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	<title>Noisebridge - User contributions [en]</title>
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		<id>https://wiki.extremist.software/index.php?title=DreamTeam&amp;diff=57333</id>
		<title>DreamTeam</title>
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		<updated>2017-03-18T00:45:48Z</updated>

		<summary type="html">&lt;p&gt;Sosurprised: /* (Old) Meeting Notes */ I added a more recent note so others seeing the page will know we&amp;#039;re meeting.&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;== &amp;lt;span style=&amp;quot;font-size:2em; color:green; background-color:black&amp;quot;&amp;gt;Meetings&amp;lt;/span&amp;gt; ==&lt;br /&gt;
&amp;lt;span style=&amp;quot;font-size:2em; color:green&amp;quot;&amp;gt;Wednesday 8pm&amp;lt;/span&amp;gt;&lt;br /&gt;
&lt;br /&gt;
== &amp;lt;span style=&amp;quot;font-size:2em; color:aqua; background-color:black&amp;quot;&amp;gt;Hardware&amp;lt;/span&amp;gt; ==&lt;br /&gt;
&amp;lt;span style=&amp;quot;font-size:2em; color:aqua&amp;quot;&amp;gt;Update:&lt;br /&gt;
&lt;br /&gt;
[[DreamTeam/Brainduino]]&lt;br /&gt;
&lt;br /&gt;
[[DreamTeam/flashingOpenBCIRadios]]&amp;lt;/span&amp;gt;&lt;br /&gt;
&lt;br /&gt;
[http://op-innovations.com/ TrueSense]&lt;br /&gt;
&amp;lt;br&amp;gt; [http://www.openbci.com OpenBCI]&lt;br /&gt;
&amp;lt;br&amp;gt; [http://psychiclab.net/IBVA/PsychicLab.html Psychic Labs IBVA]&lt;br /&gt;
&amp;lt;br&amp;gt; [http://www.instructables.com/id/open-brain-wave-interface-hardware-1/ Masahiro Instructables]&lt;br /&gt;
&amp;lt;br&amp;gt; Neurosky Mindwave&lt;br /&gt;
&amp;lt;br&amp;gt; Emotiv Epoc&lt;br /&gt;
&amp;lt;br&amp;gt; [http://www.Open-BCI.org wWw.Open-BCI.org]&lt;br /&gt;
&amp;lt;br&amp;gt; https://noisebridge.net/wiki/OpenEEG&lt;br /&gt;
&lt;br /&gt;
== Code ==&lt;br /&gt;
&lt;br /&gt;
[[DreamTeam/pastebin]]&lt;br /&gt;
&lt;br /&gt;
[[File:Plex.txt]] data acquisition for neurosky mindwave - starting to shape up ...&lt;br /&gt;
&lt;br /&gt;
== Upcoming Field Trip ==&lt;br /&gt;
&lt;br /&gt;
(rescheduled ... will try to make it out next week - September 2nd)&lt;br /&gt;
http://www.meetup.com/NeuroTechSF/ on August 26, 2015&lt;br /&gt;
&lt;br /&gt;
== Literature &amp;amp; Other Resources ==&lt;br /&gt;
see [[DreamTeam/Reading]] for more information.&lt;br /&gt;
&lt;br /&gt;
[https://sites.google.com/site/wmvanvliet/tutorials/eeg-signal-analysis EEG Data Analysis tutorial with Marijn van Vliet] and [https://github.com/wmvanvliet/neuroscience_tutorials MvV github tutorials]&lt;br /&gt;
&lt;br /&gt;
[http://www.cns.atr.jp/dni/en/downloads/neuralcodeconverter-3/ Neural Code Converter (see below May 2013 for previous)]&lt;br /&gt;
&lt;br /&gt;
[http://www.dreambank.net/ dreambank - UCSC]&lt;br /&gt;
&lt;br /&gt;
[http://www.opensourceinstruments.com/Electronics/A3019/EEG.html Electronics of EEG -- mind bending thought experiments]&lt;br /&gt;
&lt;br /&gt;
[https://noisebridge.net/images/9/91/NonlinearDynamicsEEGPerspectives.pdf Nonlinear Dynamics in EEG Analysis: Disappointments and Perspectives]&lt;br /&gt;
&lt;br /&gt;
CHAOS! -&amp;gt; http://collections.infocollections.org/ukedu/uk/d/Jh0699e/4.html&lt;br /&gt;
* Is the EEG a strange attractor? Brain stem neuronal discharge patterns and electroencephalographic rhythms&lt;br /&gt;
&lt;br /&gt;
http://sulcus.berkeley.edu/freemanwww/manuscripts/id1/88.html&lt;br /&gt;
* Strange Attractors that Govern Mammalian Brain Dynamics Shown by Trajectories of Electroencephalographic (EEG) Potential&lt;br /&gt;
&lt;br /&gt;
^ nice graphics ... more on chaos-based models at http://sulcus.berkeley.edu -&amp;gt;&lt;br /&gt;
* (&amp;quot;Neuroscience&amp;quot; link on sidebar yields many publications from that lab] &lt;br /&gt;
&amp;lt;pre&amp;gt;&lt;br /&gt;
We use nonlinear mapping and multidimensional scaling into 2-space to identify itinerant chaotic trajectories&lt;br /&gt;
through sequences of nonconvergent attractor ruins in the attractor landscapes of brain state space.&lt;br /&gt;
The attractors are created and modified by reinforcement learning based on classical and operant conditioning.&lt;br /&gt;
Neural modeling includes demonstrations of the neural mechanisms that ensure in all cortices the stability of&lt;br /&gt;
neural populations that supports rapid and widespread state transitions by virtue of small-world and scale-free&lt;br /&gt;
network architecture. Neocortex is unique among cortices in maintaining global self-organized criticality,&lt;br /&gt;
in which the critical order parameter is the global level of neural synaptic interaction that everywhere locally&lt;br /&gt;
is homeostatically regulated by neural thresholds and refractory periods.&lt;br /&gt;
&amp;lt;/pre&amp;gt;&lt;br /&gt;
&lt;br /&gt;
cellular automata and non-linear dynamics -&amp;gt; https://theory.org/complexity/cdpt/html/node4.html&lt;br /&gt;
&lt;br /&gt;
-----&lt;br /&gt;
chirp!&lt;br /&gt;
[[Image:Chirp_animation.gif]]&lt;br /&gt;
-----&lt;br /&gt;
&lt;br /&gt;
&amp;lt;br&amp;gt; Currently [https://github.com/kevinjos/openbci-golang-server hacking] the [http://openbci.com OpenBCI EEG] powered by TI&#039;s [http://www.ti.com/lit/ds/symlink/ads1299.pdf ADS1299].&lt;br /&gt;
&amp;lt;br&amp;gt; [https://www.youtube.com/watch?v=HEbyITI13zg G. Tononi &#039;In Search of Sleep Function&#039;]&lt;br /&gt;
&amp;lt;br&amp;gt; [http://journal.frontiersin.org/Journal/10.3389/fninf.2013.00036/full interactive data visualization in Python]&lt;br /&gt;
&amp;lt;br&amp;gt; [http://lucidity.com/ Lucidity Institute]&lt;br /&gt;
&amp;lt;br&amp;gt; [http://www.dtic.upf.edu/~ralph/ClinNeurophysiol116569.pdf On the predictability of epileptic seizures]&lt;br /&gt;
&amp;lt;br&amp;gt; [https://cours.etsmtl.ca/sys828/REFS/A1/Fawcett_PRL2006.pdf ROC curve review]&lt;br /&gt;
&amp;lt;br&amp;gt; [http://www.dspguide.com/ Free book on digital signal processing]&lt;br /&gt;
&amp;lt;br&amp;gt; [http://materials.jeremybejarano.com/MPIwithPython MPIwithPython solid intro]&lt;br /&gt;
&amp;lt;br&amp;gt; [http://www.hindawi.com/journals/cin/2011/406391/ pyeeg whitepaper]&lt;br /&gt;
&amp;lt;br&amp;gt; [http://www.bearcave.com/misl/misl_tech/wavelets/hurst/ reading on the Hurst exponent, nice pictures]&lt;br /&gt;
&amp;lt;br&amp;gt; [http://www.mc.vanderbilt.edu/documents/neurology/files/Lecture%205-%20EEG%20in%20focal%20epilepsies-handout.pdf EEG in focal epilepsies]&lt;br /&gt;
&amp;lt;br&amp;gt; We&#039;ve been reading some papers the past two weeks on the [http://researcher.watson.ibm.com/researcher/view_person_subpage.php?id=4700 TrueNorth processor].&lt;br /&gt;
&amp;lt;br&amp;gt; If you&#039;re interested in getting involved with the IBM led research group, [http://www.research.ibm.com/cognitive-computing/chip_form.shtml apply here].&lt;br /&gt;
&lt;br /&gt;
&amp;lt;br&amp;gt; Electric Fields of the Brain: The Neurophysics of EEG, 2nd Edition, Paul L. Nunez &amp;amp; Ramesh Srinivasan&lt;br /&gt;
&amp;lt;br&amp;gt; Rhythms of the Brain, Gyorgy Buzsaki&lt;br /&gt;
&amp;lt;br&amp;gt; [http://www.cogsci.ucsd.edu/research/profile/447/ Bradley Voytek UCSD]&lt;br /&gt;
&amp;lt;br&amp;gt; [http://www.nature.com/neuro/journal/vaop/ncurrent/full/nn.3719.html Voss et al., Induction of self awareness in dreams through frontal low current stimulation of gamma activity]https://www.youtube.com/watch?v=HEbyITI13zg&lt;br /&gt;
&amp;lt;br&amp;gt; [http://www.blogs.uni-mainz.de/fb05philosophie/files/2013/04/Voss-et-al-2013_Measuring-Consciousness-in-Dreams.pdf Voss et al., Measuring consciousness in dreams: The lucidity and consciousness in dreams scale]&lt;br /&gt;
&lt;br /&gt;
[[mHealth_Hackathon]]&lt;br /&gt;
&amp;lt;br&amp;gt; [https://orbit.puzzlebox.info/tracker/wiki Puzzlebox repo/tracker]&lt;br /&gt;
&amp;lt;br&amp;gt; [http://brainliner.jp EEG Data Repository]&lt;br /&gt;
&lt;br /&gt;
GDF Standards:&lt;br /&gt;
&amp;lt;br&amp;gt; [http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3061298/ GDF/Biosig paper]&lt;br /&gt;
&amp;lt;br&amp;gt; [http://arxiv.org/abs/cs.DB/0608052 GDF Data Standards]&lt;br /&gt;
&amp;lt;br&amp;gt; [http://www.bcistandards.org/ Tobi Project =&amp;gt; BCI Standards]&lt;br /&gt;
&lt;br /&gt;
European Data Format:&lt;br /&gt;
&amp;lt;br&amp;gt; http://www.edfplus.info/downloads/index.html&lt;br /&gt;
&amp;lt;br&amp;gt; https://github.com/breuderink/eegtools&lt;br /&gt;
&amp;lt;br&amp;gt; http://www.neurotraces.com/edf/&lt;br /&gt;
&lt;br /&gt;
== Other Groups ==&lt;br /&gt;
&lt;br /&gt;
[https://class.coursera.org/neuraldata-001/ Free course on Exploring Neural Data]&lt;br /&gt;
[http://diy-neuro.com/ Cognitive Technology Group -- UC-Berkeley]&lt;br /&gt;
&lt;br /&gt;
== IBVA Port ==&lt;br /&gt;
&lt;br /&gt;
Sucessfully built and ran IVBA source (Aug 11, 2013). Key steps below.&lt;br /&gt;
&lt;br /&gt;
1. Root directory of application must be /Developer/Examples/IBVAV4F5Apr12all&lt;br /&gt;
&amp;lt;br&amp;gt; 2. [http://cocoabob.net/?p=1032 Installing Xcode 3.2.6 on Mountian Lion] and don&#039;t try taking shortcuts... 3.2.1 crashes on run-time when trying to load the project.&lt;br /&gt;
&lt;br /&gt;
== Data ==&lt;br /&gt;
&lt;br /&gt;
We have 650MB of data taken from [[party]] (Aug. 10, 2013).. Where to upload?&lt;br /&gt;
&amp;lt;br&amp;gt;[[File:20130516233839.txt]]&lt;br /&gt;
&amp;lt;br&amp;gt;[[File:20130516233839-1.txt]]&lt;br /&gt;
&lt;br /&gt;
== Events on the Horizon ==&lt;br /&gt;
&lt;br /&gt;
Let&#039;s have an excellent installation to bring to [http://toorcamp.toorcon.net/ Toor camp]. Recursive reentry?&lt;br /&gt;
&lt;br /&gt;
== Events beyond the Horizon ==&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[http://neurogaming.brainihack.org/projects/project-list/ NeuroGaming Hackathon, May, San Francisco]&lt;br /&gt;
&lt;br /&gt;
[https://sudoroom.org/ai1ec_event/hackyourphd-open-knowledge-meetup/?instance_id=66319, HackYourPhd, SudoRoom, Thursday 7/25]&lt;br /&gt;
&lt;br /&gt;
== (Old) Meeting Notes ==&lt;br /&gt;
&lt;br /&gt;
(still meeting regularly, just lax about taking/posting notes lately.  Here&#039;s some minutes from our first few meetings ...)&lt;br /&gt;
&lt;br /&gt;
=== March 17, 2017 ===&lt;br /&gt;
&lt;br /&gt;
Discussed findings from XTech Conference [https://www.xtechexpo.com] which led to a demo of hypnosis.&lt;br /&gt;
&lt;br /&gt;
=== July 15, 2015 ===&lt;br /&gt;
&lt;br /&gt;
In addition to hooking someone up to the OpenBCI and measuring voltages from grinding the jaw, a new Facebook page for the group was created: [https://www.facebook.com/groups/1626036630970351/]&lt;br /&gt;
&lt;br /&gt;
=== March 26, 2014 ===&lt;br /&gt;
&lt;br /&gt;
Notes from March, 26 Meeting. Discussion of dark mind hacks - to be identified and squelched. Infiltration, dissruption, the agent provocatour, etc etc...&lt;br /&gt;
&amp;lt;br&amp;gt; http://darkpatterns.org/&lt;br /&gt;
&lt;br /&gt;
=== June 19, 2013 ===&lt;br /&gt;
&lt;br /&gt;
[http://www.meetup.com/braindjvj/events/119780592/ Meetup@TechShop, 2013/06/19]&lt;br /&gt;
&lt;br /&gt;
=== May 15, 2013 ===&lt;br /&gt;
&lt;br /&gt;
&amp;quot;journal club&amp;quot; discussion to better understand a technical report from NeuroSky - see [[DreamTeam/Reading#Current_Discussion]]&lt;br /&gt;
&lt;br /&gt;
=== May 8, 2013 ===&lt;br /&gt;
a small group studied data from the MindWave device and [https://github.com/nbdt hacked on code] to handle (so-called) &amp;quot;timestamps&amp;quot; more realistically ...&lt;br /&gt;
&lt;br /&gt;
=== May 1, 2013 ===&lt;br /&gt;
Present: Johny, Daglan, John, Thomas, Aly, Jade, Dan, Kevin, Rohan&lt;br /&gt;
&lt;br /&gt;
 Recorded: https://www.noisebridge.net/wiki/File:SampleEEGdata20130501.txt&lt;br /&gt;
&lt;br /&gt;
 Understanding dreams via EEG readout&lt;br /&gt;
 Nightmare or not classifier, a good place to start&lt;br /&gt;
&lt;br /&gt;
 delta 1-4Hz&lt;br /&gt;
 theta 4-7Hz&lt;br /&gt;
 alpha 6-12Hz&lt;br /&gt;
 low beta 12-15Hz normal focus&lt;br /&gt;
 mid beta 16-22Hz high focus&lt;br /&gt;
 high beta 22-24Hz anxiety muscle artifact shortcoming of eeg&lt;br /&gt;
&lt;br /&gt;
 peak freq marker of stress&lt;br /&gt;
&lt;br /&gt;
Rohan will look up information on EEG&lt;br /&gt;
&lt;br /&gt;
There will be a burning man device that will be controlled by an EEG headset&lt;br /&gt;
&lt;br /&gt;
[http://www.brainocate.com/ Brain-o-cate] --&amp;gt; interactive video game focused on teaching children about the brain&lt;br /&gt;
&lt;br /&gt;
[http://www.myzeo.com/sleep/ Zeo] headband EEG made for sleep&lt;br /&gt;
&lt;br /&gt;
We like more sensors and high data quality and comfort&lt;br /&gt;
&lt;br /&gt;
Computational neuro science on coursera&lt;br /&gt;
&lt;br /&gt;
Signal localization&lt;br /&gt;
*Grid array sensor&lt;br /&gt;
*Seizure localization 164/256 sensors on the brain, 1/2&amp;quot; apart&lt;br /&gt;
*32 channel EEG on the surface to get a picture&lt;br /&gt;
**ElectroCap has cap with 64 sensor places&lt;br /&gt;
&lt;br /&gt;
EEG correlate for REM&lt;br /&gt;
*States&lt;br /&gt;
http://brainstorms.puzzlebox.info/&lt;br /&gt;
LEDs on the HSNPs&lt;br /&gt;
*Glow different colors by brain state&lt;br /&gt;
&lt;br /&gt;
Convert brain waves to audio spectrum&lt;br /&gt;
*MIDI tones, 4-8Hz offset ==&amp;gt; induce activity&lt;br /&gt;
*Musical Insturment Digital Interface&lt;br /&gt;
**Feeback loops&lt;br /&gt;
**Would have to compensate for delay between the reading device and audio device&lt;br /&gt;
&lt;br /&gt;
Classify audio waves via brain monitoring&lt;br /&gt;
&lt;br /&gt;
What is the difference between vision/hearing and dreaming or thinking on music in the brain?&lt;br /&gt;
*dtMRI - detects neuronal activity, by neuron strands&lt;br /&gt;
&lt;br /&gt;
Thermal infrared camera to monitor blood-flow in the brain&lt;br /&gt;
&lt;br /&gt;
IR cameras to measure full specture, rather than stricly amplitude&lt;br /&gt;
Could construct a small array of infrared sensors -- more economic&lt;br /&gt;
&lt;br /&gt;
==Project Ideas==&lt;br /&gt;
&lt;br /&gt;
Send EEG data recorded during the meeting&lt;br /&gt;
*Guess who was wearing the device&lt;br /&gt;
*See Attached&lt;br /&gt;
&lt;br /&gt;
Rohan has 9 months of EEG data from Hymalayas&lt;br /&gt;
*Has built a meditation classifier from raw Neuro Sky data&lt;br /&gt;
&lt;br /&gt;
Dan would like to have real-time display, in form of LEDs on cap, that reflects EEG data&lt;br /&gt;
*Feedback loop between two people wearing LED caps&lt;br /&gt;
&lt;br /&gt;
Brian with badasslighting and [http://www.americansteelstudios.com/2013/department-of-spontaneous-combustion-awarded-burning-man-grant dept of spontaneous combustion]&lt;br /&gt;
    host open night in W Oakland, teach welding, art, construction&lt;br /&gt;
    steel walk-in structure with neurons and synapses of LEDs in acrlyic tubes&lt;br /&gt;
    0.3W LEDs all over the place&lt;br /&gt;
    raspberry pi&lt;br /&gt;
    flame effects for quiet mind&lt;br /&gt;
    &amp;quot;processing&amp;quot; python tool to mix RP with picture&lt;br /&gt;
    looking for a developers to workout the details of nero-data to brain lights&lt;br /&gt;
    American Steel, Mandela and 20th, open house&lt;br /&gt;
    Contact Brian if interested @ 415-509-2100/bkrawitz@gmail.com&lt;br /&gt;
&lt;br /&gt;
Johny wants to convert brain data into music&lt;br /&gt;
*translation technique&lt;br /&gt;
*dream sounds outside the HSNPs&lt;br /&gt;
&lt;br /&gt;
Space craft does ambient electronic music&lt;br /&gt;
&lt;br /&gt;
Max Queue is an astronaut headed band&lt;br /&gt;
&lt;br /&gt;
==Background==&lt;br /&gt;
&lt;br /&gt;
https://www.noisebridge.net/pipermail/neuro/2013-April/000791.html&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
[Neuro] Coming soon to Noisebridge - The Dream Team&lt;br /&gt;
bfb at riseup.net&lt;br /&gt;
Wed Apr 24 18:00:00 UTC 2013&lt;br /&gt;
&lt;br /&gt;
    Previous message: [Neuro] Neuro Digest, Vol 31, Issue 3&lt;br /&gt;
    Messages sorted by: [ date ] [ thread ] [ subject ] [ author ]&lt;br /&gt;
&lt;br /&gt;
Hello Noisebridge!&lt;br /&gt;
&lt;br /&gt;
We shall meet on Wednesday, May 1, at 6:30, because we&#039;re all stars! &lt;br /&gt;
Python class is over, now let&#039;s put that good know-how to work on some &lt;br /&gt;
maths and science stuffs. There may also be comestibles, just this once.&lt;br /&gt;
&lt;br /&gt;
Come down to the 6:30 share-a-thon. Discuss your dreams and other &lt;br /&gt;
applications of neuron-monitoring devices. I want to investigate lexical &lt;br /&gt;
dream content and brainwaves of people all over the planet, starting &lt;br /&gt;
with Noisebridge. Thus far, I have an EEG device and a semi-incomplete &lt;br /&gt;
research facility (HSNPs).&lt;br /&gt;
&lt;br /&gt;
To get up to speed with what I&#039;ve been looking into read on. And all you &lt;br /&gt;
varied neuro-hackers out there please do go to the brainliner.jp site, &lt;br /&gt;
it&#039;s amazing.&lt;br /&gt;
&lt;br /&gt;
I&#039;ve attached a copy of a sample data set taken while writing this &lt;br /&gt;
message. Also attached is a screen shot of the GUI that the python &lt;br /&gt;
scripts create. The scripts run great on Debian. The dongle that comes &lt;br /&gt;
with the device has an antenna to pick-up the WiFi transmissions from &lt;br /&gt;
the device. It opens the right sockets, makes a few hand shakes, and &lt;br /&gt;
promptly peaces out. Neurosky purports the device will give a good &lt;br /&gt;
signal up to 10m. It spews ~500 measures per second.&lt;br /&gt;
&lt;br /&gt;
https://github.com/akloster/python-mindwave&lt;br /&gt;
&lt;br /&gt;
This is the EEG device. Specs included.&lt;br /&gt;
&lt;br /&gt;
http://store.neurosky.com/products/mindwave-1&lt;br /&gt;
&lt;br /&gt;
And here&#039;s a link to Yukiyasu Kamitani&#039;s landing page with ATR, Advanced &lt;br /&gt;
Telecommunications Research Institute International. He&#039;s head of the &lt;br /&gt;
Department of Neuroinfomatics, and lead reacher on the publication &lt;br /&gt;
below. They are working on predicting dream sequences from EEG and MRI &lt;br /&gt;
data taken while asleep.&lt;br /&gt;
&lt;br /&gt;
http://www.cns.atr.jp/dni/en/members/kamitani_e/&lt;br /&gt;
http://www.cns.atr.jp/dni/en/publications/&lt;br /&gt;
&lt;br /&gt;
Kanitani and others are open-sourcing a good bit of their work. See git &lt;br /&gt;
hub repository and standardized repository for sharing neuro-data below. &lt;br /&gt;
They&#039;re set-up to run in Mat Lab, but w/e.&lt;br /&gt;
&lt;br /&gt;
Really, go to brainliner and then giggle crescendoing into mad-scientist &lt;br /&gt;
roar.&lt;br /&gt;
&lt;br /&gt;
http://brainliner.jp/&lt;br /&gt;
https://github.com/ATR-DNI/VBCCA&lt;br /&gt;
&lt;br /&gt;
And finally, to pass on a message from a friend, because it&#039;s open in my &lt;br /&gt;
browser and seems appropriate.&lt;br /&gt;
https://raw.github.com/videlalvaro/gifsockets/master/doc/mybrain.gif&lt;br /&gt;
&lt;br /&gt;
See you Wednesday.&lt;br /&gt;
&lt;br /&gt;
-Kevin&lt;br /&gt;
&lt;br /&gt;
-----&lt;br /&gt;
&lt;br /&gt;
[[Category:Neuro]]&lt;/div&gt;</summary>
		<author><name>Sosurprised</name></author>
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