff categorized into the following categories:
That should be enough to get us started. Not everything in this thread will be included, but I will link to this thread in the final one. In the mean time I am going to go through my own massive list of stuff and try to dig out the best of the best. Looking forward to getting this up soon and hopefully it will be useful!
Thanks!
submitted by ghostofgbt to StockMarket [link] [comments]

I've reproduced 130+ research papers about "predicting the stock market", coded them from scratch and recorded the results. Here's what I've learnt.

ok, so firstly,
all of the papers I found through Google search and Google scholar. Google scholar doesn't actually have every research paper so you need to use both together to find them all. They were all found by using phrases like "predict stock market" or "predict forex" or "predict bitcoin" and terms related to those.

Next,
I only tested papers written in the past 8 years or so, I think anything older is just going to be heavily Alpha-mined so we can probably just ignore those ones altogether.

Then,
Anything where it's slightly ambiguous with methodology, I tried every possible permutation to try and capture what the authors may have meant. For example, one paper adds engineered features to the price then says "then we ran the data through our model" - it's not clear if it means the original data or the engineered data, so I tried both ways. This happens more than you'd think!

THEN,
Anything that didn't work, I tried my own ideas with the data they were using or substituted one of their models with others that I knew of.

Now before we go any further, I should caveat that I was a profitable trader at multiple Tier-1 US banks so I can say with confidence that I made a decent attempt of building whatever the author was trying to get at.

Oh, and one more thing. All of this work took about 7 months in total.

Right, let's jump in.

So with the papers, I found as many as I could, then I read through them and put them in categories and then tested each category at a time because a lot of papers were kinda saying the same things.
Here are the categories:
Results:
Literally every single paper was either p-hacked, overfit, or a subsample of favourable data was selected (I guess ultimately they're all the same thing but still) OR a few may have had a smidge of Alpha but as soon as you add transaction costs it all disappears.
Every author that's been publicly challenged about the results of their paper says it's stopped working due to "Alpha decay" because they made their methodology public. The easiest way to test whether it was truly Alpha decay or just overfitting by the authors is just to reproduce the paper then go further back in time instead of further forwards. For the papers that I could reproduce, all of them failed regardless of whether you go back or forwards. :)

Now, results from the two most popular categories were:

The most frustrating paper:
I have true hate for the authors of this paper: "A deep learning framework for financial time series using stacked autoencoders and long-short term memory". Probably the most complex AND vague in terms of methodology and after weeks trying to reproduce their results (and failing) I figured out that they were leaking future data into their training set (this also happens more than you'd think).

The two positive take-aways that I did find from all of this research are:
  1. Almost every instrument is mean-reverting on short timelines and trending on longer timelines. This has held true across most of the data that I tested. Putting this information into a strategy would be rather easy and straightforward (although you have no guarantee that it'll continue to work in future).
  2. When we were in the depths of the great recession, almost every signal was bearish (seeking alpha contributors, news, google trends). If this holds in the next recession, just using this data alone would give you a strategy that vastly outperforms the index across long time periods.
Hopefully if anyone is getting into this space this will save you an absolute tonne of time and effort.
So in conclusion, if you're building trading strategies. Simple is good :)

Also one other thing I'd like to add, even the Godfather of value investing, the late Benjamin Graham (Warren Buffet's mentor) used to test his strategies (even though he'd be trading manually) so literally every investor needs to backtest regardless of if you're day-trading or long-term investing or building trading algorithms.
submitted by chiefkul to StockMarket [link] [comments]

Immediate Aftermath : The more data we collect and analyze, the clearer the picture becomes.

This is the updated first part of the list that has recorded the notable events as the world deals with the COVID-19 pandemic. [2nd Part] ― The LINKS to events and sources are placed throughout the timeline.
------------------------
The More Data We Collect and Analyze, the Clearer the Picture Becomes.
Someone threw a stone in a pond a long way away. And we're only just feeling the ripples. — Fukuhara from Giri/Haji, Netflix series
------------------------
On Jan 30, Italian PM announced that Italy had blocked all flights to and from China. While Italy has banned people from air-travelling to China, however according to IATA data, there's no measurement implemented for air-travellers from China into Italy till the Mar 07. Especially for Chinese people who have EU passports.
On Jan 31, the US announced the category-I travel restrictions, barring all foreigners who have been in China for the past 14 days, with measures including the refusal of visas and mandatory quarantine.
• "Because the US focused on China and didn't expect the infected people's entry from Europe and the Middle East, the Maginot Line was breached from behind. And so little of credible data at the beginning made the US government to miscalculate its strategic response to the virus." — Dr. Zhang Lun, currently a visiting scholar at Harvard (economics & sociology), during the interview with ICPC on Mar 29.
Also on Jan 31, the WHO changed its tune and declared the coronavirus outbreak a Global Public Health Emergency of international concern (PHEIC).
Decisions on a PHEIC always involve politics .... West African countries discouraged a declaration in 2014 after they were hit by the largest Ebola virus outbreak on record, mainly because of concern about the economic impact.
------------------------
On Feb 02, regarding the US category-I travel restrictions, Kamala Harris, the former Democratic presidential candidate, declared on Twitter:
Since 2017, Trump’s travel bans have never been rooted in national security—they’re about discriminating against people of color. They are, without a doubt, rooted in anti-immigrant, white supremacist ideologies. This travel ban is no different.
On Feb 03, criticizing Trump for his travel restrictions continues. Chinese foreign ministry spokeswoman Hua Chunying (华春莹), a Peking University professors James Liang (梁建章), New York Times, the Nation, OBSERVER, the Boston Globe, Yahoo, and Daily Kos were saying,
it's a "panicky" decision and "racist" or it's "cruel and callous," he's stoking fear for political gains, and the president is "inappropriately overreacting." And professors Liang even said the US ban "will hurt goodwill and cooperation [with China] in the future." [1] [2] [3] [4] [5] [6] [7] [8] [9]
Also on Feb 03, Mr. Tedros of the WHO said there's no need for travel ban measure that "unnecessarily interfere with international travel and trade" trying to halt the spread of the virus.
China's delegate took the floor ... and denounced measures by "some countries" that have denied entry to people holding passports issued in Hubei province - at the centre of the outbreak - and to deny visas and cancel flights.
Also on Feb 03, China is expected to gradually implement a larger stimulus packages (in total) than a USD $572 billion from 2008. — We'd never find out but my guess is that the fund will probably go to Shanghai clique.
On Feb 04, The FDA has given emergency authorization to a new test kit by the CDC that promises to help public health labs meet a potential surge in cases.
The speed ... pushing through a new diagnostic test shows just how seriously they’re taking the potentially pandemic threat of 2019-nCoV. It’s also a sign that the world is starting to learn how to deal with an onslaught of new pathogens.
Also on Feb 04, the Wuhan Institute of Virology and China's Academy of Military Medical Sciences (AMMS, Chief Chen Wei belongs to) have jointly applied to patent the use of Remdesivir. Scientists from both institutes said in a paper published in Nature’s Cell Research that they found both Remdesivir and Chloroquine to be an effective way to inhibit the coronavirus.
On Feb 06, Jamestown Foundation, a Washington-based research & analysis unit, noted that with State Council of PRC praising his performance of containing the pandemic situation, the council expanded Li Keqiang's political control over Politburo Standing Committee of CCP. (Li Keqiang = Communist Youth League = Shanghai clique)
Also, on Feb 06, as the US evacuation planes leave China, the wave of the US evacuees have arrived who are met by the CDC personnel at the quarantine sites for screening, and those who were suspected of infection will be placed under quarantine for 14 days.
Also, on Feb 06, a CDC-developed lab test kit to detect the new coronavirus began shipping to qualified US laboratories and international ones. — However, on Feb 12, the CDC said some of the testing kits have flaws and do not work properly. The CDC finally ended up shipping the working test kits for mass testings on Feb 27. This was three weeks later than originally planned.
On Feb 07, China National Petroleum has recently declared Force Majeure on gas imports. They are trying to create a breathing room for their foreign exchange reserves shortage. China's foreign exchange reserves fell to mere USD $3.1 trillion in Oct. 2019.
On the same day, Bloomberg reported that PetroChina has directed employees in 20 countries to buy N95 face masks and send them home in China. The goal is to get 2 million masks shipped back. You can also find YouTube videos that show Overseas Chinese are scouring the masks at the Home Depot to ship them to China (the video in Korean). Also Chris Smith is pissed.
On Feb 09, Trump renews his national emergency on its southern border, and Elizabeth Goitein from the Brennan Center for Justice, published an opinion article on New York Times titled "Trump Has Abused This Power. And He Will Again if He’s Not Stopped."
On Feb 10, Dr. Tedros said that an advance three-person team of the WHO arrived in Beijing for a joint mission to discuss with Chinese officials the agenda and questions. Then, the joint mission of about 10 international experts will soon follow, he said. — Those WHO experts ended up visiting Chinese epicentre for the first time on Feb 24.
On Feb 12, the US targets Russian oil company for helping Venezuela skirt sanctions. The US admin seemingly tried to secure leverage against Russia after noticing something suspicious was up.
On the same day, Trump told Reuters "I hope this outbreak or this event (for the US) may be over in something like April." — Dr. Zhong Nanshan (钟南山), China's top tier SARS-hero doctor, also said "the peak of the virus (for China) should come in mid to late February, followed by a plateau or decrease," adding that his forecast was based on on mathematical modelling and data from recent events and government action.
On Feb 13, Tom Frieden who is a former US CDC chief and currently the head of public health nonprofit Resolve to Save Lives, said:
As countries are trying to develop their own control strategies, they are looking for evidence of whether the situation in China is getting worse or better. [But] We still don't have very basic information. [since the WHO just entered China] We hope that information will be coming out.
On the same day, the CDC reports that the 15th case in the US was confirmed. The patient was a part of group who were under a federal quarantine order at the JBSA-Lackland base because of a recent trip to Hubei Province, China.
By Feb 13, China hasn't accepted the US CDC's offer to send top experts, and they haven't released the "disaggregated" data (specific figures broken out from the overall numbers) even though repeatedly been asked.
On Feb 14, CCP's United Front posted an article on its official website, saying (Eng. text by Google Translation):
Fast! There is no time difference to raise urgently needed materials! Some Overseas Chinese have used their professions in the field of medicine in order to purchase relevant materials Hubei province in short of supply (to send them to China). .... Some Overseas Chinese took advantage of the connection resources, opened green transportation channels through our embassies and consulates abroad, and their related enterprises, and quickly sent large quantities of medical supplies (to China), making this love relay link and cooperation seamless.
On Feb 18, Reuters reports that 3M is on the list of firms eligible for China loans to ease coronavirus crisis.
There is no indication from the list that loans offered will necessarily be sought, or that such firms are in any financial need. The Bank of Shanghai told Reuters it will lend 5.5 billion yuan ($786 million) to 57 firms on its list.
On Feb 21, Xi Jinping writes a thank-you letter to Bill Gates for his foundation’s support to China regarding COVID-19 outbreak.
On Feb 24, China was rumoured on Twitter to delay the phase one trade deal implementation indefinitely which includes the increase of China's purchasing American products & services by at least $200 billion over the next two years.
Also on Feb 24, S&P 500 Index started to drop. Opened with 3225.9 and closed 3128.2. By the Mar 23, it dropped to 2208.9.
Also on Feb 24, China's National Health Commission says the WHO experts have visited Wuhan city for the first time, the locked-down central Chinese city at the epicentre, inspecting two hospitals and a makeshift one at a sports centre.
On Feb 26, IF the picture that has been circulated on Twitter were real, then chief Chen Wei and her team have developed the first batch of COVID-19 vaccine within time frame of a month.
On the same day, the CDC's latest figures displays 59 people in the US who have tested positive for COVID-19.
Also on Feb 26, the Washington Post published an article that says:
.... the WHO said it has repeatedly asked Chinese officials for "disaggregated" data — meaning specific figures broken out from the overall numbers — that could shed light on hospital transmission and help assess the level of risk front-line workers face. "We received disaggregated information at intervals, though not details about health care workers," said Tarik Jasarevic of the WHO. — The comment, in an email on Feb 22 to the Post, was one of the first instances that the WHO had directly addressed shortcomings in China's reporting or handling of the coronavirus crisis.
On Feb 27, after missteps, the CDC says its test kit is ready and the US started to expand testing.
On Feb 28, China transferred more than 80,000 Uighurs to factories used by global brands such as Apple, Nike, & Volkswagen & among others.
Also on Feb 28, the WHO published the official report of the WHO-China joint mission on coronavirus disease 2019. (PDF)
On Feb 29, quoting Caixin media's investigation published on the same day, Lianhe Zaobao, the largest Singapore-based Chinese-language newspaper, published an article reporting the following:
Dr. Li Wenliang said in the interview with Caixin media; [in Dec 2019] another doctor (later turned out to be Dr. Ai Fen) examined and tried to treat a patient who exhibited SARS-like symptoms which akin to influenza resistant to conventional treatment methods. And "the family members who took care of her (the patient) that night also had a fever, and her other daughter also had a fever. This is obviously from person to person" Dr. Li said in the interview."
------------------------
On Mar 01, China's State Council super tighten up their already draconian internet law.
On the same day, Princelings published an propaganda called "A Battle Against Epidemic: China Combating COVID-19 in 2020" which compiles numerous state media accounts on the heroic leadership of Xi Jinping, the vital role of the Communist Party, and the superiority of the Chinese system in fighting the virus.
Starting on Mar 03, the US Fed has taken two significant measures to provide monetary stimulus. It's going to be no use as if a group of people with serious means are manipulating the markets to make sure MM will have liquidity concerns when they need it most.
On Mar 04, Xinhua News, China's official state-run press agency posted an article "Be bold: the world should thank China" which states that
If China retaliates against the US at this time, it will also announce strategic control over medical products, and ban exports of said products to the US. ... If China declares today that its drugs are for domestic use only, the US will fall into the hell of new coronavirus epidemic.
On Mar 05, Shanghai Index has recovered the coronavirus loss almost completely.
On Mar 07, Saudi's Ahmed bin Abdulaziz and Muhammad bin Nayef were arrested on the claims of plotting to overthrow King Salman. — Ahmed bin Abdulaziz is known to have very tight investment-interest relationship with Bill Gates, Bill Browder, Blackstone, & BlackRock: One common factor that connects these people is China.
On Mar 08, the Russia–Saudi oil price war has begun. The ostensible reason was simple: China, the biggest importer of oil from Saudi and Russia, was turning back tankers while claiming that the outbreak forced its economy to a standstill.
On Mar 10, the Washington Post published the article saying that the trade group for manufacturers of personal protective equipment urged in 2009 "immediate action" to restock the national stockpile including N95 masks, but it hasn't been replenished since.
On Mar 11, the gentleman at the WHO declares the coronavirus outbreak a "Global Pandemic." He called on governments to change the course of the outbreak by taking "urgent and aggressive action." This was a full twelve days after the organization published the official report regarding the situation in China.
On Mar 13, the US admin declared a National Emergency and announced the plan to release $50 billion in federal resources amid COVID-19.
Also on Mar 13, China's Ministry of Commerce states that China is now the best region for global investment hedging.
On Mar 15, Business Insider reports that Trump tried to poach German scientists working on a coronavirus vaccine and offered cash so it would be exclusive to the US. The problem is the official CureVac (the German company) twitter account, on Mar 16, 2020, tweeted the following:
To make it clear again on coronavirus: CureVac has not received from the US government or related entities an offer before, during and since the Task Force meeting in the White House on March 2. CureVac rejects all allegations from press.
On Mar 16, the fan club of European globalists has published a piece titled, "China and Coronavirus: From Home-Made Disaster to Global Mega-Opportunity." The piece says:
The Chinese method is the only method that has proved successful [in fighting the virus], is a message spread online in China by influencers, including many essentially promoting propaganda. ... it is certainly a message that seems to be resonating with opinion leaders around the world.
On the same day, unlike China that had one epicentre, Wuhan city, the US now overtakes China with most cases reporting multiple epicentres simultaneously.
Also on Mar 16, the US stocks ended sharply lower with the Dow posting its worst point drop in history. But some showed a faint hint of uncertain hope.
On Mar 17, according to an article on Chinese version of Quora, Zhihu, chief Chen Wei and her team with CanSino Biologics officially initiated a Phase-1 clinical trial for COVID-19 vaccine at the Wuhan lab, Hubei China, which Bloomberg News confirmed. — Click HERE, then set its time period as 1 year, and see when the graph has started to move up.
Also on Mar 17, China's state media, China Global TV Network (CGTN), has produced YouTube videos for Middle Eastern audiences to spread the opinion that the US has engineered COVID-19 events.
Also on Mar 17, Al Jazeera reported that the US President has been criticized for repeatedly referring to the coronavirus as the "Chinese Virus" as critics saying Trump is "fueling bigotry."
• China's Xinhua News tweeted "Racism is not the right tool to cover your own incompetence."
• Tucker Carlson asked: "Why would America's media take China's side amid coronavirus pandemic?"
• Also, Mr. Bill Gates: "We should not call this the Chinese virus."
On Mar 19, for the first time, China reports zero local infections.
Also on Mar 19, Al Jazeera published an analysis report, titled "Coronavirus erodes Trump's re-election prospects."
On Mar 22, Bloomberg reports that China's mobile carriers lost 21 million users during this pandemic event. It's said to be the first net decline since starting to report monthly data in 2000.
On Mar 26, EURACTV reports that China cashes in off coronavirus, selling Spain $466 million in supplies. However, Spain returns 9,000 "quick result" test kits to China, because they were deemed substandard. — Especially the sensibility of the test was around 30 percent, when it should be higher than 80 percent.
------------------------
On Apr 03, Germany and other governments are bolstering corporate defenses to address worries that coronavirus-weakened companies could be easy prey for bargain hunting by China's state owned businesses.
On Apr 05, New York Times says "Trump Again Promotes Use of Unproven Anti-Malaria Drug (hydroxychloroquine)."
On Apr 06, a Democratic State Rep. Karen Whitsett from Detroit credits hydroxychloroquine and President Trump for "saving her in her battle with the coronavirus."
On Apr 07, the US CDC removed the following part from its website.
Although optimal dosing and duration of hydroxychloroquine for treatment of COVID-19 are unknown, some U.S. clinicians have reported anecdotally different hydroxychloroquine dosing such as: 400mg BID on day one, then daily for 5 days; 400 mg BID on day one, then 200mg BID for 4 days; 600 mg BID on day one, then 400mg daily on days 2-5.
------------------------
☞ If there were ever a time for people not to be partisan and tribal, the time has come: We need to be ever vigilant and attentive to all kinds of disinformation & misinformation to see it better as well as to be sharp in our lives. — We really do need to come together.
☞ At first, I was going to draw up a conspiracy theory-oriented list focused on Team-Z, especially Mr. Gates. However, although it's nothing new tbh, recently many chats and discussions seem overflowing with disinformation & misinformation which is, in my opinion, particularly painful at a time like this. Hence, this post became a vanilla list that's just recorded the notable events. — We all are subject to misinformation, miscalculation, and misjudgment. But the clearer the picture becomes the better we can identify Funkspiel.
------------------------
Immediate Aftermath pt.2.a
------------------------
Feasible Timeline of the Operation
------------------------
☞ Go Back to the Short Story.
----
submitted by vanillabluesea to conspiracy [link] [comments]

The list of market resources pinned to the top of the sub has been updated!

Hi all,
Just did a quick update to the resources list at the top of the sub to add most of the suggestions I got in the comments. The new additions (mostly in the "GENERAL STOCK MARKET RESEARCH" category, but also added some in the Fundamental Analysis section and the blogs/misc resources section) Here are some of the new additions - thanks for all the suggestions! Bolded ones are ones I have used myself and just missed adding in the first post.
Click here for the full list or just check out the original post at the top of the sub. Have fun tinkering w/ everything all weekend!
submitted by ghostofgbt to StockMarket [link] [comments]

I am a professional Day Trader working for a Prop Fund, Hope I can help people out and answer some questions

Howdy all, I work professionally for a proprietary trading fund, and have worked for quite a few in my time, hope I can offer some insights on trading etc you guys might have.
Bonus for you guys
Here are the columns in my trading journal and various explanations where appropriate:
Trade Number – Simply is this the first trade of the year? The 10th?, The 50th? I count a trade
that you opened and closed just one trade number. For example if you buy EUUSD today and
sell it 50 pips later in the day and close out the trade, then that is just one trade for recording
purposes. I do not create a second trade number to describe the exit. Both the entry and exit are
under the same trade number.


Ticket Number – This is ticket number / order ID number that your broker gives you for the trade
on your platform.


Day of the Week – This would be simply the day of the week the trade was initiated


Financial Instrument / Currency Pair – Whatever Financial Instrument or currency pair you are
trading. If you are trading EUUSD, put EUUSD. If you are trading the EuroFX futures
contract, then put in Euro FX. If you are trading the emini S&P, then put in Emini S&P 500. If
you are trading a stock, put in the ticker symbol. Etc.


Buy/Sell or Long/Short – Did you buy or sell to open the new trade? If you bought something to
open the trade, then write in either BUY or LONG. If you sold(shorted) something to open a
trade, then write in SOLD, or SHORT. This is a personal preference. Some people like to put in
their journals as BUY/SELL. Other people like to write in Long/Short. My preference is for
writing in long/short, since that is the more professional way to say it. I like to use the lingo
where possible.


Order Type – Market or Limit – When you entered the trade was it a market order or limit order?
Some people can enter a trade using a combination of market and limit orders. If you enter a
trade for $1 million half of which was market order and the other half was limit order, then you
can write in $500,000 Market, $500,000 Limit as a bullet points.


Position Size / Units / Contracts / Shares – How big was the total trade you entered? If you
bought 1 standard lot of a currency pair, then write in $100,000 or 1 standard lot. If you bought 5
gold futures contracts, then write in 5 contracts. If you bought 1,000 shares of stock, then write
in 1,000 shares. Etc.


Entry Price – The entry price you received entering your opening position. If you entered at
multiple prices, then you can either write in all the different fills you got, or specify the average
price received.


Entry Date – Date that you entered the position. For example January 23, 2012. Or you can
write in 1/23/12

.
Entry Time – Time that you opened the position. If it is multiple positions, then you can specify
each time for each various fill, or you can specify the time range. For example if you got
$100,000 worth of EUUSD filled at 3:00 AM EST, and another $100,000 filled at 3:05 and
another $100,000 filled at 3:25, then you can write all those in, or you can specify a range of 3:00
– 3:30 AM EST.


Entry Spread Cost (in pips) – This is optional if you want to keep track of your spread cost in
pips. If you executed a market order, how many pips did you pay in spread.


Entry Spread Cost (in dollars) – This is optional if you want to keep track of your spread cost in
dollars. If you executed a market order, how many dollars did you pay in spread.


Stop Loss Size – How big is your stop loss size? If you are trading a currency pair, then you
write in the pips. If you are trading the S&P futures contract, then write in the number of points.
If you are trading a stock, then write in how many cents or dollars your stop is away from your
entry price.


% Risk – If you were to get stopped out of the trade, how much % loss of your equity is that?
This is where you input your risk per trade expressed in % terms if you use such a position sizing
method. If you risked 0.50% of your account on the trade, then put in 0.50%


Risk in dollars – If you were to get stopped out of the trade, how much loss in dollars is that. For
example if you have a $100,000 account and you risked 1% on a trade, then write in $1,000
dollars


Potential Reward: Risk Ratio – This is a column that I only sometimes fill in. You write in what
the potential reward risk ratio of the trade is. If you are trading using a 100 pip stop and you
expect that the market can reasonably move 300 pips, then you can write in 3:1. Of course this is
an interesting column because you can look at it after the trade is finished and see how close you
were or how far removed from reality your initial projections were.


Potential Win Rate – This is another column that I only sometimes fill in. You write in what you
believe the potential win rate of this trade is. If you were to place this trade 10 times in a row,
how many times do you think you would win? I write it in as percentage terms. If you believe
the trade has a 50% chance to win, then write in 50%.


Type of Inefficiency – This is where you write in what type of inefficiency you are looking to
capture. I use the word inefficiency here. I believe it is important to think of trading setups as
inefficiencies. If you think in terms of inefficiencies, then you will think in terms of the market
being mispriced, then you will think about the reasons why the market is mispriced and why such
market expectations for example are out of alignment with reality. In this category I could write
in different types of trades such as fading the stops, different types of news trades, expecting
stops to get tripped, betting on sentiment intensifying, betting on sentiment reversing, etc. I do
not write in all the reasons why I took the trade in this column. I do that in another column. This
column is just to broadly define what type of inefficiency you are looking to capture.


Chart Time Frame – I do not use this since all my order flow based trades have nothing to do
with what chart time frame I look at. However, if you are a chartist or price action trader, then
you may want to include what chart time frame you found whatever pattern you were looking at.


Exit Price – When you exit your trade, you enter the price you received here.


Exit Date – The date you exited your trade.


Exit Time – The time you exited your trade.


Trade Duration – In hours, minutes, days or weeks. If the trade lasts less than an hour, I will
usually write in the duration in minutes. Anything in between 1 and 48 hours, I write in the hours
amount. Anything past that and I write it as days or weeks as appropriate, etc.
Pips the trade went against you before turning into a winner – If you have a trade that suffered a
draw down, but did not stop you out and eventually was a winner, then you write it how many
pips the trade went against you before it turned into a profitable trade. The reason you have this
column is to compare it to your stop loss size and see any patterns that emerge. If you notice that
a lot of your winning trades suffer a big draw down and get near your stop loss points but turn out
to be a profitable trade, then you can further refine your entry strategy to get in a better price.


Slippage on the Exit – If you get stopped out for a loss, then you write in how many pips you
suffered as slippage, if any. For example if you are long EUUSD at 1.2500 and have your stop
loss at 1.2400 and the market drops and you get filled at 1.2398, then you would write in -2 pips
slippage. In other words you lost 2 pips as slippage. This is important for a few different
reasons. Firstly, you want to see if the places you put your stop at suffer from slippage. If they
do, perhaps you can get better stop loss placement, or use it as useful information to find new
inefficiencies. Secondly, you want to see how much slippage your broker is giving you. If you
are trading the same system with different brokers, then you can record the slippage from each
one and see which has the lowest slippage so you can choose them.


Profit/Loss -You write in the profit and/or loss in pips, cents, points, etc as appropriate. If you
bought EUUSD at 1.2500 and sell it at 1.2550, you made 50 pips, so write in +50 pips. If you
bought a stock at $50 and you sell it at $60, then write in +$10. If you buy the S&P futures at
1,250 and sell them at 1,275, then write in +25 points. If you buy the GBP/USD at 1.5000 and
you sell it at 1.4900, then write in -100 pips. Etc. I color code the box background to green for
profit and red for loss.


Profit/Loss In Dollars – You write the profit and/or loss in dollars (or euros, or jpy, etc whatever
currency your account is denominated in). If you are long $100,000 of EUUSD at 1.2500 and
sell it at 1.2600, then write in +$1,000. If you are short $100,000 GBP/USD at 1.5900 and it
rises to 1.6000 and you cover, then write in -$1,000. I color code the box background to green
for profit and red for loss.


Profit/Loss as % of your account – Write in the profit and/or loss as % of your account. If a trade
made you 2% of your account, then write in +2%. If a trade lost 0.50%, then write in -0.50%. I
color code the box background to green for profit and red for loss.


Reward:Risk Ratio or R multiple: If the trade is a profit, then write in how many times your risk
did it pay off. If you risked 0.50% and you made 1.00%, then write in +2R or 2:1 or 2.0. If you
risked 0.50% and a trade only makes 0.10%, then write in +0.20R or 0.2:1 or 0.2. If a trade went
for a loss that is equal to or less than what you risked, then I do not write in anything. If the loss
is greater than the amount you risked, then I do write it in this column. For example lets say you
risk 0.50% on a stock, but overnight the market gaps and you lose 1.50% on a trade, then I would
write it in as a -3R.


What Type of trading loss if the trade lost money? – This is where I describe in very general
terms a trade if it lost money. For example, if I lost money on a trade and the reason was because
I was buying in a market that was making fresh lows, but after I bought the market kept on going
lower, then I would write in: “trying to pick a bottom.” If I tried shorting into a rising uptrend
and I take a loss, then I describe it as “trying to pick a top.” If I am buying in an uptrend and buy
on a retracement, but the market makes a deeper retracement or trend change, then I write in
“tried to buy a ret.” And so on and so forth. In very general terms I describe it. The various
ways I use are:
• Trying to pick a bottom
• Trying to pick a top
• Shorting a bottom
• Buying a top
• Shorting a ret and failed
• Wrongly predicted news
• Bought a ret and failed
• Fade a resistance level
• Buy a support level
• Tried to buy a breakout higher
• Tried to short a breakout lower
I find this category very interesting and important because when performing trade journal
analysis, you can notice trends when you have winners or losing trades. For example if I notice a
string of losing trades and I notice that all of them occur in the same market, and all of them have
as a reason: “tried to pick a bottom”, then I know I was dumb for trying to pick a bottom five
times in a row. I was fighting the macro order flow and it was dumb. Or if I notice a string of
losers and see that I tried to buy a breakout and it failed five times in a row, but notice that the
market continued to go higher after I was stopped out, then I realize that I was correct in the
move, but I just applied the wrong entry strategy. I should have bought a retracement, instead of
trying to buy a fresh breakout.


That Day’s Weaknesses (If any) – This is where I write in if there were any weaknesses or
distractions on the day I placed the trade. For example if you are dead tired and place a trade,
then write in that you were very tired. Or if you place a trade when there were five people
coming and out of your trading office or room in your house, then write that in. If you placed the
trade when the fire alarm was going off then write that in. Or if you place a trade without having
done your daily habits, then write that in. Etc. Whatever you believe was a possible weakness
that threw you off your game.


That Day’s Strengths (If any) – Here you can write in what strengths you had during the day you
placed your trade. If you had complete peace and quiet, write that in. If you completed all your
daily habits, then write that in. Etc. Whatever you believe was a possible strength during the
day.


How many Open Positions Total (including the one you just placed) – How many open trades do
you have after placing this one? If you have zero open trades and you just placed one, then the
total number of open positions would be one, so write in “1.” If you have on three open trades,
and you are placing a new current one, then the total number of open positions would be four, so
write in “4.” The reason you have this column in your trading journal is so that you can notice
trends in winning and losing streaks. Do a lot of your losing streaks happen when you have on a
lot of open positions at the same time? Do you have a winning streak when the number of open
positions is kept low? Or can you handle a lot of open positions at the same time?


Exit Spread Cost (in pips) – This is optional if you want to keep track of your spread cost in pips.
If you executed a market order, how many pips did you pay in spread.


Exit Spread Cost (in dollars) – This is optional if you want to keep track of your spread cost in
dollars. If you executed a market order, how many dollars did you pay in spread.


Total Spread Cost (in pips) – You write in the total spread cost of the entry and exit in pips.


Total Spread Cost (in dollars) – You write in the total spread cost of the entry and exit in dollars.


Commission Cost – Here you write in the total commission cost that you incurred for getting in
and out of the trade. If you have a forex broker that is commission free and only gets
compensated through the spread, then you do not need this column.


Starting Balance – The starting account balance that you had prior to the placing of the trade


Interest/swap – If you hold forex currency pairs past the rollover, then you either get interest or
need to pay out interest depending on the rollover rates. Or if you bought a stock and got a
dividend then write that in. Or if you shorted a stock and you had to pay a dividend, then write
that in.


Ending Balance – The ending balance of your account after the trade is closed after taking into
account trade P&L, commission cost, and interest/swap.


Reasons for taking the trade – Here is where you go into much more detail about why you placed
the trade. Write out your thinking. Instead of writing a paragraph or two describing my thinking
behind the trade, I condense the reasons down into bullet points. It can be anywhere from 1-10
bullet points.


What I Learned – No matter if the trade is a win or loss, write down what you believed you
learned. Again, instead of writing out a paragraph or two, I condense it down into bullet points. it
can be anywhere from 1-10 bullet points. I do this during the day the trade closed as a profit or
loss.


What I learned after Long Term reflection, several days, weeks, or months – This is the very
interesting column. This is important because after you have a winning or losing trade, you will
not always know the true reasons why it happened. You have your immediate theories and
reasons which you include in the previous column. However, there are times when after several
days, weeks, or months, you find the true reason and proper market belief about why your trade
succeeded or failed. It can take a few days or weeks or months to reach that “aha” moment. I am
not saying that I am thinking about trades I placed ten months ago. I try to forget about them and
focus on the present moment. However, there will be trades where you have these nagging
questions about they failed or succeeded and you will only discover those reasons several days,
weeks, or months later. When you discover the reasons, you write them in this column.
submitted by Fox-The-Wise to Forex [link] [comments]

Different Categories of Magic Spells #lovespells

Several clients ask me what the different categories of magic spells there are. There are several but I have narrowed down to the most frequently asked about, although this lengthy article is not all of them. Basically, there are various types of magic spells that you can choose from. Among these are Angel spells, Black Magic spells, Love Spells, Wealth Magic, Xaos, White Magic Spells, Hermetic Magick and Djinn/Demons/Genie.
You can view all of the lists here:

Magic Spell Categories


  1. Angel spells | Angel Spells List

📷

  1. Djinn/Demons/Genie | Djinn Spell List


  1. Black Magic Spells | Black Magic Spells List
The Black Magic Spells is made up of those spells meant for revenging, stealing a partner from another person or to fix or coercively force someone out of a circumstance. The black magic spells comprise of Andras, Andromalius, Black Magick Love Spell, Banish Spell, Demonic Possession, Break-Up Spell, and Infernal Princes of the Hell Love Spell, Destroy an Adversary, Revenge Spell, Necronomicon Black Magic Spell and Steal a Mate. Notably, Black Magic Spells are spells performed for your own good. For instance, in case you desire someone who also belongs to another person, you will need to use Steal a Mate spell to steal them. Another spell like Destroy an Adversary can be used to remove or destroy an opponent or rival for your own good e.g. for love, business or any other gains.

  1. Hermetic Magick | Hermetic Magick Spells List
Hermetic Magick is an essential spell for bringing precisely the sort of power you desire in your life. The energies may include:

📷

  1. Love spells | Love Spells List
These spells are for anyone (both genders) whose heart is focused on someone.


  1. Wealth Magic| Money Spell List


  1. White Magic Spells | White Magic Spell List
The White Magic Spells entails any spell that is about helping oneself or even people. The spells in this category are:


  1. Xaos Magic | Chaos Magic And Izabael Specialized Spells
This is a list of spells comprising of at least 14 specialty spells or some offers that might be available. The highest rated spells in the category are: Chaos Magick Servitor (demons build from scratch), IZABAEL Invocation, Increased Psychic or Astral Ability level 1 and 2, Custom Money or Wealth Spell, Succubus (for seducing men), Custom Curse Spell etc.
You may need any of these spells if you have a special case requires a customized solution.
Want Izabael To Cast a Spell For You?
Visit My Magick Spell Shop

Magic Spells by Izabael DaJinn

originally posted at: https://izabaeldajinn.com/2019/05/different-categories-of-magic-spells
submitted by swingerlover to occultspells [link] [comments]

Amazing Forex News Trading EA ONLY TRADE THE FOREX NEWS WHEN THIS HAPPENS! How To Trade Forex News Release, Real Time Trades, Best Strategy! Webinar: How to trade Forex on news releases FOREX NEWS(MARKET DIRECTION) I made $6000 in less than 5 minutes. Forex news predictions How To Trade Forex With An Economic News Event How to find forex market news  Importance of News in Forex Trading  Forex Trading Guide  TubeGuru TRADING THE NEWS - Live Forex Trading

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