Hi Herman,

I started googling and ended up completely lost down a rabbit hole (have a
look here if you want to see what I mean:
https://plato.stanford.edu/entries/measurement-science/). As a result I'm
no longer sure I know what the word "measurement" means! I tried to
simplify things with a practical example. Let's say I take a set of clearly
real world measurements (temperature values over time, say). I can take the
mean of subsets of these values and maybe that is a "measurement" too -
especially for readings taken in quick succession, expressly done to reduce
measurement error. But what if I fit a line to a series of values, is the
gradient of the line also a "measurement"? Maybe?

Anyway, for MPR it probably doesn't matter if the measurement is of a
response variable, rather than something "raw". That's because MPR isn't
actually affected by the values themselves (ignoring the thorny issue of
outlier rejection), it is just a count of them.

Cheers
-- David


On Fri, 3 Jul 2020 at 11:22, Schreuder, Herman /DE <
herman.schreu...@sanofi.com> wrote:

> Dear David,
>
>
>
> Thank you for your reaction. It has become clear to me that although most
> people understand what I intended with “measurement”, in practice it is
> very much in the eye of the beholder. It was suggested in the BB to use
> observation instead, but I am fairly sure that some people will also have
> issues with that.
>
>
>
> The advantage of multiplicity/redundancy is that it does not mention what
> is multiple or redundant and that one can refer to the program
> documentation for an exact definition. Since most people are happy with the
> multiplicity/redundancy they grew up with, that is the way it will stay.
>
>
>
> Best regards,
>
> Herman
>
>
>
>
>
>
>
>
>
> *Von:* David Waterman <dgwater...@gmail.com>
> *Gesendet:* Freitag, 3. Juli 2020 10:49
> *An:* Schreuder, Herman /DE <herman.schreu...@sanofi.com>
> *Cc:* CCP4BB@jiscmail.ac.uk
> *Betreff:* Re: [ccp4bb] AW: [ccp4bb] AW: [EXTERNAL] Re: [ccp4bb] number
> of frames to get a full dataset?
>
>
>
> *EXTERNAL : *Real sender is dgwater...@gmail.com
>
>
>
> Hi Herman,
>
>
>
> I like the idea of MPR, but I continue to worry about the term
> "measurement". The intensity associated with a particular reflection is a
> fit based on a scaling model, and ultimately, depending on your integration
> software, may be linked to a weighted sum of two raw measurements: the
> summation and profile-fitted intensities. I think *these* are the
> measurements, not the intensity derived during the scaling procedure. Sure,
> anyone who wants to be even more pedantic than me will point out that these
> "raw measurements" are also the result of fitting procedures. However, to
> my eyes, the difference is that we don't consider the profile and summation
> integrated intensities to change as a result of the procedure that
> ultimately determines the statistic (MPR) of interest. During that
> procedure they are independent, not dependent variables.
>
>
>
> Maybe I am worrying about nothing. It agree it is *fairly clear* what you
> mean by MPR. I just wanted to explore if there was any opportunity for
> further reducing ambiguity.
>
>
>
> Cheers
>
> -- David
>
>
>
>
>
> On Fri, 3 Jul 2020 at 08:12, Schreuder, Herman /DE <
> herman.schreu...@sanofi.com> wrote:
>
> Dear Ian,
>
>
>
> Since some very advanced countries still use miles, Fahrenheit and inches,
> I did not expect anything to change. It was an escalating discussion in
> this thread on data completeness(!) on the use of multiplicity vs
> redundancy that made me suggest a different term. Except for an occasional
> discussion in the BB, there is nothing against people using the term they
> are most comfortable with.
>
>
>
> However, I insist that trying to impose a different definition of
> “measurement” for MPR vs the definition used for the calculation of
> redundancy/multiplicity is not a valid argument against MPR.
>
>
>
> Cheers,
>
> Herman
>
>
>
>
>
>
>
>
>
> *Von:* CCP4 bulletin board <CCP4BB@JISCMAIL.AC.UK> *Im Auftrag von *Ian
> Tickle
> *Gesendet:* Donnerstag, 2. Juli 2020 22:06
> *An:* CCP4BB@JISCMAIL.AC.UK
> *Betreff:* Re: [ccp4bb] AW: [EXTERNAL] Re: [ccp4bb] number of frames to
> get a full dataset?
>
>
>
> *EXTERNAL : *Real sender is owner-ccp...@jiscmail.ac.uk
>
>
>
>
>
> Well I very much doubt that many software developers are going to trawl
> through all their code, comments, output statements & documentation to
> change 'redundancy' or 'multiplicity' to 'MPR' or whatever terminology is
> agreed on (assuming of course we do manage to come to an agreement, which I
> doubt).  And good luck with persuading wwPDB to change 'redundancy' in
> their mmCIF dictionary!  That would be not only pointless but also a lot of
> work, partly because terms get abbreviated in code and in outputs (e.g. to
> 'redund' in mine, or 'mult').  And don't say I can keep the code & comments
> the same and only change the outputs and documentation: that will really
> tax my brain!  Also don't say this need only apply to new code: no code is
> ever completely new, and mixing up old & new terminology would be a
> disaster waiting to happen!  Also it won't end there: someone will always
> find terminology that they disagree with: I can think of plenty cans of
> worms that we could open, but I think one is already one too many!
>
>
>
> By the way, "measurements per reflection" won't float, because some
> measurements will be rejected as outliers (that's why we need redundancy! -
> as opposed to simply measuring intensities for longer).  What I call
> redundancy is "the count of _contributing_ measurements per reflection"
> (CCMPR, sigh).  Personally I think that adding one more term is going to
> confuse things even more since if I'm right most people will continue to
> use the old terms in parallel anyway.
>
>
>
> IMO we should all be free to use the terminology we are most comfortable
> with, and it's up to the receivers of the information to perform the
> translation.  That's how it always has been, and IMO always will be.  Of
> course it behoves (behooves?) the sender to point to or make available any
> necessary translation tools, such as a dictionary or glossary, but once
> that is done it is the responsibility of the receiver to make use of those
> tools.  Even better if you can point to formally-published information
> (i.e. book or peer-reviewed paper), since information on the web is so
> ephemeral.  As a receiver of information myself that's what my brain is
> doing constantly, i.e. converting others' terminology into concepts my
> brain can process.  If I'm forced to write code using a different set of
> terms it's inevitable that I will unconsciously lapse into my old bad ways
> and I'll end up with a dog's breakfast!  If I'm constantly having to
> convert my terminology into some standardised (standardized?) terminology
> before committing it to code, I'm going to use up what little brainpower I
> have left!
>
>
>
> The absolutely critical thing surely is to DEFINE all terms that might be
> unfamiliar or ambiguous (yes Bernhard, I abhor a definitional vacuum for
> this very reason!).  That way the developers feel comfortable and the users
> can understand what's going on.  I'm very happy to put my head on the
> chopping block and add redundancy, multiplicity and whatever other terms
> people find unfamiliar or ambiguous in my outputs or documentation to my
> Glossary
> <https://urldefense.proofpoint.com/v2/url?u=http-3A__staraniso.globalphasing.org_-7Eitickle_staraniso-5Fglossary.html&d=DwMFaQ&c=Dbf9zoswcQ-CRvvI7VX5j3HvibIuT3ZiarcKl5qtMPo&r=HK-CY_tL8CLLA93vdywyu3qI70R4H8oHzZyRHMQu1AQ&m=rkv3VHbs8Bfme-xQfteNHrAgAmRdtVOsCD3ryGGQbTI&s=YOMbn7m3LdRKpXMxrwkn8Qfa99nEsioggRbgwTvMFtM&e=>.
> Note that this covers only terms used on the STARANISO server; it is by no
> means intended as a replacement for the IUCr's Online Dictionary of
> Crystallography (or any other dictionary for that matter).
>
>
>
> By the way, James, you left out my favourite (favorite?): "I
> could/couldn't care less", the positive one of which I always find
> illogical (if one could care less that means the amount of caring must be
> strictly positive since a negative amount is meaningless, whereas if one
> couldn't care less the amount of caring must already be exactly zero, which
> is surely what the expression is meant to convey).  I'm not suggesting at
> all that I don't care, quite the opposite: I think it's vital that
> terminology is universally understood ("define your terms, Sir, or we'll
> never agree").
>
>
>
> So my 2p's worth is: carry on as we are, but please, please, please DEFINE
> (and only argue about the definitions!).
>
>
>
> https://www.brainyquote.com/quotes/dylan_moran_557269?src=t_please_everyone
> <https://urldefense.proofpoint.com/v2/url?u=https-3A__www.brainyquote.com_quotes_dylan-5Fmoran-5F557269-3Fsrc-3Dt-5Fplease-5Feveryone&d=DwMFaQ&c=Dbf9zoswcQ-CRvvI7VX5j3HvibIuT3ZiarcKl5qtMPo&r=HK-CY_tL8CLLA93vdywyu3qI70R4H8oHzZyRHMQu1AQ&m=rkv3VHbs8Bfme-xQfteNHrAgAmRdtVOsCD3ryGGQbTI&s=e3bL2Imbw_jrHBV5-UdMXDmTLVsgmIktLHjdQzF5Vjc&e=>
>
>
>
> Cheers
>
>
>
> -- Ian
>
>
>
>
>
> On Thu, 2 Jul 2020 at 11:11, Harry Powell - CCP4BB <
> 0000193323b1e616-dmarc-requ...@jiscmail.ac.uk> wrote:
>
> Dear all
>
> I’ve been persuaded that MPR is a useful name (and see that there are
> shortcomings with both “multiplicity” and “redundancy") and I agree with
> much of what’s been said most recently in this thread.
>
> BTW, just because the Physics definition of a
> measurement/quantity/whatever is given on wikipedia (or elsewhere, for that
> matter), it doesn’t mean that’s what we (crystallographers, structural
> biologists, etc) should use without question. If you check
>
>         https://en.wikipedia.org/wiki/Reflection_(physics)
> <https://urldefense.proofpoint.com/v2/url?u=https-3A__en.wikipedia.org_wiki_Reflection-5F-28physics-29&d=DwMFaQ&c=Dbf9zoswcQ-CRvvI7VX5j3HvibIuT3ZiarcKl5qtMPo&r=HK-CY_tL8CLLA93vdywyu3qI70R4H8oHzZyRHMQu1AQ&m=rkv3VHbs8Bfme-xQfteNHrAgAmRdtVOsCD3ryGGQbTI&s=tj7dE-cxPqP4L8eRvjiu0CaZL3VNFn19dKa-9VTdVvM&e=>
>
> you will find no mention of diffraction maxima corresponding to
> reflections except a link to a page on diffraction. Or maybe we should
> slavishly follow the Physicists and use another term…
>
> H
>
> > On 2 Jul 2020, at 10:41, Schreuder, Herman /DE <
> herman.schreu...@sanofi.com> wrote:
> >
> > Dear all,
> >
> > While following the development of this thread, I am truly amazed how
> people cling to names for the number of measurements per reflection whose
> meaning:
> >       • Depends on the cultural/engineering/scientific context
> >       • Can only be understood by experts
> >       • Where the experts, as witnessed by the discussions in this
> thread, do not agree on which name to use.
> >
> > What is wrong with the name “measurements per reflection”? The
> definition for measurement is the same as is used to calculate the
> multiplicity/redundancy.
> > The only disadvantage I see is that it can be understood by non-experts
> as well, which reminds me of medical doctors, who invent complicated Latin
> names for common ailments to prevent patients to understand where they are
> talking about.
> >
> > Another 2 cents/pennies from my side,
> > Herman
> >
> >
> >
> > Von: CCP4 bulletin board <CCP4BB@JISCMAIL.AC.UK> Im Auftrag von James
> Holton
> > Gesendet: Mittwoch, 1. Juli 2020 20:52
> > An: CCP4BB@JISCMAIL.AC.UK
> > Betreff: [EXTERNAL] Re: [ccp4bb] number of frames to get a full dataset?
> >
> > EXTERNAL : Real sender is owner-ccp...@jiscmail.ac.uk
> >
> >
> >
> >
> > Sorry to take this thread on a detour/diversion: What I was attempting
> to point out below, perhaps unclearly, is that the different
> interpretations of the word "redundant" are a cultural difference.  As a
> student of multiple English languages perhaps I can explain:
> >
> > Few US English speakers know that in UK/European/Australian English the
> word "redundant" has a strong negative connotation. I, for one, was
> surprised to learn that the phrase "made redundant" is used in the UK to
> describe loss of employment.  That is, a layoff, firing or perhaps a
> furlough. So, I think it important to spell out for my fellow US English
> speakers that the emotional ties to this negative connotation can be strong
> ones.
> >
> > Conversely, many UK English speakers do not know that in US English the
> word "redundant" has a strong positive connotation.  We never use the
> phrase "made redundant" to describe a lost job.  Most Americans I think
> would be confused by such a turn of phrase. If a US English speaker was
> told their jobs was "made redundant" they would most likely think that a
> new hire was onboarded to back them up.  This would imply that their job
> was so important that the company wanted at least two people doing it, just
> in case you got hit by a bus. This strong positive connotation also has
> emotional roots.
> >
> > Personally, I prefer the positive connotation. Perhaps that is my
> cultural bias, or perhaps I just generally believe that positivity is
> better than negativity. Maybe I'm just a "nice" guy. The meaning of the
> word "nice" has changed enormously over the last few hundred years, and I
> don't think we're going to change that any more than we are going to change
> the meaning of "redundant" in these two major forms of English.
> >
> > However, just because a word has slightly different meanings in two
> slightly different languages does not mean we should abandon it.  Are we
> going to stop eating "chips" just because we are not sure if our fried
> potato will come as sliced wedges or thin crispy wafers? If you are unhappy
> with your meal, is it the fault of the culture you are visiting? or the
> customer for forgetting where they are? Context is everything.
> >
> > So, for those unfamiliar with one or more of the major English-speaking
> cultures, here are a few other important differences to be aware of:
> > "Football" may not be the game you think it is.
> > If you are offered a "biscuit" in the US, do not expect it to be sweet.
> > If you want to leave a building you should take the "lift" to the
> "ground floor", but if you take an "elevator" get off on the "1st floor".
> > A "dummy" is a pacifier for a baby in the UK/Australia, but in the US it
> only means an unintelligent person, or a plastic replica of one.
> > "please" and "thank you" are considered baseline politeness in some
> English cultures, but their excessive use in others, such as the US, can be
> seen as rude.
> > A "tap" in the US dispenses beer, water comes out of a "faucet".
> > A "flat" in the US is not a place to live, but rather where we test
> rocket cars.
> > "Gas" can be a liquid in the US.
> > "Rubber" is a substance in both languages, but in the US a lump of it
> meant for erasing pencil marks is an "eraser". Do not ask for a "rubber" at
> the shop unless you are sure which country you are in.
> > A "holiday" in the US is a special day on the calendar when everyone
> gets off work, not just when an individual takes a "vacation".
> > If you go walking down the "pavement" you are risking getting hit by a
> car in the US, because that is what we call the road bed, not the
> "sidewalk".
> > A "torch", is a handheld electric light in the UK, but in the US it is a
> flaming stick of wood.
> > A "queue" is a line of people in the UK, but in the US it is known only
> to computer scientists submitting jobs on a cluster.
> >
> > Then there are words like "capillary", which means the same thing in
> both languages but the alternate pronunciations never fail to enrage
> someone. It is perhaps odd that since US English and UK English are spoken
> with many different accents we pronounce essentially every word at least
> slightly differently, but for some reason "capillary" makes people angry.
> Same with "schedule". Equally emotional responses arise from how you
> pronounce the letter "z".  Go figure.
> >
> > Similar ire is risen for spelling. My favourite/favorite is
> aluminum/aluminium, but equally divisive are colour/color, tire/tyre,
> cheque/check, gray/grey, theatre/theater, pyjamas/pajamas, and many others.
> >
> > It is at this stage when you will find people of another culture trying
> to "correct" you on how to speak or write your own language. This can be
> confusing because you will probably not be corrected for calling a
> "courgette" a "zucchini", especially if you are Italian. However, a native
> Hindi speaker might feel compelled to correct your pronunciation of
> "shampoo".  I am not singling out any one culture here, we have all given
> in to the temptation to "correct" someone, perhaps even while visiting
> their home.  Ahh, the errors of my youth.
> >
> > All that said, I don't think this forum is the place to discuss cultural
> differences.  This is especially true once we start using words like
> "correct"/"incorrect" and "right"/"wrong", as these tend to generate far
> more heat than light.  However, I do think it important to identify and
> describe cultural differences when they start to impede scientific
> discussion.  It is OK to disagree.  But let it be over interpretation of
> complete information that both parties possess, not preconceived notions
> nor ignorance of the complete picture. If we understand WHY another person
> thinks in a way we find disagreeable, then perhaps we have a better chance
> of moving forward and enjoying the upcoming celebrations of
> Independence/GoodRiddanceUngratefulColonials Day.
> >
> > Whatever you call it, an eggplant or an an aubergine, its odour/odor and
> flavour/flavor are the same.  I apologize/apologise to my
> neighbours/neighbors across the Lake/Pond for my behaviour/behavior if you
> are not enamoured/enamored with my endeavour/endeavor at humor/humour.  It
> is not my specialty/speciality.  fullstop/period.
> >
> > -James Holton
> > MAD Scientist
> >
> >
> > On 6/29/2020 3:36 PM, Bernhard Rupp wrote:
> > I think it is time to escalate that discussion to crystallographic
> definition purists like Massimo or to a logical consistency proponent like
> Ian who abhors definitional vacuum 😊
> >
> > Cheers, BR
> >
> > From: CCP4 bulletin board <CCP4BB@JISCMAIL.AC.UK> On Behalf Of Andreas
> Förster
> > Sent: Monday, June 29, 2020 15:24
> > To: CCP4BB@JISCMAIL.AC.UK
> > Subject: Re: [ccp4bb] number of frames to get a full dataset?
> >
> > I like to think that the reflections I carefully measured at high
> multiplicity are not redundant, which the dictionary on my computer defines
> as "not or no longer needed or useful; superfluous" and the American
> Heritage Dictionary as "exceeding what is necessary or natural;
> superfluous" and "needlessly repetitive; verbose".
> >
> > Please don't use the term Needless repetitivity in your Table 1.  It
> sends the wrong message.  Multiplicity is good.
> >
> > All best.
> >
> >
> > Andreas
> >
> >
> >
> > On Tue, Jun 30, 2020 at 12:03 AM James Holton <jmhol...@lbl.gov> wrote:
> > I have found that the use of "redundancy" vs "multiplicity" correlates
> very well with the speaker's favorite processing software.  The Denzo/HKL
> program scalepack outputs "redundancy", whereas scala/aimless and other
> more Europe-centric programs output "multiplicity".
> >
> > At least it is not as bad as "intensity", which is so ambiguous as to be
> almost useless as a word on its own.
> >
> > -James Holton
> > MAD Scientist
> >
> > On 6/24/2020 10:27 AM, Bernhard Rupp wrote:
> > > Oh, and some of us prefer the word 'multiplicity' ;-0
> >
> > Hmmm…maybe not. ‘Multiplicity’ in crystallography is context sensitive,
> and not uniquely defined. It can refer to
> >
> >       • the position multiplicity (number of equivalent sites per unit
> cell, aka Wyckoff-Multiplicity), the only (!) cif use of multiplicity
> >       • the multiplicity of the reflection, which means the
> superposition of reflections with the same d  (mostly powder diffraction)
> >       • the multiplicity of observations, aka redundancy.
> > While (a) and (b) are clearly defined, (c) is an arbitrary experimental
> number.
> >
> > How from (a) real space symmetry follows (b) in reciprocal space
> (including the epsilon zones, another ‘multiplicity’) is explained here
> >
> > https://scripts.iucr.org/cgi-bin/paper?a14080
> <https://urldefense.proofpoint.com/v2/url?u=https-3A__scripts.iucr.org_cgi-2Dbin_paper-3Fa14080&d=DwMFaQ&c=Dbf9zoswcQ-CRvvI7VX5j3HvibIuT3ZiarcKl5qtMPo&r=HK-CY_tL8CLLA93vdywyu3qI70R4H8oHzZyRHMQu1AQ&m=rkv3VHbs8Bfme-xQfteNHrAgAmRdtVOsCD3ryGGQbTI&s=uHL7oQAeeuh10DrZQvGksLGrkHsdGucSKMblCZGSeNU&e=>
> >
> > and also on page 306 in BMC.
> >
> > Too much multiplicity might create duplicity…
> >
> > Cheers, BR
> >
> >
> >
> > Jon Cooper
> >
> > On 23 Jun 2020 22:04, "Peat, Tom (Manufacturing, Parkville)" <
> tom.p...@csiro.au> wrote:
> > I would just like to point out that for those of us who have worked too
> many times with P1 or P21 that even 360 degrees will not give you 'super'
> anomalous differences.
> > I'm not a minimalist when it comes to data- redundancy is a good thing
> to have.
> > cheers, tom
> >
> > Tom Peat
> > Proteins Group
> > Biomedical Program, CSIRO
> > 343 Royal Parade
> > Parkville, VIC, 3052
> > +613 9662 7304
> > +614 57 539 419
> > tom.p...@csiro.au
> >
> > From: CCP4 bulletin board <CCP4BB@JISCMAIL.AC.UK> on behalf of
> 00000c2488af9525-dmarc-requ...@jiscmail.ac.uk <
> 00000c2488af9525-dmarc-requ...@jiscmail.ac.uk>
> > Sent: Wednesday, June 24, 2020 1:10 AM
> > To: CCP4BB@JISCMAIL.AC.UK <CCP4BB@JISCMAIL.AC.UK>
> > Subject: Re: [ccp4bb] number of frames to get a full dataset?
> >
> > Someone told me there is a cubic space group where you can get away with
> something like 11 degrees of data. It would be interesting if that's
> correct. These minimum ranges for data collection rely on the crystal being
> pre-oriented, which is unheard-of these days, although they can help if
> someone is nagging you to get off the beam line or if your diffraction
> fades quickly. Going for 180 degrees always makes sense for a well-behaved
> crystal, or 360 degrees if you want super anomalous differences. Hope this
> helps a bit.
> >
> > Jon Cooper
> >
> > On 23 Jun 2020 07:29, Andreas Förster <andreas.foers...@dectris.com>
> wrote:
> > Hi Murpholino,
> >
> > in my opinion (*), the question is neither number of frames nor
> degrees.  The only thing that matters to your crystal is dose.  How many
> photons does your crystal take before it dies?  Consequently, the question
> to ask is How best to use photons.  Some people have done exactly that.
> > https://doi.org/10.1107/S2059798319003528
> <https://urldefense.proofpoint.com/v2/url?u=https-3A__doi.org_10.1107_S2059798319003528&d=DwMFaQ&c=Dbf9zoswcQ-CRvvI7VX5j3HvibIuT3ZiarcKl5qtMPo&r=HK-CY_tL8CLLA93vdywyu3qI70R4H8oHzZyRHMQu1AQ&m=rkv3VHbs8Bfme-xQfteNHrAgAmRdtVOsCD3ryGGQbTI&s=7PsShgmbN7Lnfs9SMUFk6q3ICDcrjGvo6EtogE8dEMQ&e=>
> >
> > All best.
> >
> >
> > Andreas
> >
> >
> > (*) Disclaimer:  I benefit when you use PILATUS or EIGER - but I want
> you to use them to your advantage.
> >
> >
> >
> > On Tue, Jun 23, 2020 at 12:04 AM Murpholino Peligro <
> murpholi...@gmail.com> wrote:
> > Hi.
> > Quick question...
> > I have seen *somewhere* that to get a 'full dataset we need to collect n
> frames':
> > at least 180 frames if symmetry is X
> > at least 90 frames if symmetry is Y
> > at least 45 frames if symmetry is Z
> > Can somebody point where is *somewhere*?
> >
> > ...also...
> > what other factors can change n... besides symmetry and radiation damage?
> >
> > Thanks
> >
> > To unsubscribe from the CCP4BB list, click the following link:
> > https://www.jiscmail.ac.uk/cgi-bin/WA-JISC.exe?SUBED1=CCP4BB&A=1
> <https://urldefense.proofpoint.com/v2/url?u=https-3A__www.jiscmail.ac.uk_cgi-2Dbin_WA-2DJISC.exe-3FSUBED1-3DCCP4BB-26A-3D1&d=DwMFaQ&c=Dbf9zoswcQ-CRvvI7VX5j3HvibIuT3ZiarcKl5qtMPo&r=HK-CY_tL8CLLA93vdywyu3qI70R4H8oHzZyRHMQu1AQ&m=rkv3VHbs8Bfme-xQfteNHrAgAmRdtVOsCD3ryGGQbTI&s=UyX3RjiV2Rb1RpRMT1-smotYE-Q3U3G0d_9di9M2Im4&e=>
> >
> >
> >
> > --
> > Andreas Förster, Ph.D.
> > Application Scientist Crystallography, Area Sales Manager Asia & Pacific
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> > DECTRIS Ltd. | Taefernweg 1 | 5405 Baden-Daettwil | Switzerland |
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