On Academia…

A paper that I have authored has recently been published a while ago, but I’ve put this post off for a long time now. Before talking about the paper itself, I want to talk about Academia as I have the feeling that I need to defend myself for playing their game™. The following may sounds overly pessimistic and a while a few bright spots are going to be mentioned, many have been left out for ranting reasons. Keep that in mind when reading that somewhat unstructured rant…

Published papers are the currency in Academia. The more you have, the more respected you are. The quantity is the main metric. No wonder, given that quality control measures are not very well deployed. Pretty much the only mechanism to ensure quality is peer review. The holy grail.

Although the more papers at “better” conferences or journals you have, the better you are, the quality of the conference or journal and the quality of the paper are rarely questioned after the publication. Again, I don’t have proper proof for the statements I make as this is supposed to be a more general rant on current practises in Academia. I can only tell from experience. From me listening to people talking about fellow academics, from observing key metrics in various web portals, or seeing people applying for academic positions. Those people usually have an enumeration of their publications. Maybe it’s a “selection”. But I’ve never seen that people put a “ranking” of the quality of the publisher nor the publication itself. And it wouldn’t make sense, because we don’t have metrics for that, anyway. Sure, there are some people or companies trying to come up with something meaningful. But metrics such as “rejection rate”, “number of citations”, or “h-index” are inherently flawed. For many reasons. Mainly because the data is proprietary. You have to rely on the conference or the journal providing you with correct data. You cannot know whether it is correct as there is no right for you to know. Secondarily, the metric might suffer from chilling effects, such that people think the quality of their publication in spe is too weak to be able to be published on a “high ranked” conference. So they don’t even bother to submit. Other metrics like the average citation count after five years resembles much more a stochastic experiment rather than reflecting the quality of the publications (Ike Antkare anyone?). Again, you have the effect of people wanting to cite some paper of a “high ranked” conference, because that is what people will cite in the future. And in order to be found more easily in the future via backwards citation searches, you’d rather cite publications you think will be cited more often in the future (cf.).

Talking about quality…

You have to trust the peer review of the conference or journal but you actually cannot because you don’t even know who the peers were. It’s good to have an informed opinion and it’s a good thing to be able to rely on an informed judgement. But it’s not good having to rely on that. If, for whatever reason, a peer fails to provide appropriate reviews, one should be able to make a decision oneself. Some studies have indeed shown that the peer review process is no better than flipping a coin. So there seems to be some need to review the peer review.

Once again to be clear: I don’t mind peer review. I think it’s good. Blindly publishing without ensuring that there is indeed an advancement of world’s knowledge wouldn’t be good. And peer review could be a tool to control that. But it doesn’t do it right now. I don’t have any concrete proposal. But I think if the reviews themselves and the reviewers were known, then we could make better decisions as to whether to “trust” a publication or not.

Another proposal is to not have “journals” as physical hard copies anymore. It is 20142015, we have the Web, we have some cool technologies. But we don’t make use of any of that. Instead, we are maintaining the status from 20, or rather 200, years ago. We still subscribe to one-off bundles of printed and stapled paper. And we pay loads for that. And not only do we pay loads for receiving that, if you wanted to publish in one of those journals (or conferences), you have to pay, too. In fairness, it’s not only the printing and stapling that costs money, but the services around that. Things like proof reading (has anyone ever gotten a lectorate?), the peer review (has any peer ever gotten any reimbursement?), or the maintenance of an online database (why is it so damn hard to use any of these web databases?) are things we pay money for. I doubt that we need Journals in their current form. We probably do need entities (call them “publishers”), who in turn will need to earn some money, to make sure everything is going smoothly. But we don’t need print-and-forget style publishing. If we could add things like comments, annotations, links, reviews, supplementary material, a varying level of detail, to a paper, even after a few years or even decades, we could move to a “permanently peer reviewed” model. A publication is being reviewed all the time. Ideally by the general public. We could model our current workflow by delegating some form of trust to a group of people, say “reviewers of Journal X”, and only see what these people have vouched for. We could then selectively exclude people from that group of trustees, much like the web of trust. We could, if a paper makes an assumption which is falsified in the future, render some warning when opening the publication. We could decentralise the data such that everyone could build their own index, search mechanism, or interface.

On interfaces

Right now, if you wanted to, say, re-conduct the experiments done in published papers and share your results, you would have to create a publication (which is expected, but right now you would likely have to pay for that) and cite the papers whose results you are trying to reproduce. That’s okay. But if I then wanted to see when and how successful people tried to redo the experiments, I’d have to rely on the database I’m using to provide a reverse citation search and have the correct data (which, for some databases, seems to be the ability to do OCR on the PDF…). That’s not how things should work nowdays, right? We’d expect something more interactive, with tags, open data, something wikiesque. While the ability to reverse-search citations, to highlight some key references, or to link to a key contribution that followed a paper at hand would be nice indeed, we probably have to step back and make existing functionality somewhat usable. I’m not talking about advanced stuff like exporting search results in a standardised format or about deep linking to a result set from a query. That would need treatment after we’ve solved actually searching for multiple keywords, excluding some conferences or journals, or joining or intersecting queries. All that only works to some extent and it’s depressing that we cannot do anything about it, because we don’t have the relevant access or data. Don’t believe me? Well, you shouldn’t. But I’ll provide a table, probably in another post, showing what works with which database and what does not.

On experiments

As I was referring to reproducing results: It is pretty much impossible to reproduce any result, at least in my field, computer science. You don’t get the raw data, let alone the programs to run to get the results. You could argue that it is too complicated to maintain a program that can be run on any platform. Fair enough. I don’t have a solution. But the situation right now is not a good status quo. Right now you don’t get anything. So even if you had the very same setup as the authors of some publication, you would not be able to redo the experiments. It’s likely to be similar in other disciplines. I imagine that rocket scientists do experiments with self made devices or with some utterly expensive appliance (think LHC). Nobody will be able to reproduce the results, simply because there is just that one LHC out there… But… fortunately we have many digital things which are easy to archive and distribute. We, computer scientists, should make use of that. Why not require authors to submit a virtual appliance in some openly specified format? Obviously, source code would be nice, but even in academia there doesn’t seem to be a culture of sharing code freely, so I’m not even suggesting that.

Phew. After having criticised Academia and having made some half baked proposals I forgot what I actually wanted to do: Being a good academic (not caring about the public perception of “good” in terms of quantity of publications), and discuss a few things around the paper that we paid a couple of hundred dollars for to get published. But I leave that for another rant post.

In what ways do you think is Academia broken?

mrmcd14 in Darmstadt – DOM-based XSS

After last year’s fabulous event, I was really looking forward to this year’s mrmcd in Darmstadt, Germany. It outgrew last year’s edition and had probably around 250 to 300 people attending. Maybe even more. In fact, 450 clients generated 423 GB traffic during the conference which lasted 60 hours or so. That’s around 2MB/s. That’s megabytes. Per second. Every second. I find that quite impressive. Especially as the outdoor area was very inviting to just hang around, grab a beer, and chat to your fellow hackers. So some people must have had an amazing demand of … updates…

This year’s theme was construction sites. As IT, and especially security, is a major, never ending, and dangerous construction site. It was well done, with a lot of warning tape, the people wearing helmets, hi-vis vests, some security boots, etc. Although it couldn’t excel last year’s aviation theme, but the watermark was set extremely high. Anyway, the speakers received cool gadgets, like a tool set, a level, and other very well done gadgets. The talks were opened by Unicorn who, as you can see, was wearing proper safety gear. We were given instructions as to how to behave in case of fire, flood, or lack of alcohol. A nifty feature of this event is the availability of carbo hydrates in form of various food stuffs. It’s very cool to always being able to walk up to the buffet and fill up energy reserves.

The keynote was involuntarily given by dodger who did not miss the opportunity to show us various constructions sites, such as the Utah Data Center. Ultimately, (now I am maybe over interpreting things), it’s also hackers like us who make those possible. We usually decide for ourselves where to go and what to do. It was a good round-up on how we as a community work or should work. Also with some political references which I think is important as I have the feeling that many people lose that focus too easily.

An interesting series of talks was given by Ange Albertini, who first presented the PDF file format. It was interesting to see how the format actually looks like. I knew already a little but I’ve never really cared about the details. This was a very interesting and visually appealing talk. Pretty much like his other presentations which were again on file formats and on crypto.

My own talk was scheduled after the second night. I was positively surprised to see a half-filled room on a Sunday morning, after two nights of demanding partying… Anyway, I had an interested crowd which I think I could entertain. You can find my slides here. I was talking on DOM-based Cross-site Scripting. I presented a modified Chrome browser which is able to stop all identified DOM-based XSSs. I will need a separate post to cover the details. As a brief summary: Both WebKit and V8 were modified to track taint, that is, to annotate strings with the information of the source. Such a source could be the document.URL or the window.name. This taint information is evaluated whenever it is about to be compiled to code. The simple approach of blocking every tainted string to compile is not followed as it breaks the Web. Instead, the compiler will notice which token is about to be generated and only allow generation if and only if the string is untainted or of a data type (String, Boolean, Number). If the tainted token is, for example, function call, assignment or pretty much anything else, then it is replaced with an illegal token in order to abort compilation. There is a video of the talk here:

As we are on videos, the video team is just plainly amazing. It released videos of the event pretty much after they finished. And in a quality that is hard to excel. You check the videos of this conference, but also others. You may find some gems that are well worth watching. Be aware though, some talks are also very much on the vapor-ware side of things… I guess I don’t need to point to specific talks as it should be easy to identify…

I am already looking forward to next year’s event. The watermark has, again, been set high and I expect the next year to be able to raise that bar. But I hope it will be able to stay small enough to not lose the cosy and comfy feeling. Maybe I shouldn’t blog about that fantastic event to not generate too much attention ;-)

Benchmarking raw user mode disk access for VirtualBox

I am working with a virtual GNU/Linux system, because the machine I’m working with must run a Windows on its bare metal.

I thought I wanted to give raw disk access to the guest, but it turns out, that it is not very easy in Windows to give permanent permissions to a regular user. You can give permissions using the semi-official subinacl like so:

C:\WINDOWS\system32>"C:\Program Files (x86)\Windows Resource Kits\Tools\subinacl.exe" /noverbose /file \\.\physicaldrive1 /display=sddl

+File \\.\physicaldrive1
/sddl=O:BAG:SYD:(A;;FX;;;WD)(A;;FA;;;SY)(A;;FA;;;BA)(A;;FX;;;RC)

Elapsed Time: 00 00:00:00
Done: 1, Modified 0, Failed 0, Syntax errors 0
Last Done : \\.\physicaldrive1

C:\WINDOWS\system32> "C:\Program Files (x86)\Windows Resource Kits\Tools\subinacl.exe" /noverbose /file \\.\physicaldrive1 "/sddl=O:BUG:SYD:(A;;FA;;;WD)(A;;FA;;;SY)(A;;FA;;;BA)(A;;FX;;;RC)"

Elapsed Time: 00 00:00:00
Done: 1, Modified 1, Failed 0, Syntax errors 0
Last Done : \\.\physicaldrive1

C:\WINDOWS\system32> "C:\Program Files (x86)\Windows Resource Kits\Tools\subinacl.exe" /file \\.\physicaldrive1 /display=sddl /display=owner /display=primarygroup

+File \\.\physicaldrive1
/sddl=O:BUG:SYD:(A;;FA;;;WD)(A;;FA;;;SY)(A;;FA;;;BA)(A;;FX;;;RC)

+File \\.\physicaldrive1
/owner =builtin\users

+File \\.\physicaldrive1
/primary group =system

Elapsed Time: 00 00:00:00
Done: 1, Modified 0, Failed 0, Syntax errors 0
Last Done : \\.\physicaldrive1

I needed to figure out that the language the ACLs are written in, is SDDL and how to give my current user or group all permissions. I failed doing that so I opted for giving all access to every entity known to the system… You can see the relevant SDDL in the listing above.

But that change will only survive until the next reboot. To make the software permanent, an unofficial tool called dskacl can theoretically be used. Apparently it tries to write special values to the Windows Registry. Although I found my way through the documentation, I couldn’t make it work. It actually failed so hard on me that even Windows could not see the drive itself. So make a good contingency plan before even trying to make it work. It’s not really meant for attached disks, but rather external disks via USB. Anyway, I thought I’d have to redo the above mentioned step on every boot.

The question I had was, whether it’s actually worth it. I assumed that it would be a speed up to write directly to the harddrive without having to go through Windows and VirtualBox’ VDI layer before hitting the disk.

So I measured my typical workload: compiling Chromium. As it is what I’m working on, I want compilations to happen as quickly as possible.

My technique was the following:


export CCACHE_DISABLE=1
rm -rf out
./build/gyp_chromium
time ninja -C out/Debug chrome

I did a handul of runs to compensate for some irregularities that might happen on the host (or in fact, on the guest…)

When writing on an Ext4 straight onto the disk, I get the following results:

real 61m59.895s
user 322m52.832s
sys 46m49.268s

real 61m25.565s
user 318m40.680s
sys 46m7.608s

real 58m59.939s
user 320m36.500s
sys 46m28.336s

Having an Ext4 filesystem in a VDI container on an NTFS partition yields the following results:

real 60m50.360s
user 322m18.184s
sys 47m3.588s

real 57m30.324s
user 318m48.752s
sys 46m52.016s

real 63m29.179s
user 328m55.004s
sys 48m4.692s

I couldn’t test shared folders, because either the NTFS or in fact the vboxfs don’t support operations needed for the compilation. I guess it’s VirtualBoxes fault though…

My interpretation of the results:

Writing directly to the disk seems to be marginally slower than going through the VDI container. At best, there is no significant deviation from writing to the container. I decided that it’s not worth to write straight to disk. Going through the VDI container and through Windows is fine. Especially with all the risks involved such as Windows not being able to see the drive at all.

I acknowledge that my data is a bit flawed. It is likely that you cannot generalise my findings for any other workload. The method is also questionable as I didn’t flush caches or took care of anything disturbing my measurements. If you do measure yourself, I’m interested in getting the results.

OWASP AppSec Research EU 2013 – Hamburg

I was lucky to be able to attend OWASP’s AppSec EU Research conference in Hamburg, Germany. I’ve been to the one in Dublin and looked forward to the German edition. With 400+ attendees I thought that the conference was surprisingly well attended. And rightfully so. The people organising it were doing a fantastic job. Everything seemed to work smoothly and although I volunteered I was able to see a good bunch of talks.

The program looked promising and most of it was quite good. I was told that there will be recordings soon which is also quite remarkable. The video team definitely deserves a round of applause. So does the venue. We were locked up in the upper most floor of the Emporio, which allowed for awesome views over Hamburg. Although I’ve lived in that beautiful city for so long, I didn’t realise one could actually get such a nice view from a conference room. Sometimes it was hard to not get distracted by the views during the talks…

The first talk I attended was given by Paul Stone and he showed us how he reads your browsing history and pixels. This is amazing work. He examplified the significance of these attacks by showing how to obtain the Google+ profile information. His trick was to apply some obscure SVG filters to HTML elements. Based on the amount of time it took to do so, he could deduce whether the pixel was black or white. He leveraged that possibility to read source code by analysing properties of the fonts used and what key pixels exist to tell which character was rendered. So amazing. If you have time to only watch one talk, it should be this one.

The next talk on Burp was given by Nicolas Gregoire. I was not so impressed, because it was mainly a tutorial as to where to click to make it do $things. But I was told by people actually using burp that it was insightful and interesting.

Taras Ivashchenko from Yandex was talking about Content Security Policy (CSP). I was surprised to learn that Yandex have their own browser. And that their bigger service is mail. I thought it was search. The title of the talk promised an answer to the question whether the CSP was actually useful. He didn’t deliver though. But it gave an insight to how a big company with a well used web site deploys CSP. Unfortunately, he couldn’t tell how much effort it actually was and whether it was actually an economical decision.

He reminded us that the CSP was a second line of defense. It’s not a solution to broken code which does not escape properly. It’s merely a parachute to land safely in case you screwed up. I found it interesting that he mentioned ten contexts that one would potentially need to escape for. My conclusion is that JavaScript is probably the worst language to use on the Web as it offers only two escaping functions. And not even for the most important contexts like plain HTML. I’m curious to learn about all ten contexts. Another interesting idea he presented was that CSP may allow inline scripts if they are “signed”. The “signature” was a random string that is shipped with a header and the script element on the page must carry a “nonce” attribute with that random number.

Matryoshka was the theme of Eduardo Vela’s talk. The Google guy showed various hacks, one of them was “wrapping overflow leaks on frames (wolf)”. It was possible to get an idea of the word rendered on a page with mocking around with the page’s width and height. With the information about the dimension you could detect when a scrollbar was placed and hence can find out how wide the wrapped word was. He claimed that especially new performance APIs were going to create a whole lot of privacy related issues. Another problem was the lack of a JSON format validator, he said. Several problems such as deep array parsing would currently exist. If you serialise a big enough array, you could get into trouble, he said.

A great show was delivered by Mario Heiderich talking about the The innerHTML Apocalypse. He compared the three currently distinguished types of Cross-Site scripting (XSS), namely reflected, stored, and DOM-based XSS, with the three horsemen. The fourth horseman, he said, were “mXSS”, mutation-based XSS. Essentially it is circumventing HTML filter libraries by using mutations done by the web browser.

The problem, inappropriately shortened, was that people use “document.write” to inject elements into the DOM instead of using proper DOM APIs. But that is, he claimed, due to convenience. A call to “document.innerHTML” was so much easier than calling out to “createElement”, “addChild”, etc. And it is true. Too bad that, as we’ve learned earlier, using JavaScript is totally inappropriate to write web applications as it cannot even escape for the HTML context. Anyway, the browser is quite relaxed and accepts slightly malformed HTML. It will even do optimisations or transformations for you. Internet Explorer, for example, will happily drop quotes around arguments to HTML tags for you.

To make the long story short: CSS escapes are badly handled in many of the existing escaping libraries. So you could break out of the element’s contexts by cleverly using some CSS escape sequences. Also, SVG should be avoided at all costs. It’s a can of worms, he said. You could do so many evil things within SVG, like executing JavaScript, loading remote resources or accessing attributes.

OWASP AppSec Reseaerch EU 2013 was good fun. The location was absolutely fantastic. Probably the most noble venue I was at to have a conference. The organisation looked flawless and everything seemed to work out smoothly. Thanks for giving me the opportunity to meet great people. I hope to be able to do so for the next conference.

Breaking Multiple Time Pad

A One Time Pad (OTP) is a well known concept in Cryptography. It allows you to encrypt data in a secure manner. In fact, it is proven to be secure. However, the OTP has other issues, i.e. it needs to be as long as the message to be encrypted and it needs to be stored securely. Hence you need to securely store and transmit a secret message that is as long as your plaintext. If you could do that, you could as well transmit the plaintext directly. Another issue is, that you must not use the same pad more than once, because an attacker can retrieve the plaintext by just looking at the transmitted ciphertexts.

Let’s work our way through that problem and actually see, how that works. So we will break a wrongly used One Time Pad.

The OTP works as follows. Suppose you have a message m1 and m2 and a random string k, acting as the OTP, that is at least as long the messages. The encryption of both messages is

c1 = m1 + k
c2 = m2 + k

where + denotes the XOR operation. Note that the k is the very same in both operations.

You might realize, that you can now do

d = c1 + c2 = m1 + k + m2 + k = m1 + m2

as the keys k cancel out under the XOR operation.

So you have the "difference" of the two messages and the claim is, that you can retrieve both, m1 and m2. The idea is, that you know properties of the plaintexts, i.e. them being ASCII encoded English texts, and exploit redundancy in those plaintexts.

And in fact, even two XORed ASCII encoded English texts have enough redundancy that allow you to recover them. Have a look at the following XOR-table. You will see two characters and the hexadecimal result of the XOR operation together with the ASCII value of the result.

0 0
00
0 1
01
0 2
02
0 3
03
0 4
04
0 5
05
0 6
06
0 7
07
0 8
08
0 9
09
0 a
51
Q
0 b
52
R
0 c
53
S
0 d
54
T
0 e
55
U
0 f
56
V
0 g
57
W
0 h
58
X
0 i
59
Y
0 j
5a
Z
0 k
5b
[
0 l
5c
\
0 m
5d
]
0 n
5e
^
0 o
5f
_
0 p
40
@
0 q
41
A
0 r
42
B
0 s
43
C
0 t
44
D
0 u
45
E
0 v
46
F
0 w
47
G
0 x
48
H
0 y
49
I
0 z
4a
J
0 A
71
q
0 B
72
r
0 C
73
s
0 D
74
t
0 E
75
u
0 F
76
v
0 G
77
w
0 H
78
x
0 I
79
y
0 J
7a
z
0 K
7b
{
0 L
7c
|
0 M
7d
}
0 N
7e
~
0 O
7f
0 P
60
`
0 Q
61
a
0 R
62
b
0 S
63
c
0 T
64
d
0 U
65
e
0 V
66
f
0 W
67
g
0 X
68
h
0 Y
69
i
0 Z
6a
j
0 !
11
0 "
12
0 #
13
0 $
14
0 %
15
0 &
16
0 '
17
0 (
18
0 )
19
0 *
1a
0 +
1b
0 ,
1c
0 -
1d
0 .
1e
0 /
1f
0 :
0a
0 ;
0b

0 <
0c
&#12;
0 =
0d
0 >
0e
0 ?
0f
0 @
70
p
0 [
6b
k
0 \
6c
l
0 ]
6d
m
0 ^
6e
n
0 _
6f
o
0 `
50
P
0 {
4b
K
0 |
4c
L
0 }
4d
M
0 ~
4e
N

10

39
9

3a
:

3d
=
0 &#11;
3b
;
0 &#12;
3c
<
1 0
01
1 1
00
1 2
03
1 3
02
1 4
05
1 5
04
1 6
07
1 7
06
1 8
09
1 9
08
1 a
50
P
1 b
53
S
1 c
52
R
1 d
55
U
1 e
54
T
1 f
57
W
1 g
56
V
1 h
59
Y
1 i
58
X
1 j
5b
[
1 k
5a
Z
1 l
5d
]
1 m
5c
\
1 n
5f
_
1 o
5e
^
1 p
41
A
1 q
40
@
1 r
43
C
1 s
42
B
1 t
45
E
1 u
44
D
1 v
47
G
1 w
46
F
1 x
49
I
1 y
48
H
1 z
4b
K
1 A
70
p
1 B
73
s
1 C
72
r
1 D
75
u
1 E
74
t
1 F
77
w
1 G
76
v
1 H
79
y
1 I
78
x
1 J
7b
{
1 K
7a
z
1 L
7d
}
1 M
7c
|
1 N
7f
1 O
7e
~
1 P
61
a
1 Q
60
`
1 R
63
c
1 S
62
b
1 T
65
e
1 U
64
d
1 V
67
g
1 W
66
f
1 X
69
i
1 Y
68
h
1 Z
6b
k
1 !
10
1 "
13
1 #
12
1 $
15
1 %
14
1 &
17
1 '
16
1 (
19
1 )
18
1 *
1b
1 +
1a
1 ,
1d
1 -
1c
1 .
1f
1 /
1e
1 :
0b
&#11;
1 ;
0a
1 <
0d
1 =
0c
&#12;
1 >
0f
1 ?
0e
1 @
71
q
1 [
6a
j
1 \
6d
m
1 ]
6c
l
1 ^
6f
o
1 _
6e
n
1 `
51
Q
1 {
4a
J
1 |
4d
M
1 }
4c
L
1 ~
4f
O

11

38
8

3b
;

3c
<
1 &#11;
3a
:
1 &#12;
3d
=
2 0
02
2 1
03
2 2
00
2 3
01
2 4
06
2 5
07
2 6
04
2 7
05
2 8
0a
2 9
0b
&#11;
2 a
53
S
2 b
50
P
2 c
51
Q
2 d
56
V
2 e
57
W
2 f
54
T
2 g
55
U
2 h
5a
Z
2 i
5b
[
2 j
58
X
2 k
59
Y
2 l
5e
^
2 m
5f
_
2 n
5c
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00

Some results are more interesting than others. Especially notice the sixth last row or column. The sixth last column represents the XOR with a space. You’ll notice that any character XORed with a space changes its case, i.e. a lowercase "a" XORed with a space yields a capital "A" and a capital "B" XORed with a space yields a lowercase "b". Also note that we have only 128 possible results and that some results are considerably less likely than others.

To help you seeing that, see the following table which lists the XOR values sorted by their likelyhood. You’ll see, i.e. that there is an event that is produced by 72 combinations only while there is an event that is produced by 100 combinations. Hence, you have a way better chance to guess the correct output if you see a "37" byte compared to you seeing a "00" byte, simply because there are significantly fewer situations in which a "37" byte can occur.

72; 48; 37;
H
[(‘a’, ‘D’), (‘b’, ‘G’), (‘c’, ‘F’), (‘d’, ‘A’), (‘e’, ‘@’), (‘f’, ‘C’), (‘g’, ‘B’), (‘h’, ‘M’), (‘i’, ‘L’), (‘j’, ‘O’), (‘k’, ‘N’), (‘l’, ‘I’), (‘m’, ‘H’), (‘n’, ‘K’), (‘o’, ‘J’), (‘p’, ‘U’), (‘q’, ‘T’), (‘r’, ‘W’), (‘s’, ‘V’), (‘t’, ‘Q’), (‘u’, ‘P’), (‘v’, ‘S’), (‘w’, ‘R’), (‘x’, ‘]’), (‘y’, ‘\\’), (‘z’, ‘_’), (‘A’, ‘d’), (‘B’, ‘g’), (‘C’, ‘f’), (‘D’, ‘a’), (‘E’, ‘`’), (‘F’, ‘c’), (‘G’, ‘b’), (‘H’, ‘m’), (‘I’, ‘l’), (‘J’, ‘o’), (‘K’, ‘n’), (‘L’, ‘i’), (‘M’, ‘h’), (‘N’, ‘k’), (‘O’, ‘j’), (‘P’, ‘u’), (‘Q’, ‘t’), (‘R’, ‘w’), (‘S’, ‘v’), (‘T’, ‘q’), (‘U’, ‘p’), (‘V’, ‘s’), (‘W’, ‘r’), (‘X’, ‘}’), (‘Y’, ‘|’), (‘(‘, ‘\r’), (‘)’, ‘\x0c’), (‘,’, ‘\t’), (‘.’, ‘\x0b’), (‘/’, ‘\n’), (‘@’, ‘e’), (‘[‘, ‘~’), (‘\\’, ‘y’), (‘]’, ‘x’), (‘^’, ‘{‘), (‘_’, ‘z’), (‘`’, ‘E’), (‘{‘, ‘^’), (‘|’, ‘Y’), (‘}’, ‘X’), (‘~’, ‘[‘), (‘\t’, ‘,’), (‘\n’, ‘/’), (‘\r’, ‘(‘), (‘\x0b’, ‘.’), (‘\x0c’, ‘)’)]
72; 48; 50;
H
[(‘8’, ‘\n’), (‘9’, ‘\x0b’), (‘a’, ‘S’), (‘b’, ‘P’), (‘c’, ‘Q’), (‘d’, ‘V’), (‘e’, ‘W’), (‘f’, ‘T’), (‘g’, ‘U’), (‘h’, ‘Z’), (‘i’, ‘[‘), (‘j’, ‘X’), (‘k’, ‘Y’), (‘l’, ‘^’), (‘m’, ‘_’), (‘n’, ‘\\’), (‘o’, ‘]’), (‘p’, ‘B’), (‘q’, ‘C’), (‘r’, ‘@’), (‘s’, ‘A’), (‘t’, ‘F’), (‘u’, ‘G’), (‘v’, ‘D’), (‘w’, ‘E’), (‘x’, ‘J’), (‘y’, ‘K’), (‘z’, ‘H’), (‘A’, ‘s’), (‘B’, ‘p’), (‘C’, ‘q’), (‘D’, ‘v’), (‘E’, ‘w’), (‘F’, ‘t’), (‘G’, ‘u’), (‘H’, ‘z’), (‘I’, ‘{‘), (‘J’, ‘x’), (‘K’, ‘y’), (‘L’, ‘~’), (‘N’, ‘|’), (‘O’, ‘}’), (‘P’, ‘b’), (‘Q’, ‘c’), (‘R’, ‘`’), (‘S’, ‘a’), (‘T’, ‘f’), (‘U’, ‘g’), (‘V’, ‘d’), (‘W’, ‘e’), (‘X’, ‘j’), (‘Y’, ‘k’), (‘Z’, ‘h’), (‘;’, ‘\t’), (‘>’, ‘\x0c’), (‘?’, ‘\r’), (‘@’, ‘r’), (‘[‘, ‘i’), (‘\\’, ‘n’), (‘]’, ‘o’), (‘^’, ‘l’), (‘_’, ‘m’), (‘`’, ‘R’), (‘{‘, ‘I’), (‘|’, ‘N’), (‘}’, ‘O’), (‘~’, ‘L’), (‘\t’, ‘;’), (‘\n’, ‘8’), (‘\r’, ‘?’), (‘\x0b’, ‘9’), (‘\x0c’, ‘>’)]
72; 48; 60;
H
[(‘0’, ‘\x0c’), (‘1’, ‘\r’), (‘5’, ‘\t’), (‘6’, ‘\n’), (‘7’, ‘\x0b’), (‘a’, ‘]’), (‘b’, ‘^’), (‘c’, ‘_’), (‘d’, ‘X’), (‘e’, ‘Y’), (‘f’, ‘Z’), (‘g’, ‘[‘), (‘h’, ‘T’), (‘i’, ‘U’), (‘j’, ‘V’), (‘k’, ‘W’), (‘l’, ‘P’), (‘m’, ‘Q’), (‘n’, ‘R’), (‘o’, ‘S’), (‘p’, ‘L’), (‘q’, ‘M’), (‘r’, ‘N’), (‘s’, ‘O’), (‘t’, ‘H’), (‘u’, ‘I’), (‘v’, ‘J’), (‘w’, ‘K’), (‘x’, ‘D’), (‘y’, ‘E’), (‘z’, ‘F’), (‘A’, ‘}’), (‘B’, ‘~’), (‘D’, ‘x’), (‘E’, ‘y’), (‘F’, ‘z’), (‘G’, ‘{‘), (‘H’, ‘t’), (‘I’, ‘u’), (‘J’, ‘v’), (‘K’, ‘w’), (‘L’, ‘p’), (‘M’, ‘q’), (‘N’, ‘r’), (‘O’, ‘s’), (‘P’, ‘l’), (‘Q’, ‘m’), (‘R’, ‘n’), (‘S’, ‘o’), (‘T’, ‘h’), (‘U’, ‘i’), (‘V’, ‘j’), (‘W’, ‘k’), (‘X’, ‘d’), (‘Y’, ‘e’), (‘Z’, ‘f’), (‘@’, ‘|’), (‘[‘, ‘g’), (‘\\’, ‘`’), (‘]’, ‘a’), (‘^’, ‘b’), (‘_’, ‘c’), (‘`’, ‘\\’), (‘{‘, ‘G’), (‘|’, ‘@’), (‘}’, ‘A’), (‘~’, ‘B’), (‘\t’, ‘5’), (‘\n’, ‘6’), (‘\r’, ‘1’), (‘\x0b’, ‘7’), (‘\x0c’, ‘0’)]
72; 48; 61;
H
[(‘0’, ‘\r’), (‘1’, ‘\x0c’), (‘4’, ‘\t’), (‘6’, ‘\x0b’), (‘7’, ‘\n’), (‘a’, ‘\\’), (‘b’, ‘_’), (‘c’, ‘^’), (‘d’, ‘Y’), (‘e’, ‘X’), (‘f’, ‘[&