Monday, May 26, 2014

The Willy Report

The Willy Report: proof of massive fraudulent trading activity at Mt. Gox, and how it has affected the price of Bitcoin





Somewhere in December 2013, a number of traders including myself began noticing suspicious bot behavior on Mt. Gox. Basically, a random number between 10 and 20 bitcoin would be bought every 5-10 minutes, non-stop, for at least a month on end until the end of January. The bot was dubbed “Willy” at some point, which is the name I’ll continue to use here. Since Willy was buying in such a recognizable pattern, I figured it would be easy to find in the Mt. Gox trading logs that were leaked about two months ago (there’s a torrent of the data here). However, the logs only went as far as November 2013; luckily, I was able to detect the buying pattern in the last few days of November. Below is a compiled log of its trades on the last two days of November (from the file “2013-11_mtgox_japan.csv”):


Some notes on how I obtained this data: first, I removed all exact duplicate entries from the log. As noted in an earlier analysis, trades that involved a user ID “THK” – whose likely role was to facilitate cross-currency trades – were erroneously duplicated in the logs. Second, since the log contains an entry for each individual user-to-user trade, I aggregated every pair of trades involving the same user that occurred within 2 seconds from each other, assuming these belonged to the same market buy/sell (2 seconds to account for trading engine lag, which God knows was sometimes enormous on Mt. Gox).

You may note that these are actually multiple user IDs (denoted with “UID”); Willy was not a single account, its trading activity was spread over many accounts. Perhaps this is why others had been unable to find him in the database: there were plenty of people whoknew of its existence (in fact the OP of this thread allegedly coined the name “Willy”). I noticed here that all of these accounts had one thing in common; the User_Country and User_State field both had “??” as entry. This was unusual. Normally, these fields contained country/state FIPS codes (for verified users?), nothing (unverified users?), or “!!” (users who failed verification or suspicious users?).


So I went back and gathered all of these “??” users, aggregated their trades, and summed the amount of BTC that each of these accounts bought (they never performed a single sell). They seamlessly connected to each other: when one user became inactive, the next became active usually within a few hours. Their trading activity went back all the way to September 27th. The full record of trades you can see below:




27-9-2013 13:41 - UID: 807884 Type: buy Currency: USD BTC: 37.77728716 Fiat: 5183.15

27-9-2013 13:42 - UID: 807884 Type: buy Currency: USD BTC: 77.11243579 Fiat: 10615.65

27-9-2013 13:50 - UID: 807884 Type: buy Currency: USD BTC: 124.3094863 Fiat: 17103.01

27-9-2013 13:58 - UID: 807884 Type: buy Currency: USD BTC: 66.22492678 Fiat: 9138.56

.

.

.

30-11-2013 12:13 - UID: 832432 Type: buy Currency: USD BTC: 11.88053668 Fiat: 14411.04

30-11-2013 12:20 - UID: 832432 Type: buy Currency: USD BTC: 11.46523059 Fiat: 13913.0

30-11-2013 12:30 - UID: 832432 Type: buy Currency: USD BTC: 19.89610521 Fiat: 24187.39

 


And a compilation of when each account was active, how much BTC they bought, and how much USD they spent, with some totals at the bottom:




User_ID: 807884

User: a6e1c702-e6b2-4585-bdaf-d1f00e6e7db2

Start: 27-9-2013 13:41

End: 1-10-2013 0:30

BTC bought: 17650.499699839987

USD spent: 2500000.0
User_ID: 658152

User: c1ac7aeb-ac34-49cd-8363-c4bcb36a2b9f

Start: 10-10-2013 0:49

End: 15-10-2013 1:53

BTC bought: 17348.26542219

USD spent: 2500000.0

User_ID: 659582

User: b337d02a-ccd5-4323-933d-35e59d228825

Start: 16-10-2013 1:45

End: 18-10-2013 11:14

BTC bought: 15695.016063759997

USD spent: 2500000.0


.


.


.


User_ID: 817985


User: 4f6c597c-5f16-4bd9-8026-129f90fa9990

Start: 28-11-2013 20:36

End: 29-11-2013 13:14

BTC bought: 2123.133977639999

USD spent: 2500000.0


User_ID: 825654

User: f9fc16dd-3010-4104-8c71-077596189e38

Start: 29-11-2013 13:45

End: 30-11-2013 4:18

BTC bought: 2090.5948831200003

USD spent: 2500000.0


User_ID: 832432

User: 26d62882-06c0-4e0e-a79d-3ea8592f490b

Start: 30-11-2013 7:25

End: 30-11-2013 12:30

BTC bought: 638.5403779799999

USD spent: 770744.48


Total BTC bought: 268132.73433409

Total USD spent: $111,770,744.48



 


So basically, each time, (1) an account was created, (2) the account spent some very exact amount of USD to market-buy coins ($2,500,000 was most common), (3) a new account was created very shortly after. Repeat. In total, a staggering ~$112 million was spent to buy close to 270,000 BTC – the bulk of which was bought in November. So if you were wondering how Bitcoin suddenly appreciated in value by a factor of 10 within the span of one month, well, this is why. Not Chinese investors, not the Silkroad bust – these events may have contributed, but they certainly were not the main reason. But more on that later.


At this point, I noticed that the first Willy account (created on September 27th) unlike all the others had some crazy high user ID: 807884, even though regular accounts at that point only went up to 650000 or so. So I went looking for other unusually high user IDs within that month, and lo and behold, there was another time-traveller account with an ID of 698630 – and this account, after being active for close to 8 months, became completely inactive just 7 hours before the first Willy account became active! So it is a reasonable assumption that these accounts were controlled by the same entity. Account 698630 actually had a registered country and state: “JP”, “40″ – the FIPS code for Tokyo, Japan. So I went and compiled all trades for this account. For convenience, I will dub this user “Markus”. Its trades are as follows:




14-2-2013 3:37 - UID: 698630 Type: buy Currency: USD BTC: 2500.00000006 Fiat: 6600.01

14-2-2013 3:37 - UID: 698630 Type: buy Currency: USD BTC: 2500.00000003 Fiat: 258373.84

14-2-2013 3:39 - UID: 698630 Type: buy Currency: USD BTC: 500.0 Fiat: 187.76

.

.

.

27-9-2013 6:15 - UID: 698630 Type: sell Currency: USD BTC: 1.0 Fiat: 137.05

27-9-2013 6:15 - UID: 698630 Type: buy Currency: USD BTC: 5.0 Fiat: 689.74

27-9-2013 6:16 - UID: 698630 Type: buy Currency: USD BTC: 3.44197225 Fiat: 475.2

 


There were several peculiar things about Markus. First, its fees paid were always 0. Second, its fiat spent when buying coins was all over the place, with seemingly completely random prices paid per bitcoin. For reference, Markus is the “Glitch in the System” user inthis excellent Gox DB visualization (on that note, all of the Willy accounts are the “Greater Fools” with just big green blotches around Oct-Nov). Upon further inspection of the log, it became clear what was the cause of these seemingly random values:


 The Willy Report


In this table, the first two trades (buy/sell pairs) are by some regular user with ID 238168. In the second trade, this user buys 0.398 BTC for $15.13. The next trade is some large market buy by Markus (ID 698630): note how the “$15.13″ value from the previous trade seems to “stick”; regardless of the volume of BTC bought, the value paid is always $15.13. This is speculation, but perhaps for Markus, the “Money” spent field is in fact empty, and the program that generates the trading logs simply takes whatever value was already there before. In other words, Markus is somehow buying tons of BTC without spending a dime. Interestingly, Markus also sells every now and then, and for some reason the price values are correct this case. His biggest sell occurred on June 2nd. I’ve analyzed these trades separately here:




2-6-2013 8:22 - UID: 698630 Type: sell Currency: USD BTC: 1998.98799992 Fiat: 254788.4

2-6-2013 8:23 - UID: 698630 Type: sell Currency: USD BTC: 999.99999997 Fiat: 127026.48

2-6-2013 8:23 - UID: 698630 Type: sell Currency: USD BTC: 1000.0 Fiat: 127002.4

.

.

.

2-6-2013 9:47 - UID: 698630 Type: buy Currency: USD BTC: 453.70848748 Fiat: 31294.09

2-6-2013 9:47 - UID: 698630 Type: buy Currency: USD BTC: 113.56988903 Fiat: 20.54

2-6-2013 9:47 - UID: 698630 Type: buy Currency: USD BTC: 0.0747685 Fiat: 2.93
Totals:

Start: 2-6-2013 8:22

End: 2-6-2013 9:47

User_ID: 698630

User: b2853e3c-3ec0-4fa5-8231-d21e2fd13330

BTC bought: 14770.555715840008

USD spent: $??.??

BTC sold: 31579.33902558999

USD received: $3,813,128.10


Net BTC sold: 16808.783309749982

Net USD received: $3,813,128.10 - $??.??



 


Sell 31k BTC, receive $4 million, re-buy 15k BTC, spend nothing. Awesome! Here is the corresponding chart for this day, just to show that these trades (from 8:00 to 10:00 am) actually occurred “on-market”, and had a significant effect on the price.


Some totals compiled for Markus:



 


Start: 14-2-2013 3:37

End: 27-9-2013 6:16

User_ID: 698630

User: b2853e3c-3ec0-4fa5-8231-d21e2fd13330


BTC bought: 335203.83080579044

USD spent: $??.??

JPY spent: 0.0

EUR spent: €2110.46


BTC sold: 37575.39028677996

USD received: $4,018,376.87

JPY received: ¥2,744,463.91

EUR received: 0.0


Net BTC bought: 297628.4405190105

Net USD spent: $??.?? - $4,018,376.87



 


Another net ~300,000 BTC bought. Combined with Willy’s buys, that’s around 570,000 BTC in total. Although there are no trading logs after November, Willy was observed by multiple traders to be active for the most part of December until the end of January as well. Although this was at a slower, more consistent pace (around 2000 BTC per day), it should roughly add up to another 80,000 BTC or so bought. So that’s a total that’s suspiciously close to the supposedly lost ~650,000 BTC.


So… hacker, or inside job?


At this point, I guess the straightforward conclusion would be that this is how the coins were stolen: a hacker gained access to the system or database, was able to assign himself accounts with any amount of USD at will, and just started buying and withdrawing away. This is in line with what GoxDox.org reported last month (they leaked the Sunlot court filing, so clearly they have some inside info). After all, the constant creation of new Willy accounts seems almost intended to avoid detection. Unverified BTC withdrawals may have been possible until late 2013 (I could not find any exact data on this), or perhaps the “??” location values in the database (unlike the usual empty or “!!” values for unverified users) were able to fool the system into thinking this user was verified. However, there are a lot of things that don’t add up with this theory; in fact there is a ton of evidence to suggest that all of these accounts were controlled by Mt. Gox themselves.


First, the obvious: Markus has Tokyo, Japan as its registered location. But any hacker could edit a DB entry to try and frame someone (or even be located in Tokyo, however unlikely). However, none of the Willy accounts until November appear in the leaked balance summary at the time of collapse, and there seem to be no corresponding withdrawals for those amounts of bitcoin bought. Markus does have a balance: around 20 BTC and small amounts of EUR, JPY and PLN. No USD balance. In other words, only currencies for which Mt. Gox actively controlled bank accounts.


The next piece of evidence is perhaps more convincing. For some months in 2013, there were two versions of trading logs in the leaked database: a full log, and an anonymized log with user hashes and country/state codes removed. For April 2013, there was a .zip file which contained one such anonymized log – this is speculation, but one use of this may have been to send off to auditors/investors to show some internals. Upon closer inspection, it turns out the full and anonymized versions of all the logs differ in two, and ONLY two ways:


  1. User hashes and country/state codes are removed.

  2. Markus’ out-of-place user ID (698630) is changed to a small number (634), and its strange fixed “Money” values are corrected to the expected values.

Interesting detail: from the 2011 leaked account list, the user with ID 634 has username “MagicalTux”. Compare these two tables:


 The Willy Report
 The Willy Report


The “fixed” file has an earlier creation date than the full log, so it could not have been a reporting bug that was fixed later. Everything points to these values having been manually edited, presumably to erase traces of suspicious activity. Although another possibility is that it is actually the other way around – the correct log with earlier creation date was the original, and all other logs have been altered to a different ID not traceable to MagicalTux to cover up fraud in a very lazy way (by setting all Money spent to whatever was the last trade), and someone forgot there was still a zip file lying around with the unaltered data.


Another thing: Willy seemed to be immune to network downtime.


 The Willy Report


The latest four trades displayed in the bottom-right corner showcase Willy’s typical trading activity observed from December onwards: a 10-20 BTC buy every 5-10 minutes. At a time no one else was able to trade, be it via API or otherwise, Willy was somehow able to continue as if nothing ever happened. This makes it likely the bot was being run from a local Mt. Gox server. It is not impossible that a hacker was able to install some kind of rootkit on Mt. Gox’s servers and ran the bot from there, but that seems extremely unlikely.


Before Markus


Of course, I was curious to see if the April 2013 bubble was just as fake as the November 2013 bubble was (as should be evident from the above data, and the more detailed price analysis below). Although I could find no clear single buy bot active during the February-April run up (Markus bought a significant amount of coins, but not enough to sustain the prolonged rally), there was still tons of suspicious activity in the log. When browsing through the trading data sorted by user ID, I noticed a huge number of active “Japan” users with very low user IDs (<1000). None were paying fees. Odd to say the least, so I investigated further. Turns out a lot of these trades followed a very distinct pattern, and were unlikely to have been executed by their original account holders, but rather these accounts were “hijacked” in some way. The image below shows an example of this pattern:


 The Willy Report


First, a user with ID 179200 (highlighted; it is always this user as far as I can tell) buys some very exact amount of JPY worth of BTC (in this case JPY 24000) from regular users. Immediately after, a mysterious low-ID JP user also buys up some exact amount of JPY worth of BTC (always several times more than what user 179200 bought). This happens over and over again, for different low-ID users. But here’s the interesting thing: the user _hashes_ for these low ID JP users do not add up with the user hashes of the original account holders. Look at this:


 The Willy Report


The data is sorted by user ID. Highlighted is the likely original, legit user making a legit trade. The hash is different from the fraudulent user (who has “JP” as region and does not pay fees). This rules out that these were inactive accounts being liquidated (the Mt. Gox terms of service stated they had the right to close accounts inactive for longer than 6 months). And as I said, these were not isolated cases. The first incidence seems to have been on August 9th, 2012, 08:54:58 GMT. These users were especially actively buying until April 2013, probably tens if not hundreds of thousands of coins (I haven’t analyzed that far) although sometimes selling (for JPY) as well. From May 2013 they became less active (to the point of insignificance for price movement), buying smaller amounts until July or so, when they start selling more than buying. The activity continues until the end of the data (November 2013).


Interestingly, there was a post by MagicalTux on bitcointalk.org about him finding and fixing a bug, at a point in time about five hours after the first incidence of this phenomenon. And as it happens, most of these “hijacker” user hashes appear in the final balances file; all have only some very small JPY balance. So they at least satisfy the first two conditions for triggering the bug explained in that post. There is a possibility that the bug was not fully fixed and that this activity was an exploit of it.


After Willy – Speculation


Since there are no logs past November 2013, the following arguments are largely based on personal speculation, and that of other traders, with less hard evidence attached to them. Take them however you will. I’m sure a lot of this will be proven wrong, but hopefully it will give some insight into what transpired in Mt. Gox’s final days.


Based on my own personal observations, Willy continued to be active until January 26th: buying up 10-20 BTC every 5-10 minutes, for around 100 BTC per hour. It was not active all the time, but the majority of it. January was when things truly went awry for Mt. Gox; more and more withdrawals were getting stuck, and faced with information that JPY withdrawals (which had been instant until that point) were also getting unreasonably delayed, people began panic-buying their way out of Gox. Combined with Willy still being active, this caused the spread between Gox and other exchanges to get completely out of hand. At the pinnacle of it, on January 26th, Willy suddenly became inactive – and with it, the price retraced back to a more reasonable spread with the other exchanges. Shortly after – on February 3rd to be precise – it seemed as if Willy had begun to run in reverse, although with a slightly altered pattern: it seemed to sell around 100 BTC every two hours. The hourly chart shows this quite well; there was almost no other trading volume for two days straight, so we saw a very straight declining slope on the chart.


 The Willy Report


It didn’t take long for reverse-Willy to increase its pace. More than likely, the entire dump down to double digits was the handy work of this dumping bot. Peter R, another trader, came to the same conclusion independently from me in his excellent analysis that may just be very close to the truth. It would be one explanation for why none of the Willy accounts had a final balance despite all of their buying and no trace of BTC withdrawals: they were all dumped back on the market. The volume numbers seem to roughly match up. Where did the fiat go then? Into Mt. Gox’s reported fiat assets, possibly. You may remember they all but halted JPY withdrawals in early January, yet somehow cleared ALL pending JPY withdrawals the day they shut down in late February. This proves their original reason for the delays (currency conversion issues) were BS; they simply had no fiat left. Yet somehow they had enough fiat for withdrawals the day they shut down, which was after the dumping already started. But, again, speculation.


There’s some additional evidence on the chart that a dump bot may have been at play. At several points in time, starting from Feb. 18th, it seemed that some bot was programmed to sell down to various fixed price levels. The most obvious cases are shown in these images.


 The Willy Report


 The Willy Report


From Feb. 18th (top) and from Feb. 19th (bottom): every time someone put a bid at or above USD $248.15 and $261.2239, respectively, it would get dumped into at most a few minutes later (see e.g. this post from someone who noticed the same thing). These seem like random price-points at first, but at that point in time, $248.15 corresponded toexactly JPY 26000,
 The Willy Report


and $261.2239 corresponded to exactly EUR 195.
 The Willy Report


But here’s the kicker: NONE of the sell dumps were performed in their respective currency pairs; ALL were in USD. It suggests that whoever was selling (1) had some way to convert USD to JPY/EUR in a frictionless way, and/or (2) needed these currencies to be at a fixed price for some reason. After reading this log about possible insider trading from anarchystar, who is closely involved in the Mt. Gox legal proceedings, (2) may in fact have been the purpose: perhaps Mt. Gox was offering a fixed buy-in price for JPY or EUR-based investors. In either case, only Mt. Gox executing these sell trades makes sense. Furthermore, in an IRC log where someone was impersonating MagicalTux by hijacking his nick, Charlie Shrem asks if he needs some liquidity. This was at a time withdrawals were already halted. Clearly, Mt. Gox was accepting fiat injections – it seems reasonable to assume this liquidity came in the form of cheap BTC being bought.


Additional factoid: a month or two ago, someone put up a site that aggregated the data from the leaked DB and allowed one to traverse the data easily, with rankings for best and worst traders, etc. One page of it is archived here. It had the (undoubtedly ironically intended) domain name “mark-karpeles.com”. It seems the site was fairly quickly removed, and “mark-karpeles.com” now redirects directly to the official mtgox.com. Barring an unlikely sudden change of heart by the creator from trying to expose fraud at Mt. Gox to supporting it, somebody may have threatened legal action or paid big bucks to get it under their control. In other words, someone was pretty desperate to prevent the data from becoming public.


The Effect on the Bitcoin Price


So how did all of this trading activity affect the price of Bitcoin as a whole? The answer is, unfortunately, enormously. I will be placing some historical charts from bitcoincharts.com along the Markus and Willy trade data where buying was most aggressive, which is basically from 15:14, July 28th, 2013 until the end of November. You can double-check exactly when and how many coins were bought using the logs near the top of this report, and/or match them against historical trading data from Mt. Gox’s public API. All of these trades actually occurred.


 The Willy Report


The huge volume spike on July 28 15:14 is where the big buying starts. 15,000 coins get bought in the span of 30 minutes. According to the trade data, buying continues until the 31st, 15:55. After a four day pause, there’s some small buying on August 5th, but it really picks up again on the 12th at 21:32. Buying continues on-and-off, with some large spikes especially on the 19th, 27th and the 30th, where ten of thousands of coins are bought. Basically, all the huge green volume spikes in the above chart are the handiwork of Markus, and Markus alone.


Something for the TA people:


 The Willy Report


Note the date, which is the moment we broke the post-April bubble downtrend.


 The Willy Report


In September, a few thousand coins were bought on the 2nd and 3rd, and then nothing until a lot was bought on the 9th, then on the 11th through early 13th. In the period of inactivity, the price finally got the chance to correct from an overbought condition. Unsurprisingly, price rose again when Markus resumed buying, then started falling again when Markus stopped on the 13th. There was no activity from Markus until late 26th/early 27th, where Markus made his final buys before handing the baton over to Willy, who would in turn continue aggressive, but much more constant, buying until early October 1st. Again, the price reflected this activity perfectly.


 The Willy Report


Then came October, with the Silkroad shutdown crash on the 2nd. Price was flat for a while – because Willy did not become active until 10-10-2013 0:49. Now, unlike Markus, Willy’s buying was a lot more spread out over time. Markus was active sporadically, buying thousands or tens of thousands of coins in bursts, whereas Willy was active almost constantly, (at first) buying anywhere from 1 to 50 BTC at ~5-10 minute intervals. But even Willy would sometimes have gaps of inactivity (usually a day or less). These show up nicely in the chart. Willy was not active for most of the 15th and not active for about 14 hours on the 22nd. Price goes flat in these intervals. On 24-10-2013 14:24, Willy becomes inactive for exactly a week, until 31-10-2013 14:44. As though perfectly timed, price crashes and growth stagnates.


 The Willy Report


Finally, November. Willy continues buying at its ~1-50 BTC per ~5-10 minutes rate until 5-11-2013 7:48. From 5-11-2013 10:53, Willy ups the ante – ~10-100 BTC is now bought at ~5-10 minute intervals, with many bursts of hundreds or thousands of BTC being bought at once. This continues non-stop until 9-11-2013 16:51. Willy becomes inactive for two days. Price crashes as if on cue. From 11-11-2013 14:04, Willy is back at its original pace, with occasional 100-1000+ BTC buys, until 16-11-2013 13:31.


 The Willy Report


Short Willy inactivity until 17-11-2013 2:57, with inevitable growth stagnation. Then relatively stable buying until 23-11-2013 8:35. A day of inactivity, cue price decline. Re-acivation on 24-11-2013 9:16. Cue price growth. The 100-1000+ BTC buy bursts finally end on 28-11-2013 15:10, where Willy enters its final stage that we all recognized (~10-20 BTC every ~5-10 minutes). The reduced activity causes growth stagnation. And we all know what happened next.


In closing


I want to make clear that this report is not intended to make accusations, but rather to show the facts that can be extracted from the information that is available to the public, and stipulate that there is more than plenty of evidence to suspect that what happened at Mt. Gox may have been an inside job. What I hope to achieve by releasing this analysis into the wild is for the public to learn the truth behind what happened at Mt. Gox, how it affected the Bitcoin price, and hopefully for the individuals responsible for the massive fraud that occurred at Mt. Gox to be put to justice. Although the evidence shown in this report is far from conclusive, it can hopefully spur a more rigorous investigation into Mt. Gox’s accounting data, both by the public (using the leaked data) and the authorities (forensic investigation on the actual data).


It needs to be recognized that, whether intentional or not (though plausible ignorance only goes so far), Mt. Gox has effectively been abusing Bitcoin to operate a Ponzi scheme for at least a year. The November “bubble” well into the $1000′s – and possibly April’s as well – was driven by hundreds of millions of dollars of fake liquidity pumped into the market out of thin air (note that this is equivalent to “with depositors’ money”). It is only natural that the Bitcoin price would deflate for around 5 months since its December peak, since there was never enough fiat coming in to support these kind of prices in the first place.


In the interest of full disclosure: I’ve known of everything I wrote in this report since basically a day after the database was leaked, well over 2 months ago. I’m sure there are at least some other people that knew about it – I mean, it’s there in plain sight, in publicly available data, so it surprises me that no one else has come out with it until now. I specifically waited for the Goxless, free market to finally break the ongoing downtrend on its own strength before releasing it. Barring similar shenanigans at other exchanges (looking at you China) I think this means we may be at a “fair” valuation now, and that this knowledge will not hurt the price all that much. That said, despite everyone’s expectations, it seems unlikely that there will be another huge “bubble”, seeing as they were never “real” in the first place. Hopefully, price can rise at a more controlled pace as more and more good news comes out; it will be much better for Bitcoin as a technology than the crazy volatility and outrageous valuations we’ve seen last year.


 


 


 


 


 


 


 


 


source: http://willyreport.wordpress.com/2014/05/25/the-willy-report-proof-of-massive-fraudulent-trading-activity-at-mt-gox-and-how-it-has-affected-the-price-of-bitcoin/




The Willy Report

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