New Alternatives to High-Frequency Trading Software

Best Starting Kits for Algo Trading with C# #fintech #trading #algotrading #quantitative #quant #quants #hft ##markets #hedgefunds #fx #forex #software

Best Starting Kits for Algo Trading with C# #fintech #trading #algotrading #quantitative #quant #quants #hft ##markets #hedgefunds #fx #forex #software submitted by silahian to quant_hft [link] [comments]

How much money would it cost to setup high-frequency trading?

I worked with many HFT startups and I have a pretty good idea of the initial costs that such trading shops have.
Data: High-frequency strategies are data-intensive, so you need to get the best data providers at the tick level (level 3). That’s expensive. Depending on the market you are in (forex, futures, bonds, etc) the cost could vary. FX is even more complex, because of its highly fragmented nature, so they will need to have a broad view of all of them. Each provider cost could start from $5k per month each, up to $50k per month
Servers: You will need power. A decent server (please don’t use the cloud), could cost you 20k at least. It needs to have 32-cores at least. You can rent a dedicated server, and its cost could start from $2k per month
Collocation: That powerful server must be placed inside a collocated environment. The idea is to reduce the latency as much as you can, so being close to the exchanges/venues is the best choice. These data centers will charge you for your server space and for the connectivity you use (cross-connection). This varies considerably depending on the markets you are in.
Software: this would be the most expensive piece of your setup. Remember, that the software is the brain of your operation. Not only needs to get ALL the data from the exchanges/venues but normalize it, store it, manipulate it, and prepare it to be consumed by your strategies(s) that will be doing tons of different calculations based on the data they receive. And all that must be done in a fraction of milliseconds (hopefully within 10–50 microseconds)
On top of that, you must be sure, that you will have all the different modules in place: price aggregators, order management systems (OMS), execution management systems (EMS), smart order routing (SOR), liquidity manager (LM), risk management systems (RMS). and any interface you may need (to databases, storage, monitoring systems, reporting, etc)
Cost-wise, all of this will depends on what you choose. If you go with an off-the-shelf solution (not recommended, cheaper, you don’t own anything, slow), or you start your own development (time to market +1 year, very costly). The cost could vary between $300K to $1M
People: you will need human resources. This is not a one-guy operation. You will need to have software engineers, quantitative analysts, and researchers. Think about 150k /year at the low end.
Brokers/Prime Brokers: you will need to open up a brokerage account to have access to the trading venues. They will require you to have a minimum capital to trade (besides the commissions/fees they may charge). So, that adds up to your initial setup cost.
Conclusions
It’s a very lucrative business but is hard to get started. Usually, startups try to start small and grow as they see profits, but that always falls into failure. If you do that, you will fail to have all the above points I’ve listed.
Your initial investment is high, and keeping in mind that after having all these startup costs, all your infrastructure in place, and the software ready to run, your first profitable trades could start to come in after 6 to 12 months of operations.
I hope my question is not as vague as the others…
Please, let me know if I was missing something else, so we can add it to this list 😎

Ariel Silahian
http://www.sisSoftwareFactory.com/blog
submitted by silahian to quant_hft [link] [comments]

Anyone doing automated trading? I really need a piece of advice

Hello everyone!
At the beginning I would like to tell something about how I came here.
I'm 23 years old software developer and I have to admit, that I really like my job, at least for now. It's hard to predict what will happen in next few years, but I think that life is just too short to spend half of it in a 9-5 job living frugal and then spend most of my savings to build a house of my dreams when I'll be about 50 years old and blow my retirement (in my country there is no such thing like 401k, it looks more like a money stealing organization, so I count on myself). This is not how I want to live and it's my main motivation why I started learning to trade.
So I started learning Forex, because of it's liquidity and high leverage. I know it' not the easiest market to undestand, but who said it's going to be easy?
I learned the basics and how it works and I also learned that trading on lower time frames is harder, but it can be much more rewarding. That's what I was looking for.
At the first I was fascinated by price action trading. The concept that I need just a price chart and no indicators sounds cool. But there are some disadvantages:
- There is a really strong human factor. When looking at the chart, someone will say that he sees a buy oportunity and another one that it's clearly short. Chart can be interpreted in many ways when we trade with price action.
- Most volatile periods are when I'm at work, so it's hard for me to practice
I know that price action trading can be very profitable, but I think it just doesn't fit me.
I wondered if I could connect my programming skills with trading and started to learn about algorithmic trading, but there isn't as much resources as in manual trading.
I'm not interested in HFT (High Frequency Trending). It's probably even not possible to make a profitable HFT robot for a normal person without super fast internet and close connection to source. I would like to make a trend catcher for lower time frames that would make just a few trades a day. I learned some mql4, made my first trading robot (not very effective), wrote some indicators to notice some correlations and I'm just playing a bit right now.
But I think that it's time to pause and think about it. Now it's time for my questions (finally).
Basically, there are two main opinions:
  1. To write a profitable robot, you need to know as much as possible about how markets work, how they work together on a very deep level. Learn and read everything and maybe in a few years you will know enough to gain profit from it.
  2. Most profitable robots are as simple as possible. Just stick to technical analysis, risk management, probability etc.

What' your opinion about that? And more importantly, is it worth to give it a shot? Sometimes I think that I just waste my time, because I know I can make a lot of money as a software developer and I should focus to improve myself in that particular thing. But it was never about money. It's all about freedom. I want to travel, I want to drive cars most people can't afford (not to show off, I just love driving) and build a house without spending savings of my life on it.
I will appreciate any feedback :)
submitted by Eksagnem to Daytrading [link] [comments]

High-Frequency Trading and Crypto Dark Pools: How Do They Work? - Coindoo

fintech #trading #algotrading #quantitative #quant #quants #forex #cryptos #bitcoin

High-Frequency Trading and Crypto Dark Pools: How Do They Work?About High-Frequency Trading in Crypto According to Wikipedia, high-frequency trading, or HFT, is a type of algorithmic trading characterized by high speeds, high turnover rates, and high order-to-trade ratios that leverages high-frequency financial data and electronic trading tools.
To put into more day-to-day language, high-frequency trading refers to the usage of specific software that allows traders to make thousands of high-speed trades in a fully automated and efficient way.
This technique of trading has grown alongside the Internet that allowed more and more investors, institutions, and hedge funds to take part. Since cryptocurrencies are a very hot topic these days, high-frequency trading is now starting to appeal more and more to crypto investors from all over the globe. High-Frequency Trading on the Coinbase Source: MediumAbout Crypto Dark Pools The concept of dark pools is not exactly new, as they emerg.....
Continue reading at: https://coindoo.com/high-frequency-trading-and-crypto-dark-pools-how-do-they-work/
submitted by silahian to quant_hft [link] [comments]

27yr SE wanting to change career. Is it too late?

I'm a 27year old Software Engineer working for your typical companies (no big names, but have some corporate and startup experience). It's left a bad impression on me since my first full-time job 6 years ago. Felt like going to prison, every day was just "doing my time." I'd rather do something where my own performance can have a much larger impact on my compensation. I don't want to do senior level engineering work on the salary of a junior, which seems to be the norm these days.
I've been interested in stocks, forex, futures, and crypto since my early twenties. Done some small real & paper trading here and there, but I know it's not really something you can dabble in and expect a success. Ie, you can't be a professional part-time baseball player. Same for trading.
With that in mind, is there any realistic chance of me landing a job at a trading firm? Retail trading seems like a recipe for disaster, and I doubt there is any education or mentorship program available which could rival actual hours working inside of a firm.
Edit: In my google-fu and some reading around this subreddit, it looks like most places are looking for interns. Is there another way, without going through an internship?
Edit2: I focused around Game Development which means I learned: 3d math and calc, along with C/C++/C#, and a bit of AI and machine learning. Games (like HFT) need to be super fast and efficient compared to your standard desktop or mobile app. I wouldn't say I'm a math whiz, but working in software does require a decent level of logical thinking.
submitted by Zerve to FinancialCareers [link] [comments]

Forex Trading

I just graduated with a Bachelors in Economics however I am not satisfied. I want to go into algorithmic trading/HFT and was wondering what major is better. Computer Engineering vs Software Engineering? Hardware seems fascinating to learn but I want to primarily learn algorithms and programming so I can interact with forex brokers API's more efficiently. My mentor suggested computer engineering but intuition tells me software engineering teaches more programming and algorithms. What do you all think?
submitted by Thunderbird93 to computing [link] [comments]

Strategies And Secrets Of High Frequency Trading (HFT) Firms

fintech #trading #algotrading #quantitative #quant #hft #forex #fx #crypto #gbpusd

Strategies And Secrets Of High Frequency Trading (HFT) Firms Secrecy, Strategy and Speed are the terms that best define high frequency trading (HFT) firms and indeed, the financial industry at large as it exists today.
HFT firms are secretive about their ways of operating and keys to success. The important people associated with HFT have shunned limelight and preferred to be lesser known, though that's changing now.
The firms in the HFT business operate through multiple strategies to trade and make money. The strategies include different forms of arbitrage – index arbitrage, volatility arbitrage, statistical arbitrage and merger arbitrage along with global macro, long/short equity, passive market making, and so on.
HFT rely on the ultra fast speed of computer software, data access (NASDAQ TotalView-ITCH, NYSE OpenBook, etc) to important resources and connectivity with minimal latency (delay).
Let’s explore some more about the types of HFT firms, their strategies to make m.....
Continue reading at: https://www.investopedia.com/articles/active-trading/092114/strategies-and-secrets-high-frequency-trading-hft-firms.asp
submitted by silahian to quant_hft [link] [comments]

The best forex arbitrage trading strategy 2019

Hello, dear trader!
ARBITRAGE FOREX DARK POOLS QUOTES BOOK & PRIVATE HFT TRADING TOOLS
Westernpips company is the market leader in arbitrage technology for low-latency traders. Since 2007, we have been working, improving and looking for new ways for algorithmic trading and making profit not only by the participants of our company, but also by our customers, partners and investors. Together with you, we have already come a long way and today our products and services are used all over the world and we are trusted by many large institutional traders because we work for the success of our clients and new achievements in high-frequency algorithmic trading and arbitrage in Forex, CFD`s, the market for futures and crypto currencies.
The Westernpips Group company conducts a number of new developments on working with dark pool and high-speed direct connections via ITCH, FIX, FAST, BINARY and other protocols in order to generate the highly profitable algorithmic technologies in HFT trading.
The best forex arbitrage trading strategy 2019.
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The newest video of our software, updates and trading results you can see on our YouTube channel
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submitted by Rohitpure to u/Rohitpure [link] [comments]

Best Starting Kits for Algo Trading with C# – Hacker Noon

fintech #trading #algotrading #quantitative #quant #quants #hft ##markets #hedgefunds #fx #forex #software

Best Starting Kits for Algo Trading with C# – Hacker NoonAlpacaBlockedUnblockFollowFollowingAug 31, 2018Photo by Nikhil Mitra on UnsplashToday, the world is transforming towards automated fashion, including manufacture, cars, marketing and logistics. Personal investment is no exception. At Alpaca, we are pushing this boundary forward so everyone can enjoy the automated investment world.List of .NET/C# Algo Trading SystemsWhen it comes to algo trading and automated investment, Python is one of the biggest players in the space, but many experts also use .NET/C# for its high performance and robustness. As we did some research on toolset you might look at to start your algo trading, we wanted to share this list for you.Overall, the ecosystem has grown so much lately, and many open sources and tools are available for you at low cost, without much equipment.QuantConnect is one of the most popular online backtesting and live trading services, where you can learn and experiment your trading st..... Continue reading at: https://hackernoon.com/best-starting-kits-for-algo-trading-with-c-52952e3c7522
submitted by silahian to quant_hft [link] [comments]

Commodities traders playing tech catch up - bobsguide.com

fintech #trading #algotrading #quantitative #quant #quants #hft ##markets #hedgefunds #fx #forex

Commodities traders playing tech catch up By Alex Hamilton | 8 March 2019The exponential increase in trading data has become a challenge for traditional commodities venues who “have come late into the electronic age”, according to Bob Mudhar, partner at Citihub Consulting, while the best solution to their issues will be found in artificial intelligence (AI) and machine learning, and not in the cloud.“As trading becomes more electronic, the volumes of market data, orders and trades also increase. Managing this requires investment in newer storage, event handling, and data analytics solutions,” says Mudhar. “Since much of this data is also publicly available, venues also run the risk of falling behind other market participants in understanding the markets they are supporting. Venues that have traded commodity derivatives have tended to be addressing increasing data volumes for much longer than physical venues.”Mudhar says there is little benefit in the cloud, as the software us..... Continue reading at: https://www.bobsguide.com/guide/news/2019/Ma8/commodities-traders-playing-tech-catch-up/
submitted by silahian to quant_hft [link] [comments]

High-Frequency Trading and Crypto Dark Pools: How Do They Work? - Coindoo

fintech #trading #algotrading #quantitative #quant #quants #forex #cryptos #bitcoin

High-Frequency Trading and Crypto Dark Pools: How Do They Work?About High-Frequency Trading in CryptoAccording to Wikipedia, high-frequency trading, or HFT, is a type of algorithmic trading characterized by high speeds, high turnover rates, and high order-to-trade ratios that leverages high-frequency financial data and electronic trading tools.To put into more day-to-day language, high-frequency trading refers to the usage of specific software that allows traders to make thousands of high-speed trades in a fully automated and efficient way.This technique of trading has grown alongside the Internet that allowed more and more investors, institutions, and hedge funds to take part. Since cryptocurrencies are a very hot topic these days, high-frequency trading is now starting to appeal more and more to crypto investors from all over the globe.High-Frequency Trading on the CoinbaseSource: MediumAbout Crypto Dark PoolsThe concept of dark pools is not exactly new, as they emerged somewhere aro..... Continue reading at: https://coindoo.com/high-frequency-trading-and-crypto-dark-pools-how-do-they-work/
submitted by silahian to quant_hft [link] [comments]

JPMorgan Licensing Its Trading Software: Could It Be The Next Big SaaS Company?

fintech #trading #algotrading #quantitative #quant #quants #forex #fx #banks #hedgefunds #hft

Could It Be The Next Big SaaS Company?Share to facebookShare to linkedinThe investment market is becoming increasingly automated, forcing the leading Wall Street firms to come up with out-of-the-box ways to differentiate.Taking a page from the software as a service market, JPMorgan Chase has started licensing its trading software to third parties outside of the company.  It's not a new strategy--BlackRock began licensing its risk analytics program Aladdin in the late 1990’s--but it is one that is growing as the industry gets much more competitive and technology plays a bigger role in investing. One only has to look at the advent of robo advisors as one example of how technology can disrupt a traditional market.  JPMorgan Already Has 208 Clients Licensing Its Platform Dubbed Investment Analytics Platform, JPMorgan’s head of global custody and fund services Teresa Heitsenrether told CNBC in a recent interview that the bank has already signed on 208 large investors and h..... Continue reading at: https://www.forbes.com/sites/donnafuscaldo/2018/11/06/jpmorgan-the-next-saas-company/
submitted by silahian to quant_hft [link] [comments]

Forex Algorithmic Trading Strategies: My Experience | Toptal

fintech #trading #algotrading #quantitative #quant #fx #spot #forex #hft

Forex Algorithmic Trading Strategies: My ExperienceAs you may know, the Foreign Exchange (Forex, or FX) market is used for trading between currency pairs. But you might not be aware that it’s the most liquid market in the world.A few years ago, driven by my curiosity, I took my first steps into the world of Forex algorithmic trading by creating a demo account and playing out simulations (with fake money) on the Meta Trader 4 trading platform.After a week of ‘trading’, I’d almost doubled my money. Spurred on by my own successful algorithmic trading, I dug deeper and eventually signed up for a number of FX forums. Soon, I was spending hours reading about algorithmic trading systems (rule sets that determine whether you should buy or sell), custom indicators, market moods, and more.My First ClientAround this time, coincidentally, I heard that someone was trying to find a software developer to automate a simple trading system. This was back in my college days when I was learning about conc..... Continue reading at: https://www.toptal.com/data-science/algorithmic-trading-a-practical-tale-for-engineers
submitted by silahian to quant_hft [link] [comments]

[uncensored-r/CryptoCurrency] Genesis Vision and why this is one of the most promising projects of 2018 that no one is talking ...

The following post by IAmThe_ParTY is being replicated because some comments within the post(but not the post itself) have been openly removed.
The original post can be found(in censored form) at this link:
np.reddit.com/ CryptoCurrency/comments/7ra59m
The original post's content was as follows:
Genesis Vision, the platform with a spectacular team and advisory board, low coin supply, entering a market valued over 70 trillion dollars adding full transparency for investors!
Current price: $ 21.14 USD Market cap: $ 78 million USD Circulating supply: 3.7 million GVT Total supply: 4.4 million GVT
Exchanges:
Binance Kucoin HitBTC Ether delta
More being added soon
Basic information (1) Genesis Vision is going after an industry that has never been transparent; asset/trust management. Traditional trust management systems are a black box to potential investors. In any event, investors transfer money to a financial manager and then wait to receive profits. They receive a statistic on the use of their assets and the financial manager's performance, but investors have essentially no way to verify this information. Too often, the real situation is understood when the money can no longer be returned. A large number of fraudulent conducts in the trust management market was detected in recent years.
(2) The natural reaction for this situation was tightening the regulations in this sphere. This leads to serious limitations on the potential of market participants and lack of usability. However the global asset market is growing, the amount of funds in management was more than 71 trillion dollars in 2015.
(3) Genesis Vision is a platform (GVP) for the private trust management market, built on blockchain technology and smart contracts. It unites exchanges, brokers, traders, and investors into a decentralized network, making the financial market more global and transparent. They believe that implementation of blockchain will allow the trust management market to achieve transparency and efficiency on the technological level.
In the trust management there are three participants in the market:
  • The Investor, transfers funds to experienced traders who manage their funds.
  • The Manager, a trader or company who trades for investors. They receive a commision from the profit.
  • The Brokers, companies that have the appropriate licenses to carry out brokerage activities. Through brokers, traders have access to trading financial instruments on exchange and over-the-counter markets.
The GVP works as follows; Each manager in the Genesis Vision network has his own cryptocurrency. The process of transferring funds to the manager is carried out by buying a manager's cryptocurrency on the internal exchange. From the manager’s point of view, the trade process will not change. The trader will continue to operate on the exchange or through a broker. Genesis Vision, in turn, represents a common open source of reliable information about the statistics of the network participants' activities and a transparent system of investment and profit distribution, built on smart contracts.
Some advantages for Investors: Investors have access to managers from all over the world; Profit distribution is completely transparent and open; There is better availability of investment portfolios(high-risk, low-risk, etc.); All managers have a real trading history that cannot be faked.
Some advantages for managers: Attract investors from any country; Transparency and fairness of report construction guarantees fair competition between all managers; There is increased investor confidence; Opportunities for promoting your own trading strategy to attract more investors; Managers issue their own branded cryptocurrency.
Some advantages for brokers: Brokers have an opportunity to attract investors from all over the world; Brokers have the right to do any marketing; The system does not require any information about the broker's client base.
Use of Genesis Vision Token (GVT) GVT is a currency of the Genesis Vision Platform and will be used for all investment operations and profit distributions. The platform is the place where investors can purchase and sell managers’ coins. Managers have a limited amount of coins, which depends on their level. Initially, these coins can only be purchased directly from the manager for a fixed price. Afterwards, they can be freely traded among the investors on the internal exchange. In this case, investors determine the price based on supply and demand.
The cost of these coins will depend on the success of a manager’s trading because the manager’s profitable trading makes his/her coins "profitable." So investors want to get a higher price for the coin. This method has several advantages over the traditional scheme of transferring money to a manager’s account: The manager's coin itself is an asset; At any time, the investor can transfesell this cryptocurrency on the internal exchange; The user buys “tangible” coins and can be cashed at any time. When investors purchase coins, GVTs are transferred to a broker's account, where they are converted to required currency and transferred to a manager's trading account. Coin holders receive part of the manager's profits, according to their share, minus the manager's commission and fee. The GVT will be used for all investment operations, profit distributions, and managers’ token trading on the internal exchange.
Token distribution 40%: Development, Support; 30%: Marketing; 15%: Integration, servers, connectivity, auditing; 10%: Legal 5%: Other.
Connecting a Broker The owner of the trading platform needs to install the Genesis Vision software, which is free and distributed with an open license.
Company, Team & Investors The project started on November 20, 2016, when Ruslan Kamenskiy and Dmitry Nazarov won the HackRussia hackathon in the nomination “Finance and Blockchain” with the Genesis Vision project.
At the beginning of 2017, Alexey Kutsenko, CEO of Tools For Brokers joined the team. His fintech company has been operating on the market for eight years and has more than 300 brokers as clients. Alexey helps elaborate strategy for entering the market and manages details of Genesis Vision’s trust management solution.
(4) In total, the project has 10 team members and 14 advisors.
CEO: Ruslan Kamenskiy, 7+ years financial software developer. He developed a trading system for the stock exchange “Saint Petersburg”, was head of the software department of a financial broker company, and implemented HFT strategies for the hedge fund.
(5) CTO: Dmitry Nazarov, 6+ years software developer in international financial organizations, among them are a brokerage company, a stock exchange, and an UK-based foreign exchange company.
(6)Technical lead: Casimir Compaore, 10+ years of development experience, especially in the field of data science. He worked as an Information Technology Officer at African Union Commission and has experience in ASP.NET, Agile/Lean development and is a Microsoft Certified Professional Developer.
(7)Partnerships Tools for Brokers Inc, develops technological solutions for Forex brokers operating on the stock and currency markets since 2009. (8)
Roadmap (1) - 2018 M4: Genesis Vision Alpha finished: Blockchain platform, Integration MetaTrader 4, Client App Alpha, Marketing for attracting partners’ brokers - 2018 M5: Integration MetaTrader 5 - 2018 M7: Integration Fix/Fast - 2018 M9: Genesis Vision Beta finished: Blockchain platform, Integration Crypto Exchange, Client App web - 2018 M11: Client App Mobile Beta - 2019 M1: Genesis Vision V 1.0: Blockchain platform, Stock exchange integration, Mobile and web app, Campaign to attract brokers. - 2019 M2: Campaign to attract managers and investors. - 2019 M7: Client app backoffice for brokers - 2020 M1: Genesis Vision V2.0: Blockchain platform, Bank integration, Mobile and web app
Sources (1): https://genesis.vision/white-paper-eng.pdf (2): http://www.financemagnates.com/forex/regulation/30-million-forex-ponzi-scheme-unveiled/ (3): http://www.agefi.fsites/agefi.ffiles/fichiers/2016/07/bcg-doubling-down-on-data-july-2016_tcm80-2113701.pdf (4): https://www.linkedin.com/in/alexey-kutsenko-59237b78/ (5): https://www.linkedin.com/in/ruslan-kamenskiy/ (6): https://www.linkedin.com/in/dmitry-nazarov-01b382105/ (7): https://www.linkedin.com/in/casimircompaore/ (8): http://www.t4b.com/
Source: Wolfpack research group
Edit: community built website for added information
GVT community
submitted by censorship_notifier to noncensored_bitcoin [link] [comments]

Subreddit Stats: cs7646_fall2017 top posts from 2017-08-23 to 2017-12-10 22:43 PDT

Period: 108.98 days
Submissions Comments
Total 999 10425
Rate (per day) 9.17 95.73
Unique Redditors 361 695
Combined Score 4162 17424

Top Submitters' Top Submissions

  1. 296 points, 24 submissions: tuckerbalch
    1. Project 2 Megathread (optimize_something) (33 points, 475 comments)
    2. project 3 megathread (assess_learners) (27 points, 1130 comments)
    3. For online students: Participation check #2 (23 points, 47 comments)
    4. ML / Data Scientist internship and full time job opportunities (20 points, 36 comments)
    5. Advance information on Project 3 (19 points, 22 comments)
    6. participation check #3 (19 points, 29 comments)
    7. manual_strategy project megathread (17 points, 825 comments)
    8. project 4 megathread (defeat_learners) (15 points, 209 comments)
    9. project 5 megathread (marketsim) (15 points, 484 comments)
    10. QLearning Robot project megathread (12 points, 691 comments)
  2. 278 points, 17 submissions: davebyrd
    1. A little more on Pandas indexing/slicing ([] vs ix vs iloc vs loc) and numpy shapes (37 points, 10 comments)
    2. Project 1 Megathread (assess_portfolio) (34 points, 466 comments)
    3. marketsim grades are up (25 points, 28 comments)
    4. Midterm stats (24 points, 32 comments)
    5. Welcome to CS 7646 MLT! (23 points, 132 comments)
    6. How to interact with TAs, discuss grades, performance, request exceptions... (18 points, 31 comments)
    7. assess_portfolio grades have been released (18 points, 34 comments)
    8. Midterm grades posted to T-Square (15 points, 30 comments)
    9. Removed posts (15 points, 2 comments)
    10. assess_portfolio IMPORTANT README: about sample frequency (13 points, 26 comments)
  3. 118 points, 17 submissions: yokh_cs7646
    1. Exam 2 Information (39 points, 40 comments)
    2. Reformat Assignment Pages? (14 points, 2 comments)
    3. What did the real-life Michael Burry have to say? (13 points, 2 comments)
    4. PSA: Read the Rubric carefully and ahead-of-time (8 points, 15 comments)
    5. How do I know that I'm correct and not just lucky? (7 points, 31 comments)
    6. ML Papers and News (7 points, 5 comments)
    7. What are "question pools"? (6 points, 4 comments)
    8. Explanation of "Regression" (5 points, 5 comments)
    9. GT Github taking FOREVER to push to..? (4 points, 14 comments)
    10. Dead links on the course wiki (3 points, 2 comments)
  4. 67 points, 13 submissions: harshsikka123
    1. To all those struggling, some words of courage! (20 points, 18 comments)
    2. Just got locked out of my apartment, am submitting from a stairwell (19 points, 12 comments)
    3. Thoroughly enjoying the lectures, some of the best I've seen! (13 points, 13 comments)
    4. Just for reference, how long did Assignment 1 take you all to implement? (3 points, 31 comments)
    5. Grade_Learners Taking about 7 seconds on Buffet vs 5 on Local, is this acceptable if all tests are passing? (2 points, 2 comments)
    6. Is anyone running into the Runtime Error, Invalid DISPLAY variable when trying to save the figures as pdfs to the Buffet servers? (2 points, 9 comments)
    7. Still not seeing an ML4T onboarding test on ProctorTrack (2 points, 10 comments)
    8. Any news on when Optimize_Something grades will be released? (1 point, 1 comment)
    9. Baglearner RMSE and leaf size? (1 point, 2 comments)
    10. My results are oh so slightly off, any thoughts? (1 point, 11 comments)
  5. 63 points, 10 submissions: htrajan
    1. Sample test case: missing data (22 points, 36 comments)
    2. Optimize_something test cases (13 points, 22 comments)
    3. Met Burt Malkiel today (6 points, 1 comment)
    4. Heads up: Dataframe.std != np.std (5 points, 5 comments)
    5. optimize_something: graph (5 points, 29 comments)
    6. Schedule still reflecting shortened summer timeframe? (4 points, 3 comments)
    7. Quick clarification about InsaneLearner (3 points, 8 comments)
    8. Test cases using rfr? (3 points, 5 comments)
    9. Input format of rfr (2 points, 1 comment)
    10. [Shameless recruiting post] Wealthfront is hiring! (0 points, 9 comments)
  6. 62 points, 7 submissions: swamijay
    1. defeat_learner test case (34 points, 38 comments)
    2. Project 3 test cases (15 points, 27 comments)
    3. Defeat_Learner - related questions (6 points, 9 comments)
    4. Options risk/reward (2 points, 0 comments)
    5. manual strategy - you must remain in the position for 21 trading days. (2 points, 9 comments)
    6. standardizing values (2 points, 0 comments)
    7. technical indicators - period for moving averages, or anything that looks past n days (1 point, 3 comments)
  7. 61 points, 9 submissions: gatech-raleighite
    1. Protip: Better reddit search (22 points, 9 comments)
    2. Helpful numpy array cheat sheet (16 points, 10 comments)
    3. In your experience Professor, Mr. Byrd, which strategy is "best" for trading ? (12 points, 10 comments)
    4. Industrial strength or mature versions of the assignments ? (4 points, 2 comments)
    5. What is the correct (faster) way of doing this bit of pandas code (updating multiple slice values) (2 points, 10 comments)
    6. What is the correct (pythonesque?) way to select 60% of rows ? (2 points, 11 comments)
    7. How to get adjusted close price for funds not publicly traded (TSP) ? (1 point, 2 comments)
    8. Is there a way to only test one or 2 of the learners using grade_learners.py ? (1 point, 10 comments)
    9. OMS CS Digital Career Seminar Series - Scott Leitstein recording available online? (1 point, 4 comments)
  8. 60 points, 2 submissions: reyallan
    1. [Project Questions] Unit Tests for assess_portfolio assignment (58 points, 52 comments)
    2. Financial data, technical indicators and live trading (2 points, 8 comments)
  9. 59 points, 12 submissions: dyllll
    1. Please upvote helpful posts and other advice. (26 points, 1 comment)
    2. Books to further study in trading with machine learning? (14 points, 9 comments)
    3. Is Q-Learning the best reinforcement learning method for stock trading? (4 points, 4 comments)
    4. Any way to download the lessons? (3 points, 4 comments)
    5. Can a TA please contact me? (2 points, 7 comments)
    6. Is the vectorization code from the youtube video available to us? (2 points, 2 comments)
    7. Position of webcam (2 points, 15 comments)
    8. Question about assignment one (2 points, 5 comments)
    9. Are udacity quizzes recorded? (1 point, 2 comments)
    10. Does normalization of indicators matter in a Q-Learner? (1 point, 7 comments)
  10. 56 points, 2 submissions: jan-laszlo
    1. Proper git workflow (43 points, 19 comments)
    2. Adding you SSH key for password-less access to remote hosts (13 points, 7 comments)
  11. 53 points, 1 submission: agifft3_omscs
    1. [Project Questions] Unit Tests for optimize_something assignment (53 points, 94 comments)
  12. 50 points, 16 submissions: BNielson
    1. Regression Trees (7 points, 9 comments)
    2. Two Interpretations of RFR are leading to two different possible Sharpe Ratios -- Need Instructor clarification ASAP (5 points, 3 comments)
    3. PYTHONPATH=../:. python grade_analysis.py (4 points, 7 comments)
    4. Running on Windows and PyCharm (4 points, 4 comments)
    5. Studying for the midterm: python questions (4 points, 0 comments)
    6. Assess Learners Grader (3 points, 2 comments)
    7. Manual Strategy Grade (3 points, 2 comments)
    8. Rewards in Q Learning (3 points, 3 comments)
    9. SSH/Putty on Windows (3 points, 4 comments)
    10. Slight contradiction on ProctorTrack Exam (3 points, 4 comments)
  13. 49 points, 7 submissions: j0shj0nes
    1. QLearning Robot - Finalized and Released Soon? (18 points, 4 comments)
    2. Flash Boys, HFT, frontrunning... (10 points, 3 comments)
    3. Deprecations / errata (7 points, 5 comments)
    4. Udacity lectures via GT account, versus personal account (6 points, 2 comments)
    5. Python: console-driven development (5 points, 5 comments)
    6. Buffet pandas / numpy versions (2 points, 2 comments)
    7. Quant research on earnings calls (1 point, 0 comments)
  14. 45 points, 11 submissions: Zapurza
    1. Suggestion for Strategy learner mega thread. (14 points, 1 comment)
    2. Which lectures to watch for upcoming project q learning robot? (7 points, 5 comments)
    3. In schedule file, there is no link against 'voting ensemble strategy'? Scheduled for Nov 13-20 week (6 points, 3 comments)
    4. How to add questions to the question bank? I can see there is 2% credit for that. (4 points, 5 comments)
    5. Scratch paper use (3 points, 6 comments)
    6. The big short movie link on you tube says the video is not available in your country. (3 points, 9 comments)
    7. Distance between training data date and future forecast date (2 points, 2 comments)
    8. News affecting stock market and machine learning algorithms (2 points, 4 comments)
    9. pandas import in pydev (2 points, 0 comments)
    10. Assess learner server error (1 point, 2 comments)
  15. 43 points, 23 submissions: chvbs2000
    1. Is the Strategy Learner finalized? (10 points, 3 comments)
    2. Test extra 15 test cases for marketsim (3 points, 12 comments)
    3. Confusion between the term computing "back-in time" and "going forward" (2 points, 1 comment)
    4. How to define "each transaction"? (2 points, 4 comments)
    5. How to filling the assignment into Jupyter Notebook? (2 points, 4 comments)
    6. IOError: File ../data/SPY.csv does not exist (2 points, 4 comments)
    7. Issue in Access to machines at Georgia Tech via MacOS terminal (2 points, 5 comments)
    8. Reading data from Jupyter Notebook (2 points, 3 comments)
    9. benchmark vs manual strategy vs best possible strategy (2 points, 2 comments)
    10. global name 'pd' is not defined (2 points, 4 comments)
  16. 43 points, 15 submissions: shuang379
    1. How to test my code on buffet machine? (10 points, 15 comments)
    2. Can we get the ppt for "Decision Trees"? (8 points, 2 comments)
    3. python question pool question (5 points, 6 comments)
    4. set up problems (3 points, 4 comments)
    5. Do I need another camera for scanning? (2 points, 9 comments)
    6. Is chapter 9 covered by the midterm? (2 points, 2 comments)
    7. Why grade_analysis.py could run even if I rm analysis.py? (2 points, 5 comments)
    8. python question pool No.48 (2 points, 6 comments)
    9. where could we find old versions of the rest projects? (2 points, 2 comments)
    10. where to put ml4t-libraries to install those libraries? (2 points, 1 comment)
  17. 42 points, 14 submissions: larrva
    1. is there a mistake in How-to-learn-a-decision-tree.pdf (7 points, 7 comments)
    2. maximum recursion depth problem (6 points, 10 comments)
    3. [Urgent]Unable to use proctortrack in China (4 points, 21 comments)
    4. manual_strategynumber of indicators to use (3 points, 10 comments)
    5. Assignment 2: Got 63 points. (3 points, 3 comments)
    6. Software installation workshop (3 points, 7 comments)
    7. question regarding functools32 version (3 points, 3 comments)
    8. workshop on Aug 31 (3 points, 8 comments)
    9. Mount remote server to local machine (2 points, 2 comments)
    10. any suggestion on objective function (2 points, 3 comments)
  18. 41 points, 8 submissions: Ran__Ran
    1. Any resource will be available for final exam? (19 points, 6 comments)
    2. Need clarification on size of X, Y in defeat_learners (7 points, 10 comments)
    3. Get the same date format as in example chart (4 points, 3 comments)
    4. Cannot log in GitHub Desktop using GT account? (3 points, 3 comments)
    5. Do we have notes or ppt for Time Series Data? (3 points, 5 comments)
    6. Can we know the commission & market impact for short example? (2 points, 7 comments)
    7. Course schedule export issue (2 points, 15 comments)
    8. Buying/seeking beta v.s. buying/seeking alpha (1 point, 6 comments)
  19. 38 points, 4 submissions: ProudRamblinWreck
    1. Exam 2 Study topics (21 points, 5 comments)
    2. Reddit participation as part of grade? (13 points, 32 comments)
    3. Will birds chirping in the background flag me on Proctortrack? (3 points, 5 comments)
    4. Midterm Study Guide question pools (1 point, 2 comments)
  20. 37 points, 6 submissions: gatechben
    1. Submission page for strategy learner? (14 points, 10 comments)
    2. PSA: The grading script for strategy_learner changed on the 26th (10 points, 9 comments)
    3. Where is util.py supposed to be located? (8 points, 8 comments)
    4. PSA:. The default dates in the assignment 1 template are not the same as the examples on the assignment page. (2 points, 1 comment)
    5. Schedule: Discussion of upcoming trading projects? (2 points, 3 comments)
    6. [defeat_learners] More than one column for X? (1 point, 1 comment)
  21. 37 points, 3 submissions: jgeiger
    1. Please send/announce when changes are made to the project code (23 points, 7 comments)
    2. The Big Short on Netflix for OMSCS students (week of 10/16) (11 points, 6 comments)
    3. Typo(?) for Assess_portfolio wiki page (3 points, 2 comments)
  22. 35 points, 10 submissions: ltian35
    1. selecting row using .ix (8 points, 9 comments)
    2. Will the following 2 topics be included in the final exam(online student)? (7 points, 4 comments)
    3. udacity quiz (7 points, 4 comments)
    4. pdf of lecture (3 points, 4 comments)
    5. print friendly version of the course schedule (3 points, 9 comments)
    6. about learner regression vs classificaiton (2 points, 2 comments)
    7. is there a simple way to verify the correctness of our decision tree (2 points, 4 comments)
    8. about Building an ML-based forex strategy (1 point, 2 comments)
    9. about technical analysis (1 point, 6 comments)
    10. final exam online time period (1 point, 2 comments)
  23. 33 points, 2 submissions: bhrolenok
    1. Assess learners template and grading script is now available in the public repository (24 points, 0 comments)
    2. Tutorial for software setup on Windows (9 points, 35 comments)
  24. 31 points, 4 submissions: johannes_92
    1. Deadline extension? (26 points, 40 comments)
    2. Pandas date indexing issues (2 points, 5 comments)
    3. Why do we subtract 1 from SMA calculation? (2 points, 3 comments)
    4. Unexpected number of calls to query, sum=20 (should be 20), max=20 (should be 1), min=20 (should be 1) -bash: syntax error near unexpected token `(' (1 point, 3 comments)
  25. 30 points, 5 submissions: log_base_pi
    1. The Massive Hedge Fund Betting on AI [Article] (9 points, 1 comment)
    2. Useful Python tips and tricks (8 points, 10 comments)
    3. Video of overview of remaining projects with Tucker Balch (7 points, 1 comment)
    4. Will any material from the lecture by Goldman Sachs be covered on the exam? (5 points, 1 comment)
    5. What will the 2nd half of the course be like? (1 point, 8 comments)
  26. 30 points, 4 submissions: acschwabe
    1. Assignment and Exam Calendar (ICS File) (17 points, 6 comments)
    2. Please OMG give us any options for extra credit (8 points, 12 comments)
    3. Strategy learner question (3 points, 1 comment)
    4. Proctortrack: Do we need to schedule our test time? (2 points, 10 comments)
  27. 29 points, 9 submissions: _ant0n_
    1. Next assignment? (9 points, 6 comments)
    2. Proctortrack Onboarding test? (6 points, 11 comments)
    3. Manual strategy: Allowable positions (3 points, 7 comments)
    4. Anyone watched Black Scholes documentary? (2 points, 16 comments)
    5. Buffet machines hardware (2 points, 6 comments)
    6. Defeat learners: clarification (2 points, 4 comments)
    7. Is 'optimize_something' on the way to class GitHub repo? (2 points, 6 comments)
    8. assess_portfolio(... gen_plot=True) (2 points, 8 comments)
    9. remote job != remote + international? (1 point, 15 comments)
  28. 26 points, 10 submissions: umersaalis
    1. comments.txt (7 points, 6 comments)
    2. Assignment 2: report.pdf (6 points, 30 comments)
    3. Assignment 2: report.pdf sharing & plagiarism (3 points, 12 comments)
    4. Max Recursion Limit (3 points, 10 comments)
    5. Parametric vs Non-Parametric Model (3 points, 13 comments)
    6. Bag Learner Training (1 point, 2 comments)
    7. Decision Tree Issue: (1 point, 2 comments)
    8. Error in Running DTLearner and RTLearner (1 point, 12 comments)
    9. My Results for the four learners. Please check if you guys are getting values somewhat near to these. Exact match may not be there due to randomization. (1 point, 4 comments)
    10. Can we add the assignments and solutions to our public github profile? (0 points, 7 comments)
  29. 26 points, 6 submissions: abiele
    1. Recommended Reading? (13 points, 1 comment)
    2. Number of Indicators Used by Actual Trading Systems (7 points, 6 comments)
    3. Software Install Instructions From TA's Video Not Working (2 points, 2 comments)
    4. Suggest that TA/Instructor Contact Info Should be Added to the Syllabus (2 points, 2 comments)
    5. ML4T Software Setup (1 point, 3 comments)
    6. Where can I find the grading folder? (1 point, 4 comments)
  30. 26 points, 6 submissions: tomatonight
    1. Do we have all the information needed to finish the last project Strategy learner? (15 points, 3 comments)
    2. Does anyone interested in cryptocurrency trading/investing/others? (3 points, 6 comments)
    3. length of portfolio daily return (3 points, 2 comments)
    4. Did Michael Burry, Jamie&Charlie enter the short position too early? (2 points, 4 comments)
    5. where to check participation score (2 points, 1 comment)
    6. Where to collect the midterm exam? (forgot to take it last week) (1 point, 3 comments)
  31. 26 points, 3 submissions: hilo260
    1. Is there a template for optimize_something on GitHub? (14 points, 3 comments)
    2. Marketism project? (8 points, 6 comments)
    3. "Do not change the API" (4 points, 7 comments)
  32. 26 points, 3 submissions: niufen
    1. Windows Server Setup Guide (23 points, 16 comments)
    2. Strategy Learner Adding UserID as Comment (2 points, 2 comments)
    3. Connect to server via Python Error (1 point, 6 comments)
  33. 26 points, 3 submissions: whoyoung99
    1. How much time you spend on Assess Learner? (13 points, 47 comments)
    2. Git clone repository without fork (8 points, 2 comments)
    3. Just for fun (5 points, 1 comment)
  34. 25 points, 8 submissions: SharjeelHanif
    1. When can we discuss defeat learners methods? (10 points, 1 comment)
    2. Are the buffet servers really down? (3 points, 2 comments)
    3. Are the midterm results in proctortrack gone? (3 points, 3 comments)
    4. Will these finance topics be covered on the final? (3 points, 9 comments)
    5. Anyone get set up with Proctortrack? (2 points, 10 comments)
    6. Incentives Quiz Discussion (2-01, Lesson 11.8) (2 points, 3 comments)
    7. Anyone from Houston, TX (1 point, 1 comment)
    8. How can I trace my error back to a line of code? (assess learners) (1 point, 3 comments)
  35. 25 points, 5 submissions: jlamberts3
    1. Conda vs VirtualEnv (7 points, 8 comments)
    2. Cool Portfolio Backtesting Tool (6 points, 6 comments)
    3. Warren Buffett wins $1M bet made a decade ago that the S&P 500 stock index would outperform hedge funds (6 points, 12 comments)
    4. Windows Ubuntu Subsystem Putty Alternative (4 points, 0 comments)
    5. Algorithmic Trading Of Digital Assets (2 points, 0 comments)
  36. 25 points, 4 submissions: suman_paul
    1. Grade statistics (9 points, 3 comments)
    2. Machine Learning book by Mitchell (6 points, 11 comments)
    3. Thank You (6 points, 6 comments)
    4. Assignment1 ready to be cloned? (4 points, 4 comments)
  37. 25 points, 3 submissions: Spareo
    1. Submit Assignments Function (OS X/Linux) (15 points, 6 comments)
    2. Quantsoftware Site down? (8 points, 38 comments)
    3. ML4T_2017Spring folder on Buffet server?? (2 points, 5 comments)
  38. 24 points, 14 submissions: nelsongcg
    1. Is it realistic for us to try to build our own trading bot and profit? (6 points, 21 comments)
    2. Is the risk free rate zero for any country? (3 points, 7 comments)
    3. Models and black swans - discussion (3 points, 0 comments)
    4. Normal distribution assumption for options pricing (2 points, 3 comments)
    5. Technical analysis for cryptocurrency market? (2 points, 4 comments)
    6. A counter argument to models by Nassim Taleb (1 point, 0 comments)
    7. Are we demandas to use the sample for part 1? (1 point, 1 comment)
    8. Benchmark for "trusting" your trading algorithm (1 point, 5 comments)
    9. Don't these two statements on the project description contradict each other? (1 point, 2 comments)
    10. Forgot my TA (1 point, 6 comments)
  39. 24 points, 11 submissions: nurobezede
    1. Best way to obtain survivor bias free stock data (8 points, 1 comment)
    2. Please confirm Midterm is from October 13-16 online with proctortrack. (5 points, 2 comments)
    3. Are these DTlearner Corr values good? (2 points, 6 comments)
    4. Testing gen_data.py (2 points, 3 comments)
    5. BagLearner of Baglearners says 'Object is not callable' (1 point, 8 comments)
    6. DTlearner training RMSE none zero but almost there (1 point, 2 comments)
    7. How to submit analysis using git and confirm it? (1 point, 2 comments)
    8. Passing kwargs to learners in a BagLearner (1 point, 5 comments)
    9. Sampling for bagging tree (1 point, 8 comments)
    10. code failing the 18th test with grade_learners.py (1 point, 6 comments)
  40. 24 points, 4 submissions: AeroZach
    1. questions about how to build a machine learning system that's going to work well in a real market (12 points, 6 comments)
    2. Survivor Bias Free Data (7 points, 5 comments)
    3. Genetic Algorithms for Feature selection (3 points, 5 comments)
    4. How far back can you train? (2 points, 2 comments)
  41. 23 points, 9 submissions: vsrinath6
    1. Participation check #3 - Haven't seen it yet (5 points, 5 comments)
    2. What are the tasks for this week? (5 points, 12 comments)
    3. No projects until after the mid-term? (4 points, 5 comments)
    4. Format / Syllabus for the exams (2 points, 3 comments)
    5. Has there been a Participation check #4? (2 points, 8 comments)
    6. Project 3 not visible on T-Square (2 points, 3 comments)
    7. Assess learners - do we need to check is method implemented for BagLearner? (1 point, 4 comments)
    8. Correct number of days reported in the dataframe (should be the number of trading days between the start date and end date, inclusive). (1 point, 0 comments)
    9. RuntimeError: Invalid DISPLAY variable (1 point, 2 comments)
  42. 23 points, 8 submissions: nick_algorithm
    1. Help with getting Average Daily Return Right (6 points, 7 comments)
    2. Hint for args argument in scipy minimize (5 points, 2 comments)
    3. How do you make money off of highly volatile (high SDDR) stocks? (4 points, 5 comments)
    4. Can We Use Code Obtained from Class To Make Money without Fear of Being Sued (3 points, 6 comments)
    5. Is the Std for Bollinger Bands calculated over the same timespan of the Moving Average? (2 points, 2 comments)
    6. Can't run grade_learners.py but I'm not doing anything different from the last assignment (?) (1 point, 5 comments)
    7. How to determine value at terminal node of tree? (1 point, 1 comment)
    8. Is there a way to get Reddit announcements piped to email (or have a subsequent T-Square announcement published simultaneously) (1 point, 2 comments)
  43. 23 points, 1 submission: gong6
    1. Is manual strategy ready? (23 points, 6 comments)
  44. 21 points, 6 submissions: amchang87
    1. Reason for public reddit? (6 points, 4 comments)
    2. Manual Strategy - 21 day holding Period (4 points, 12 comments)
    3. Sharpe Ratio (4 points, 6 comments)
    4. Manual Strategy - No Position? (3 points, 3 comments)
    5. ML / Manual Trader Performance (2 points, 0 comments)
    6. T-Square Submission Missing? (2 points, 3 comments)
  45. 21 points, 6 submissions: fall2017_ml4t_cs_god
    1. PSA: When typing in code, please use 'formatting help' to see how to make the code read cleaner. (8 points, 2 comments)
    2. Why do Bollinger Bands use 2 standard deviations? (5 points, 20 comments)
    3. How do I log into the [email protected]? (3 points, 1 comment)
    4. Is midterm 2 cumulative? (2 points, 3 comments)
    5. Where can we learn about options? (2 points, 2 comments)
    6. How do you calculate the analysis statistics for bps and manual strategy? (1 point, 1 comment)
  46. 21 points, 5 submissions: Jmitchell83
    1. Manual Strategy Grades (12 points, 9 comments)
    2. two-factor (3 points, 6 comments)
    3. Free to use volume? (2 points, 1 comment)
    4. Is MC1-Project-1 different than assess_portfolio? (2 points, 2 comments)
    5. Online Participation Checks (2 points, 4 comments)
  47. 21 points, 5 submissions: Sergei_B
    1. Do we need to worry about missing data for Asset Portfolio? (14 points, 13 comments)
    2. How do you get data from yahoo in panda? the sample old code is below: (2 points, 3 comments)
    3. How to fix import pandas as pd ImportError: No module named pandas? (2 points, 4 comments)
    4. Python Practice exam Question 48 (2 points, 2 comments)
    5. Mac: "virtualenv : command not found" (1 point, 2 comments)
  48. 21 points, 3 submissions: mharrow3
    1. First time reddit user .. (17 points, 37 comments)
    2. Course errors/types (2 points, 2 comments)
    3. Install course software on macOS using Vagrant .. (2 points, 0 comments)
  49. 20 points, 9 submissions: iceguyvn
    1. Manual strategy implementation for future projects (4 points, 15 comments)
    2. Help with correlation calculation (3 points, 15 comments)
    3. Help! maximum recursion depth exceeded (3 points, 10 comments)
    4. Help: how to index by date? (2 points, 4 comments)
    5. How to attach a 1D array to a 2D array? (2 points, 2 comments)
    6. How to set a single cell in a 2D DataFrame? (2 points, 4 comments)
    7. Next assignment after marketsim? (2 points, 4 comments)
    8. Pythonic way to detect the first row? (1 point, 6 comments)
    9. Questions regarding seed (1 point, 1 comment)
  50. 20 points, 3 submissions: JetsonDavis
    1. Push back assignment 3? (10 points, 14 comments)
    2. Final project (9 points, 3 comments)
    3. Numpy versions (1 point, 2 comments)
  51. 20 points, 2 submissions: pharmerino
    1. assess_portfolio test cases (16 points, 88 comments)
    2. ML4T Assignments (4 points, 6 comments)

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  8. Project 2 Megathread (optimize_something) by tuckerbalch (33 points, 475 comments)
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HFT Shield Review So Is HFT Shield Software SCAM Or LEGIT? High Frequency Trading System! The Truth About HFT Shield By Howard Young Review

Hey! Read This HFT Shield Review To Discover the Secrets about HFT Shield in this HFT Shield review! So What is HFT Shield Software all about? So Does HFT Shield Actually Work? Is HFT Shield Software scam or does it really work?
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Introduction and

We began working on an tech idea to solve some of the communication and ForEx problems encountered in Venezuela and places of geopolitical instability like it. Our white paper proposes borrowing from each of the projects / ideas listed below to implement a 3rd World Deployment of a Mesh Data Network that would combine the decentralized money transfer model, mesh networking and swarm logic technologies to implement a community run mobile and land network that pays you for being a part of the system.
Create a community to discuss the details for the more technical aspects such as: Editing the White Paper
Austrian Economic Emphasis in incentive structure (to Altcoin or not to Altcoin??)
Code Development and Implementation methods
Cryptocurrency Integration
Prioritization & Task breakdown
Development of the Software
Development of the Hardware
Seek Investment
Alpha Deployment (Software Only)
Beta Deployment (Field trial)
Here are the projects proposed to be used as inspiration for the development of this idea:
OpenLibernet - Take Back The Internet http://openlibernet.org/
Products | Flutter Wireless - Arduino with 1km+ range on Kickstarter http://www.flutterwireless.com/
MaidSafe - The New Decentralized Internet http://maidsafe.net/
PhoneCoin (aka FoneCoin, BellCoin, SmartCoin, NetCoin, MeshCoin) https://bitcointalk.org/index.php?topic=309872.0
OpenGarden - Fixing the mobile Internet. Together. https://opengarden.com/
LIRA: Lightweight Incentivized Routing for Anonymity http://cryptome.org/2013/09/tor-lira.pdf
Cjdns http://cjdns.info
Byzantium http://project-byzantium.org/
Bitcoin J https://en.bitcoin.it/wiki/Bitcoinj
Hyperboria http://hyperboria.net/
This could be huge for places like Venezuela, Turkey, Ukraine, etc... We already sent a contact note to OpenLibernet as an interested collaborators.
Integration with Bluetooth / Wi-Fi / Flutter network home router add on would create quite a robust network. However the network should try to be radio-agnostic in design.
Seek collaboration and or integration with existing mesh or cryptocurrency projects like OpenGarden (plug and play)?
Additional Community Revenue Streams:
Hardware Sales: Antennae / Radio (like Flutter) Nodes (like Brck) Hardware SIM card & micro sd cards can be used as a physical encrypted keys for added security
Software Support: Service Development Macro Maintenance
Other Possible Uses: HFT liquidity and volume supplier
Thank you for your time in review of this idea.
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[Table] IAmA: I am Timothy Sykes: Ask Me Anything

Verified? (This bot cannot verify AMAs just yet)
Date: 2014-04-22
Link to submission (Has self-text)
Questions Answers
So you've managed to be in the green during the years when any idiot could throw darts at a dart board for stock picks and derive gains. What happens when a bear market comes along? LOL I love my haters/doubters, why are u all so inept? I do BETTER IN BEAR MARKETS, I'M A SHORT SELLER YOU MORON! LOLOLOLOLOL.
You also manage less than $4M and only have $1M in your trading accounts right now. I wouldn't trust a lot of the people I know with more than that in their accounts for advice (and neither would they, that's why their money is managed by others). So, what exactly is it that makes you qualified to give advice for long term success for other investors to follow you? I could trade with $20 million and probly make $10-15 mil/year but then i wouldnt be able to teach which i love more.
Do you know the success rate of all of your subscribers as a whole, including the ones that didn't stick through your "program", do you have any stats? Not just the two millionaires? U can see alll my students trades, add up the profits, go fetch, Link to profit.ly
LOL I love my haters/doubters, why are u all so inept? I do BETTER IN BEAR MARKETS, I'M A SHORT SELLER YOU MORON! LOLOLOLOLOL. As a sell-side analyst who has worked on Wall Street for several years and has met analysts and portfolio managers at the largest hedge funds and investment banks in the world, I'd like to ask everyone reading this a question: would you entrust your life savings to a guy who talks like this? Do you think the people at Goldman Sachs or Third Point talk like this? The good thing is i dont manage other people's money, all i do is teach lessons i've learned over 15 years...ignore my rules at your own risk, nobody forces u to learn them...
How did that hedge fund you started work out? I was the #1 ranked short bias hedge fund for 3 years and then tried investing as i got too greedy...overall made 2%/year over 4 years, still #1 ranked in my category, see details Link to tim.ly i accept your apology for your laziness.
I do BETTER IN BEAR MARKETS. Have you traded in a bear market before? Because to me it looks like you started trading shortly after the crash. i could trade with $20 million and probly make $10-15 mil/year. Then why not put more money into your trading account, it's not like holding more than half your in assets in cash is somehow going to improve your awesome performance? but then i wouldnt be able to teach which i love more. If you love it so much, why don't you offer it at a more discounted rate than $1200/year per person? For that much money most people could buy all the best investing books on the shelves. Are yours somehow better than everyone who has come before you? As well, at $1200/year, if you only have 10k in your account, that's 12%/year. For 12% a year you could hire some of the best money managers in the world, or even for a flat rate fee, you could find at least a half-decent financial planner. What advantages do you offer over those people? u can see alll my students trades, add up the profits. After factoring in relative risk, and performance relative to the market, how does this fare? I mean if all your students at so successful why not display that front and center on your page, I'm sure it'd draw in more customers and there would be more faith in your advice. Your own success and the success of a few hand picked students isn't a lot to go on. How do you become a better sprinter, do you ask the world's fastest sprinter, or their coaches? Do you judge these coaches based on the performance of the most skilled students (who likely had an innate ability to begin with), or do you assess them based on the sustained increase in performance across the board, relative to other coaches? Generally the guy with $500k in his bank account is going to have an easier time making 1M than the guy with $5k in his account is. I'm not hating on you, I'm just asking why some of this data hasn't been gathered to show just how successful your students have been, relative to the rest of the people in the markets they've been trading in. go fetch. Are you aware of what selection bias and survivorship bias are? Also have you considered offering a full refund for people who have blown up their account after buying your books? Where do you see your investment future headed with these sizable gains so quick in your short career? Do you think your performance will compare to that of Berkshire Hathaway, or the Medallion Fund in the long term? Yes i've traded bear markets, i made my 2nd million dollars 2000-2002, u have a long comment but u didnt bother researching me so i have no time for lazy people, sorry!
In the wake of Flash Boys, if you could recreate the market to your specs how would you want it? Single exchange? No maketaker? No darks? Trading pauses? Cancel fees? No Internalization? People whine too much, i could care less about HFTs.
Why does google have more scam accusations than success stories when I search your name? Because i expose scams and those scammers spread lies...already sued one penny stock promoter and won, but their skillset is spreading misinformation on the internet so it works well to smear me...but they couldnt stop Link to tim.ly or Link to tim.ly and as i create more millionaires, more people will realize i'm 100% right...until then let the haterade flowww.
I love how so many of the people asking questions here are ~5 hour old accounts...Got a bunch of your students pumping and dumping your AMA too? I just sent the link out to everyone we dont give a crap about reddit, stupid hater.
My question keeps disappearing for some reason. ??? On a $15,000 account, what position size ($) would you risk, max, and what % gain target would you shoot for to minimize risk in partial fills/no-fills? I know this depends greatly on volume. I answered it in long before, no time for double questions.
You are quite the heartless prick. You publicly laugh at all the traders when your short brigade tanks a stock price. Has anyone recognized you in public, walked up and threatened you? Nah actually everyone who meets me is very thankful for my tireless work and EDUCATION...anyone who hates on education deserves to be poor.
Do you want to eventually settle down with a wife and have kids and get out of the spotlight?? And do you ever get tired of the fame? Of course but i never get tired of trading/teaching.
What indicators do you use to find earnings/contract winners? What news sources do you read through? How do you find them? Go watch Link to timothysykes.com
2pac or biggie? Eminem.
If you're so fucking rich why do you need to sell shit? Why did you make this AMA? To get more customers. Those who can't do, teach. Link to www.timothysykes.com
You're a typical lazy, inept hater, u accuse before u do research, sad.
Tim, big fan, love the instagram photos. Quick question, why not use options to position for trades (assuming they are availalbe in a particular name at all), rather than long/short? I've had problems getting margin approval (long story) even though i make six figures a year, so buying calls and puts is where im at right now. thoughts? Less serious question, "on a scale of Moses to Hitler" (Andy Samburg quote), how Jewish do you consider yourself? Favorite brand of coffee? Favorite toy? My stocks arent usually optionable, oh how i wish they were :) i dont drink coffee and no time for toys.
TIM SYKES. If you had a son or daughter, which majors would you want them to study? STEM field? Liberal arts? Other. Pic related: Link to i.imgur.com. College is useless, I'd want them to live and learn in the real world.
How was the conversation with Wolf when you guys ended the little Twitter war? What caused that whole mess? It was me probing whether he was a stock promoter or not and i'm confident that he's just a naive newbie.
Are you familiar with BullsOnWallstreet? What do you think of their trading education, chatroom, and hedgefund? Yah, nice guys but i dont know their teachings/track record, try to get them to post publicly on profitly.
What % of your income is from trading, what % from subscribers/dvds/marketing etc.? Link to mixergy.com
Hi Tim, what advice would you give a new trader with a very small account ~$500. on the best way to grow the account over time? Focus on volatile stocks and realize my top student started with just $1500 and turned it into $1.71 million in 3 years...anything is possible if u study and work ahrd.
Tim, what is the tech analysis software you use in all of your video lessons. Is it thinkorswim? Its Etrade PRO but I don't recommend them -- I only use them as I'm superstitious and have made too many millions of dollars with them over 15 years...Otherwise I'd recommend Link to stockstotrade.co as it has great scanning/screening tools too.
Tim, as happy as I've been with my Silver sub so far, I was a day trader for four years in forex and am a bit burned out on it. But I do love swing and positional trading and have really fallen in love with options over the last six months. Right now I am thisclose to buying Tim Longterm. Do you get a lot of optional stocks in the TL program? Cool yes timlongterm has more optional stocks.
How did you become interested in the stock market? Read Link to timothysykes.com
How has your self-made wealth changed your lifestyle? Yes i live very well now :)
Where do you see yourself in five years? Depends how many millionaire students i can create.
Was trading stocks your first career choice? I never thought about careers, i just made a ton of $ when i was young and liked doing that so i wanted to do it more.
Tim, I've been a silver sub for about three weeks now and have made some nice trades and done well so far, including a sweet +13% on ARTX (would have made more if I'd waited for it to break support). But I haven't seen any of the big-spike penny pumps happening so far. How often do you see them happening? Cool, big spike penny pumps were every day in dec, jan, feb...they'll be back but u just missed the busiest season in 15 years.
How would you invest / what would you buy for $100 ? I'd buy a good sushi lunch for that amount, it's too low for stocks.
How much does it cost to become one of your students? Go look Link to timothysykes.com prices rising soon too so i'd lock in current prices for life if i were u.
I should've clarified, how much is it to become one of your millionaire challenge students? Depends, we offer different options, gotta apply and be accepted first anyway.
Differences between the Tim Sykes Challenge and the silver membership? See Link to timothysykes.com
Do you regularly give talks/seminars at colleges and universities. Would you ever consider coming to a smaller university to give a lecture on stock trading and smart investing? Yes hit up Link to timothysykes.com
What do you think about forex? I just started larning about forex, because here in méxico there is not much information about penny stocks; and As i said before I want to make the amount to take you challenge. Too low odds of success for me to care.
How backed up are your email responses for trader challenge requests? And what is the difference between silver and being accepted into the challenge. And by differences i'm referring to benefits. 75,000 emails or so.
Thoughts on fspm? Below technical resistance so its irrelevant.
When you were growing up Tim, in your teens, did you look into the future and want to be wealthy? Was it a dream of yours to be where you are today or did you decide so much later on? Always wanted to be wealthy, thought i needed to go to a good school & get job on wall street to make it happen.
When you first started out.. How did you handle the stress when you weren't trading? I'm having some crazy up days $12k+ and then when I make a shitty trade and lose $3k I wanna throw something... No stress if u stick to rules...i didnt have rules at first and that was stressful...i didnt have a mentor either...luckily for u with me in the picture u now have both :)
Dear Tim, I have a dream of making an automated trading machine out of your system, I have experience and the trading floor access. In your opinion, why shouldn't it work ? (I can automate: market research, stock picks, technical indicators, risk management, money management etc.) Do it up, i'm sure it would work I just havent had the time and I'm more interested in teaching people to be self-sufficient.
When did you start trading? Go read Link to timothysykes.com and stop being so lazy.
Would you accept a deal to start being your student? I sent an email but i'd like to know what do you think, if the answer is not, it's ok; but i want to know what do you think; No time for deals, only looking for dedicated students.
Any plans to expand the conference / speaking opportunities for you and your other gurus? I loved the Vegas event and think there is a large opportunity for smaller, regional Saturday events. Thoughts? Ha nah in person events are a biatch, focus on online teaching is better.
I have to ask how often do you check twitter for hot news/tips? Also have you heard of Mark Gomes he is more like long term investor. I can't do margin on my ira so lose out on a lot of opportunities when trading. Gotta let the funds settle. I could care less about news/tips, I'm ALWAYS searching for good patterns though.
Amazing call on artx I'm now number 1 in my finance class stock game Nice!
I'm 23 years old, looking for stock investment options. What type of stocks should I be looking at with about $500 to spend? Nothing, forget about investing with $500 and learn trading, watch these free videos Link to tim.ly
On a $15,000 account, what position size ($) would you risk, max, and what % gain target would you shoot for to minimize risk in partial fills/no-fills? I know this depends greatly on volume. I am more aggressive in my trading when my account is small, I'd use 30-50% per play but watch the play like a hawk...for example I shorted ARTX yesterday at 4.50, today it dropped to 3.90...if i had $15k I would've shorted 1,500 at 4.50 and tried to cover at 4ish today to lock in $750 profit...then rinse and repeat and gradually grow the account.
How much money do you have in your checking account right now? I dunno exactly, a few million last time I checked.
How often do you take money out of your trading account to spend? monthly, quarterly, annually or as needed? Annually.
Hey Tim I am a big follower of yours on twitter and am considering purchasing your news letter. I got lucky and got in some marijuana stock in November and pretty much didn't look at it until February when I sold. I quickly found out how lucky I was afterwards by not taking profits on other stocks I had purchased. I was looking for another 10 bagger and quickly realized how rare it is for that to happen. My question for you is what type of percentage gains do you look for before securing profit? Nice, normally i go for 10-30% gains, watch Link to tim.ly
What is the best product on your site to strictly see your stock picks? The best bang for my buck? My newsletters at Link to timothysykes.com but picks do little good without knowledge/education behind WHY I am trading them.
Last one from me. I know you say to not be long before ERs but what do you think about Facebook with their upcoming ER ? Last time they jumped $10 but with the WhatsApp acquisition their stock has fallen back to where it was before last ER. Don't guess on earnings.
You say college is useless, and I agree. What do you think should change in the education system to make it more relevant? I'm doing EXACTLY what i think more teachers and their students should be doing.
What's the douchiest thing you've ever seen? Too many characters needed, basically any Wall Street/Murray Hill party/event.
What would happen if too many people caught on to your short sale strategy? What strategy would you then adopt? I was hoping that would happen when I first got into teaching so I could get more sleep! Sadly only a few people take the time to learn...I also buy and am up 100% in 4 months in 2014 mostly buying too.
Where can I find more information about the event in Harvard? Just moved to Boston. U cant it sold out within minutes but we'll have it recorded for ya!
Thank you for the AMA and your reply. I bought your DVDs recently, but haven't finished. What ratio would you say your income is based on, trading vs. teaching? I ask because I think I would prefer teaching, but I need to learn first. So should I be learning to teach, or learning to just invest personally? Teaching vs trading is something like 10-1...the cool thing is EVERYONE wants to be rich, the sad part is not many are willing to study hard to get there.
Hey TIM, I am a Pennystocking Silver member for about 2 months now and have been trying to figure out what is the maximum size position you can take when long on a stock? How do you know when to buy 100 shares or 100,000 shares? I have been making sure not to buy more than 2% of a stocks daily trading volume, I think I heard that in one of your DVDs, is that accurate? There is no set maximum or minimum, every play is different...just gotta be comfortable and understand your risk/reward BEFORE making the trade and then stick to the rules during the trade.
Any recommendation to control overtrading? Btw I am flying all the way from Miami to Boston to be at Harvard on saturday, someday not too far I will be one of your top students :) As I say in my Link to timothysykes.com DVDs, I try to think of myself as a retired trader who only comes out of retirement for the perfect setups when I know I'll feel guilty missing...otherwise I'm retired ALL the time, understand?
In An American Hedge Fund you mention that you met a trading coach at a large hedge fund you were interviewing for. Later you said you bought all his books. Would reccommend his books/ mind sharing his name? It was Dr. Ari Kiev, sadly he died, but he's written some great books, use Google.
Besides your book that I enjoyed, do you have a few other books you would recommend? Yes go read Link to investimonials.com
How did you know to short it since it gapped down right at open? I shorted yesterday, see my video lesson I sent out mid-day yesterday too.
How long do you think BIOF will stay up before it will start going down? and what is holding it so far? Irrelevant chart pattern, gotta focus on Link to tim.ly patterns if you want better odds.
Tim! Which actress do you think is the hottest? I like Scarlett Johansson a lot! (and thanks for changing my life!) Nobody can compete with my girlfriend :)
Make sure she reads that post ;) I will :)
Who would win in a fight you or superman(supertrades)? Superman, he's strong and fit, I'm overworked and out of shape.
Here's my question: What is your favourite stock? Also you should come into this chat: Link to webchat.freenode.net. It is the official unofficial chat for /wallstreetbets -- a sub which adores your trading style. Thanks for taking the time. Link to tim.ly
Hey Tim, huge fan, ive watched ALL of your DvD's expect for the how to read SEC filings. And i've been following your exact strategy for finding stock picks that you showed in your TIMfundamentals part deux DvD but i never find the same one's that you trade, for example ARTX did not come up on my watchlist. Did you change your strategy on finding stock picks? If so, what's new? Link to profit.ly
Have you ever considered world domination? Nah thats boring, my focus is world education.
I haven't read all about the challenge information yet, but how much is the amount I have to bring in ? Different for everyone first u need to apply and get accepted Link to tim.ly
Can you make a gif animation of you flying to da moon and post it every time you tell us your stock picks? Sure I'll put it on my to do list.
Tim I am I college student and I started trading this year mostly because of your story. I have bought into the company TWD (tweed marijuana inc.) Do you have any suggestions for me? Ps, they're all just haters. Cool, the companies don't matter and TWD's chart is a mess, focus on Link to tim.ly patterns.
Right on, is the Vegas conference going to be a DVD also this year or is that the video you are talking about? BTW can't wait for the conference this year hopefully its the best one yet. Nah brand new DVD going over all the basics.
I'm low on funds so more newsletters or getting equity feed? About the same price so just pick one Data is cheap, good information from newsletters is more useful, use Link to tim.ly sale while its still on.
Hey Tim, I was accepted to your challenge but was unaware about needing $7500 to begin. Any way around that? I think what you do and how you help people is great. I'm guessing you have someone answering your emails so I thought this was the best way. Thanks. Gotta invest in your financial education, my program is a steal given the value of what u learn...skimp out on everything in life, but not education.
To start off, you are my biggest inspiration for trading stocks. That being said, in the future I would love to trade with you like Tim G and your other students in the Maldives or other crazy places you go. I currently trade my own strategies and am making pretty good money. Do I need to become one of your challenge students to hang out/trade with you? Yup Link to tim.ly students get first dibs on everything.
Hi Tim, TimAlerts subscriber here, When you started out with $12,500 what was the lowest your account went to in the beginning, did your ever drop below $10,000 ? Go and look at the first 1,000 blog posts on Link to timothysykes.co i tracked EVERY trade.
Hello Tim, Big fan here & Silver Subscriber! Been watching a lot of your videos and I've read your book. I live in Denmark, so a lot of brokers won't accept me as a customer. Only broker I can find is SureTrader. What do you think? Cool i use suretrader they have shorts every now and then.
Do you lift? I used to, no time now.
Tim! I've been following you now for a while and have learned a great deal from you! I live in Boston and would love to come see your talk! Is there ANY WAY I can get a ticket?? Cool, sorry my Harvard talk sold out within minutes, but it'll be recorded.
What trading platform do you use? Read Link to tim.ly multiple brokers.
What is the best path i should take if i want to be sitting beside you on your next yacht adventure? Apply at Link to tim.ly then study your butt off!
Do you watch game of thrones? If not you should get on it. Yes its great, wish I had more time to watch them all a second time.
What do you think about the wild west of cannabis stock trading and do you think that it stands apart from the internet .com boom since it is ACTUAL product as opposed to a dozen guys in an office? Are they good for long term investments aside from possible law retractions being an obvious danger? Just the latest stock market sector craze, little different from nanotechs, 3d printing oil, gold, ethanol, alternative energy...pump and dump, NOT longterm holds.
How long will your 60% off newsletter be on? I want to buy it but my money is locked up in the market and will take about a week for me to have enough to get it. tia Just a few days more we cant have Link to tim.ly sale last forever!
Thanks for doing your AMA Tim! I currently am a TimAlerts subscriber and saving money to start trading some day as a (succesfull) European student of yours. I saw you are going to speak at Harvard in a few days, will there be a video of it afterwards? Cool yes my Harvard speech will be recorded!
Why are they not longterm holds? because its the early stages of the industries development? Theyre mostly scams and pump and dumps, development my ass LOL.
Any plans on doing a seminar anywhere on the West Coast some time soon? Yes hit up Link to timothysykes.com to be added to the earlybird list.
Question - how did you manage to post losses of almost 40% in '06/07 when the market was doing so incredibly well? I'm a short seller for one and second read Link to tim.ly I detail my losses in depth.
Timothy. My mentor. Why your loosing trades show profit in your page ? 4/10 MDBX $23.25 $22.1 $4365. Tell me how you enter at 23.25 and exit at 22.1 making $4365 in profit please. You have to teach me this magic !! It's called short selling you incredible nitwit.
How much money do you make in a year from your DVDs, trading challenge, and subscriber alerts? Link to mixergy.com
I lost 70% on SPLI, 40% on ERBB, and, 40% on MYEC, and 30% on MINE, should i hold? Sorry to hear, they can always come back, but I wouldn't bet on it...gotta learn my Link to tim.ly rule #1 cut losses quickly.
I'm a college senior. Would you recommend me working at an investment bank or tech startup? Do both, make connections everywhere.
What characteristics do you look for when people apply to your "Tim Challenge?" Dedication, ability to follow instructions, hunger for immense wealth.
How many cars do you have? I have 2, a Lamborghini and Porsche.
Is e-gear hard to drive? I have a automatic setup on my cayman s. Nah its easy.
Can you annotate a chart of any instrument with price action or indicators? Yes.
Tim, you have mentioned you have students from outside the US. Have you recommended them any brokers in particular or do you happen to know witch they use? Trading the OTC seems to be a common problem for us folks outside the US. Any input on this would be appreciated. My preferred Link to tim.ly all accept international customers.
Hi Tim, NEWBIE. What brokerage account do you recommend? Thanks Read Link to tim.ly
Actually didn't know that. Thank you for your time Tim. YES!
Can my girlfriend borrow $500 to adopt her dog? Nope.
Hey Tim, I am a Pennystocking Silver subscriber and newbie to trading, and have been studying your teachings for about a month. Thank you for doing this AMA. In your book you say that the most valuable classes you took in college were micro and macro economics. I am an econ major and am curious as to how you apply econ theory to trading. Why do you value those classes so much, and what is the most important economic concept you apply to trading? Cool always important to know supply/demand, that basically sums up all of penny stocks.
Last updated: 2014-04-26 15:42 UTC
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