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Smith college diploma problem

Hello,

Did someone happen to come accross and algorithm or a C++ program that simulates the Smith Collge Diploma problem?

"At Smith College, the graduation exercises traditionally proceed as follows: Although
each diploma is made out to a particular girl, all the diplomas are initially given out at random. All of the girls who do not get their own diplomas then form a circle, and each passes the diploma she has to the girl on her right. Those who now have their own diplomas drop out, and the remaining girls again pass their diplomas to the right, and so on. This procedure is repeated until each girl has her own diploma. If there are n girls in the graduating class what is the probability that it takes precisely k passes before each girl has her own diploma?"
Thanks.
Feb 11 '07 #1
8 2077
Surya Dutt wrote:
Hello,

Did someone happen to come accross and algorithm or a C++ program that
simulates the Smith Collge Diploma problem?

"At Smith College, the graduation exercises traditionally proceed as
follows: Although
each diploma is made out to a particular girl, all the diplomas are
initially given out at random. All of the girls who do not get their own
diplomas then form a circle, and each passes the diploma she has to the
girl on her right. Those who now have their own diplomas drop out, and
the remaining girls again pass their diplomas to the right, and so on.
This procedure is repeated until each girl has her own diploma. If there
are n girls in the graduating class what is the probability that it
takes precisely k passes before each girl has her own diploma?"

Thanks.
This doesn't seem like a particularly difficult coding problem (I pass
on the math problem however). I suggest you do your own homework and
write the code. If you are having problems with the code then by all
means post the code here and you will get some help.

But try for yourself first.

John
Feb 11 '07 #2
"Surya Dutt" wrote:
>Did someone happen to come accross and algorithm or a C++ program that
simulates the Smith Collge Diploma problem?
>"At Smith College, the graduation exercises traditionally proceed as
follows: Although
each diploma is made out to a particular girl, all the diplomas are
initially given out at random. All of the girls who do not get >their own
diplomas then form a circle, and each passes the diploma she has to the
girl on her right. Those who now have >their own diplomas drop out, and the
remaining girls again pass their diplomas to the right, and so on. This
procedure is >repeated until each girl has her own diploma. If there are n
girls in the graduating class what is the probability that it takes
precisely k passes before each girl has her own diploma?"
I don't think a computer simulation provides a useful way of answering the
question asked. Consider the results of running a million simulations for n
= 500 students. Now make a histogram of the resulting k's with the
probability of k on the y axis. For most of its length the graph will be a
line close to zero with a fairly narrow and very high spike around the
expected number of interchanges. Now do another million simulations. Very
little information is added. There is no assurance at all that the answers
are even *relatively* right, that is a k value of 100 could show a lower
probability of occurring than a k of 75. I would expect most of the
probabilities to start out with two or three zeroes after the decimal point
before encountering a significant digit

If the question were "What is the expected number of interchanges required,
a simulation would be fine. But IMO to get the "probability of precisely k
passes" via simulation is doomed to failure Even if we are willing to
settle for any reasonable approximation of precisely, it is still doomed.

The problem is not so inordinately difficult that analyzing it is plain
impossible; as a matter of fact the very first hit I got on Google provided
an analytic solution. But note that it might be necessary to use a big
number library to come up with numerical answers.

Moral: Programmers do not eliminate the need for mathematicians.

Feb 14 '07 #3
On Feb 11, 12:20 pm, John Harrison <john_androni...@hotmail.com>
wrote:
Surya Dutt wrote:
Hello,
Did someone happen to come accross and algorithm or a C++ program that
simulates the Smith Collge Diploma problem?
"At Smith College, the graduation exercises traditionally proceed as
follows: Although
each diploma is made out to a particular girl, all the diplomas are
initially given out at random. All of the girls who do not get their own
diplomas then form a circle, and each passes the diploma she has to the
girl on her right. Those who now have their own diplomas drop out, and
the remaining girls again pass their diplomas to the right, and so on.
This procedure is repeated until each girl has her own diploma. If there
are n girls in the graduating class what is the probability that it
takes precisely k passes before each girl has her own diploma?"
Thanks.

This doesn't seem like a particularly difficult coding problem (I pass
on the math problem however). I suggest you do your own homework and
write the code. If you are having problems with the code then by all
means post the code here and you will get some help.

But try for yourself first.

John
Hello John,

Myself Hiral Naik
I am student of Master Of Computer Science

I phased the same situation...... so if u understand the problem then
please help me
can u explain me what this program say ?????????????????????

Please i m waitting for your response

Feb 14 '07 #4
On Feb 11, 12:20 pm, John Harrison <john_androni...@hotmail.com>
wrote:
Surya Dutt wrote:
Hello,
Did someone happen to come accross and algorithm or a C++ program that
simulates the Smith Collge Diploma problem?
"At Smith College, the graduation exercises traditionally proceed as
follows: Although
each diploma is made out to a particular girl, all the diplomas are
initially given out at random. All of the girls who do not get their own
diplomas then form a circle, and each passes the diploma she has to the
girl on her right. Those who now have their own diplomas drop out, and
the remaining girls again pass their diplomas to the right, and so on.
This procedure is repeated until each girl has her own diploma. If there
are n girls in the graduating class what is the probability that it
takes precisely k passes before each girl has her own diploma?"
Thanks.

This doesn't seem like a particularly difficult coding problem (I pass
on the math problem however). I suggest you do your own homework and
write the code. If you are having problems with the code then by all
means post the code here and you will get some help.

But try for yourself first.

John
Hello John,

Myself Hiral Naik
I am student of Master Of Computer Science

I phased the same situation...... so if u understand the problem then
please help me
can u explain me what this program say ?????????????????????

Please i m waitting for your response

Feb 14 '07 #5
hr*****@gmail.com wrote:
[..]
I phased the same situation...... so if u understand the problem then
please help me
can u explain me what this program say ?????????????????????
You need a list of "girls" each holding a pointer to "diploma" (self
is the most convenient), which will represent the student body. You
need a function to "pass the diploma". You need a function to remove
the "girls" who have "their own diploma". You need a running counter
of "passes". The list will keep the counter of remaining "girls".
Allocate "girls", place them in the list, and in the loop: remove
those that have "their own diploma", then if any left in the list,
call the "pass to the next" function, otherwise you're done. Count
the number of loops. Implement the "pass to the next" and "remove
the matched" yourself. We don't do homeworks.

V
--
Please remove capital 'A's when replying by e-mail
I do not respond to top-posted replies, please don't ask
Feb 14 '07 #6
On Feb 14, 10:05 am, "osmium" <r124c4u...@comcast.netwrote:
"Surya Dutt" wrote:
Did someone happen to come accross and algorithm or a C++ program that
simulates the Smith Collge Diploma problem?
"At Smith College, the graduation exercises traditionally proceed as
follows: Although
each diploma is made out to a particular girl, all the diplomas are
initially given out at random. All of the girls who do not get >their own
diplomas then form a circle, and each passes the diploma she has to the
girl on her right. Those who now have >their own diplomas drop out, and the
remaining girls again pass their diplomas to the right, and so on. This
procedure is >repeated until each girl has her own diploma. If there are n
girls in the graduating class what is the probability that it takes
>precisely k passes before each girl has her own diploma?"

I don't think a computer simulation provides a useful way of answering the
question asked.
Really?
Consider the results of running a million simulations for n
= 500 students.
Ok, but I did 1000 so it would fit on my spreadsheet.
Now make a histogram of the resulting k's with the
probability of k on the y axis.
Ok.
For most of its length the graph will be a
line close to zero with a fairly narrow and very high spike around the
expected number of interchanges.
Not if you autoscale the chart.
Now do another million simulations.
Why?
Very little information is added.
Right, that's why the first run is sufficient.
There is no assurance at all that the answers
are even *relatively* right, that is a k value of 100 could show a lower
probability of occurring than a k of 75.
Huh? The mean for N students is N/2 (that's what the
simulation will tell if you didn't already know it),
so k=100 will not have a lower probability than k=75,
that much is obvious.
I would expect most of the
probabilities to start out with two or three zeroes after the decimal point
before encountering a significant digit
Yeah, but what does that have to do with determining the
probability of k passes?
>
If the question were "What is the expected number of interchanges required,
a simulation would be fine. But IMO to get the "probability of precisely k
passes" via simulation is doomed to failure
Really?
Even if we are willing to
settle for any reasonable approximation of precisely, it is still doomed.
My reasonable approximation looked pretty good.
>
The problem is not so inordinately difficult that analyzing it is plain
impossible; as a matter of fact the very first hit I got on Google provided
an analytic solution. But note that it might be necessary to use a big
number library to come up with numerical answers.
Uh, maybe you're looking at it the wrong way?
>
Moral: Programmers do not eliminate the need for mathematicians.
If I use the Excel function for Normal Distribution using
Mean and StandardDeviation obtained from the simulation for
N=500, wouldn't you say that this is a "reasonable approximation"
when compared to the actual probabilities from the simulation?

k Actual NORMDIST(k,Mean,StandardDeviation,FALSE)
233 0.10% 0.11%
234 0.20% 0.18%
235 0.60% 0.27%
236 0.10% 0.40%
237 0.60% 0.57%
238 1.10% 0.80%
239 1.00% 1.10%
240 1.40% 1.47%
241 1.70% 1.92%
242 2.80% 2.44%
243 3.40% 3.01%
244 3.40% 3.62%
245 4.70% 4.25%
246 5.30% 4.86%
247 4.20% 5.42%
248 5.90% 5.88%
249 6.00% 6.21%
250 5.50% 6.40%
251 7.80% 6.43%
252 6.10% 6.28%
253 4.60% 5.99%
254 5.50% 5.56%
255 5.30% 5.03%
256 4.90% 4.43%
257 4.80% 3.80%
258 3.50% 3.18%
259 2.50% 2.59%
260 2.00% 2.06%
261 1.10% 1.59%
262 1.40% 1.20%
263 0.70% 0.88%
264 0.70% 0.63%
265 0.30% 0.44%
266 0.20% 0.30%
267 0.20% 0.20%
268 0.10% 0.13%
269 0.20% 0.08%

Feb 15 '07 #7
"Mensanator" wrote:
On Feb 14, 10:05 am, "osmium" <r124c4u...@comcast.netwrote:
>"Surya Dutt" wrote:
>Did someone happen to come accross and algorithm or a C++ program that
simulates the Smith Collge Diploma problem?
"At Smith College, the graduation exercises traditionally proceed as
follows: Although
each diploma is made out to a particular girl, all the diplomas are
initially given out at random. All of the girls who do not get >their
own
diplomas then form a circle, and each passes the diploma she has to the
girl on her right. Those who now have >their own diplomas drop out, and
the
remaining girls again pass their diplomas to the right, and so on. This
procedure is >repeated until each girl has her own diploma. If there are
n
girls in the graduating class what is the probability that it takes
precisely k passes before each girl has her own diploma?"

I don't think a computer simulation provides a useful way of answering
the
question asked.

Really?
>Consider the results of running a million simulations for n
= 500 students.

Ok, but I did 1000 so it would fit on my spreadsheet.
>Now make a histogram of the resulting k's with the
probability of k on the y axis.

Ok.
>For most of its length the graph will be a
line close to zero with a fairly narrow and very high spike around the
expected number of interchanges.

Not if you autoscale the chart.
>Now do another million simulations.

Why?
>Very little information is added.

Right, that's why the first run is sufficient.
>There is no assurance at all that the answers
are even *relatively* right, that is a k value of 100 could show a lower
probability of occurring than a k of 75.

Huh? The mean for N students is N/2 (that's what the
simulation will tell if you didn't already know it),
so k=100 will not have a lower probability than k=75,
that much is obvious.
Then why does your simulation show that p(235) is .6 and p(236) is .1? 236
is closer to what I call the "spike", why is it not the larger number? Make
a few more million runs and *this particular* glitch will most likely go
away. But it
won't solve new, similar glitches for much smaller values of k - such as
100.
>I would expect most of the
probabilities to start out with two or three zeroes after the decimal
point
before encountering a significant digit

Yeah, but what does that have to do with determining the
probability of k passes?
>>
If the question were "What is the expected number of interchanges
required,
a simulation would be fine.
I think you glossed over that sentence, your response is all about the cases
which I explicitly bless in that sentence. I was simply warning the OP that
he could not answer the question as written via a simulation. He *could*,
however, answer a somewhat similar question - which is what you did.
>But IMO to get the "probability of precisely k
>passes" via simulation is doomed to failure

Really?
>Even if we are willing to
settle for any reasonable approximation of precisely, it is still doomed.

My reasonable approximation looked pretty good.
You only provide values for 37 of the 500 possible k's and leave the reader
to assume all the other cases are zero. But in fact, they just happened to
be 0 in only 1000 cases you used to simulate 500! cases.

When I see the word "precisely", as in this problem, my ears perk up.
There is no permission to ignore or slough off on certain values of k.
Consider
a similar situation. If someone said "Toss a fair coin 500 times.
Precisely how mnany times do you get 27 heads?" What would the answer be?
I see these possible answers:

o I don't know
o a really small number
o I don't care
o zero
o I'm tired and want to go to sleep
o a number which answers the question.

Is there somne reason you would not answer "zero" as you did in the Smith
College situation? The only useful right
answer is the last one, computed from knowledge of the binomail distributon.
You can't get the answer from simulation, you won't live long enough.
*That* was my point.
>The problem is not so inordinately difficult that analyzing it is plain
impossible; as a matter of fact the very first hit I got on Google
provided
an analytic solution. But note that it might be necessary to use a big
number library to come up with numerical answers.

Uh, maybe you're looking at it the wrong way?
It really comes down to, what does the word "precisely" mean, if anything,
in the problem statement. I took its
literal meaning, since I have no reason to believe it was a "noise" word
inserted to confuse me.
>Moral: Programmers do not eliminate the need for mathematicians.

If I use the Excel function for Normal Distribution using
Mean and StandardDeviation obtained from the simulation for
N=500, wouldn't you say that this is a "reasonable approximation"
when compared to the actual probabilities from the simulation?

k Actual NORMDIST(k,Mean,StandardDeviation,FALSE)
233 0.10% 0.11%
234 0.20% 0.18%
235 0.60% 0.27%
236 0.10% 0.40%
237 0.60% 0.57%
238 1.10% 0.80%
239 1.00% 1.10%
240 1.40% 1.47%
241 1.70% 1.92%
242 2.80% 2.44%
243 3.40% 3.01%
244 3.40% 3.62%
245 4.70% 4.25%
246 5.30% 4.86%
247 4.20% 5.42%
248 5.90% 5.88%
249 6.00% 6.21%
250 5.50% 6.40%
251 7.80% 6.43%
252 6.10% 6.28%
253 4.60% 5.99%
254 5.50% 5.56%
255 5.30% 5.03%
256 4.90% 4.43%
257 4.80% 3.80%
258 3.50% 3.18%
259 2.50% 2.59%
260 2.00% 2.06%
261 1.10% 1.59%
262 1.40% 1.20%
263 0.70% 0.88%
264 0.70% 0.63%
265 0.30% 0.44%
266 0.20% 0.30%
267 0.20% 0.20%
268 0.10% 0.13%
269 0.20% 0.08%


Feb 17 '07 #8
On Feb 16, 6:33 pm, "osmium" <r124c4u...@comcast.netwrote:
"Mensanator" wrote:
On Feb 14, 10:05 am, "osmium" <r124c4u...@comcast.netwrote:
"Surya Dutt" wrote:
Did someone happen to come accross and algorithm or a C++ program that
simulates the Smith Collge Diploma problem?
"At Smith College, the graduation exercises traditionally proceed as
follows: Although
each diploma is made out to a particular girl, all the diplomas are
initially given out at random. All of the girls who do not get >their
own
diplomas then form a circle, and each passes the diploma she has to the
girl on her right. Those who now have >their own diplomas drop out, and
the
remaining girls again pass their diplomas to the right, and so on. This
procedure is >repeated until each girl has her own diploma. If there are
n
girls in the graduating class what is the probability that it takes
>precisely k passes before each girl has her own diploma?"
I don't think a computer simulation provides a useful way of answering
the
question asked.
Really?
Consider the results of running a million simulations for n
= 500 students.
Ok, but I did 1000 so it would fit on my spreadsheet.
Now make a histogram of the resulting k's with the
probability of k on the y axis.
Ok.
For most of its length the graph will be a
line close to zero with a fairly narrow and very high spike around the
expected number of interchanges.
Not if you autoscale the chart.
Now do another million simulations.
Why?
Very little information is added.
Right, that's why the first run is sufficient.
There is no assurance at all that the answers
are even *relatively* right, that is a k value of 100 could show a lower
probability of occurring than a k of 75.
Huh? The mean for N students is N/2 (that's what the
simulation will tell if you didn't already know it),
so k=100 will not have a lower probability than k=75,
that much is obvious.

Then why does your simulation show that p(235) is .6 and p(236) is .1?
Because it's a simulation. You don't use the results
of the simulation to determine the probability, you
use the simulation to determine the distribution.
236
is closer to what I call the "spike", why is it not the larger number?
That's called "luck" in the trade.
Make
a few more million runs and *this particular* glitch will most likely go
away.
At 10000, it didn't go away, but it was less pronounced.
But it
won't solve new, similar glitches for much smaller values of k - such as
100.
And it's not supposed to. You're not seeing the forest
for the trees. The individual trees (data points from
the simulation) don't tell you the probability. But
since collectively they show that the simulation is a
normal distribution (forest), we can determine
mathematically what the probability is for k=100 or
k=75.

To wit:

3.4838E-130 for k=100
2.7294E-176 for k=75

Run your own simulation and prove me wrong.
>
I would expect most of the
probabilities to start out with two or three zeroes after the decimal
point
before encountering a significant digit
Yeah, but what does that have to do with determining the
probability of k passes?
If the question were "What is the expected number of interchanges
required,
a simulation would be fine.

I think you glossed over that sentence, your response is all about the cases
which I explicitly bless in that sentence.
No, it wasn't. It was about using a normal distribution
to determine the probabilities. I guess I took for
granted that you could see how to use this for k=100
and k=75.
I was simply warning the OP that
he could not answer the question as written via a simulation.
IF you only look at the trees.
He *could*,
however, answer a somewhat similar question - which is what you did.
No, I answered the original question
(the NORMDIST(k,Mean,StandardDeviation,FALSE)
column shown below) by looking at the forest.
>
But IMO to get the "probability of precisely k
passes" via simulation is doomed to failure
Really?
Even if we are willing to
settle for any reasonable approximation of precisely, it is still doomed.
My reasonable approximation looked pretty good.

You only provide values for 37 of the 500 possible k's and leave the reader
to assume all the other cases are zero.
I didn't leave the reader to assume that. Again, I took
for granted that the reader would realize that he can
simply plug any value of k into
NORMDIST(k,Mean,StandardDeviation,FALSE) to see what the
probability is.
But in fact, they just happened to
be 0
They came out 0 in the simulation, but we don't
use the simulation to find the probability, we use
the simulation to find the distribution from which
we can find the probability for any k. For example,
here are the probabilities for some k values outside
my simulation results.

k probability
300 0.00000000000010928528115%
301 0.00000000000002984982860%
302 0.00000000000000794360258%
303 0.00000000000000205962746%
304 0.00000000000000052030181%
305 0.00000000000000012806118%
306 0.00000000000000003070967%
307 0.00000000000000000717511%
308 0.00000000000000000163334%
309 0.00000000000000000036226%
310 0.00000000000000000007828%
311 0.00000000000000000001648%
312 0.00000000000000000000338%
313 0.00000000000000000000068%

See, no simulation necessary.
in only 1000 cases you used to simulate 500! cases.
You never took a statistics class, eh?
>
When I see the word "precisely", as in this problem, my ears perk up.
There is no permission to ignore or slough off on certain values of k.
I didn't ignore or slough off those other k values.
I gave you an Excel function, all you have to do is
plug in any value you want (provided you know the
mean and the standard deviation).
Consider
a similar situation. If someone said "Toss a fair coin 500 times.
Precisely how mnany times do you get 27 heads?"
Wrong use of "precisely" here. You _can_ ask prcisely
how many 500-bit numbers have a pop-count of 27:
334810521009929044447947514934325903028914000

But you cannot say precisely which of the
3273390607896141870013189696827599152216642046043
0647894832913680961337964046745548832700923259041
5715088668412756007100921725654588539305332852758
9376
outcomes you'll get.
What would the answer be?
(The probability is left as an excercize for the student.)
I see these possible answers:

o I don't know
o a really small number
o I don't care
o zero
o I'm tired and want to go to sleep
o a number which answers the question.

Is there somne reason you would not answer "zero" as you did in the Smith
College situation?
I never answered 0, I left the values of k not covered
by the simulation undetermined. But undetermined
doesn't mean they are 0 as I showed above.
The only useful right
answer is the last one, computed from knowledge of the binomail distributon.
You can't get the answer from simulation, you won't live long enough.
*That* was my point.
And my point was you aren't supposed to get the answer
from the simulation, that's why I said you're looking
at it he wrong way.
>
The problem is not so inordinately difficult that analyzing it is plain
impossible; as a matter of fact the very first hit I got on Google
provided
an analytic solution. But note that it might be necessary to use a big
number library to come up with numerical answers.
Uh, maybe you're looking at it the wrong way?

It really comes down to, what does the word "precisely" mean, if anything,
in the problem statement. I took its
literal meaning, since I have no reason to believe it was a "noise" word
inserted to confuse me.
What part of NORMDIST(k,Mean,StandardDeviation,FALSE)
don't you understand?
>

Moral: Programmers do not eliminate the need for mathematicians.
If I use the Excel function for Normal Distribution using
Mean and StandardDeviation obtained from the simulation for
N=500, wouldn't you say that this is a "reasonable approximation"
when compared to the actual probabilities from the simulation?
k Actual NORMDIST(k,Mean,StandardDeviation,FALSE)
233 0.10% 0.11%
234 0.20% 0.18%
235 0.60% 0.27%
236 0.10% 0.40%
237 0.60% 0.57%
238 1.10% 0.80%
239 1.00% 1.10%
240 1.40% 1.47%
241 1.70% 1.92%
242 2.80% 2.44%
243 3.40% 3.01%
244 3.40% 3.62%
245 4.70% 4.25%
246 5.30% 4.86%
247 4.20% 5.42%
248 5.90% 5.88%
249 6.00% 6.21%
250 5.50% 6.40%
251 7.80% 6.43%
252 6.10% 6.28%
253 4.60% 5.99%
254 5.50% 5.56%
255 5.30% 5.03%
256 4.90% 4.43%
257 4.80% 3.80%
258 3.50% 3.18%
259 2.50% 2.59%
260 2.00% 2.06%
261 1.10% 1.59%
262 1.40% 1.20%
263 0.70% 0.88%
264 0.70% 0.63%
265 0.30% 0.44%
266 0.20% 0.30%
267 0.20% 0.20%
268 0.10% 0.13%
269 0.20% 0.08%
Feb 17 '07 #9

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by: ARLAN | last post by:
Interested in obtaining a real college diploma? Masters, Bachelors, MBA, or even a Ph.D(Doctorate) Call Now to get some more inormation. 1 (206) 203-2266
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by: stryfedll | last post by:
Sorry this isn't directly concerning a programming language but I wanted to reach real programmers. I am in college right now and am not really interested in investing 3 more years of my life for a...
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by: BJ | last post by:
In 1996 I started BJ Pinchbeck's Homework Helper at www.bjpinchbeck.com which became quite popular among young students throughout the country. Now that I am 20 years old and attending Drexel...
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by: taylorcarr | last post by:
A Canon printer is a smart device known for being advanced, efficient, and reliable. It is designed for home, office, and hybrid workspace use and can also be used for a variety of purposes. However,...
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by: Charles Arthur | last post by:
How do i turn on java script on a villaon, callus and itel keypad mobile phone
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by: aa123db | last post by:
Variable and constants Use var or let for variables and const fror constants. Var foo ='bar'; Let foo ='bar';const baz ='bar'; Functions function $name$ ($parameters$) { } ...
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by: ryjfgjl | last post by:
In our work, we often receive Excel tables with data in the same format. If we want to analyze these data, it can be difficult to analyze them because the data is spread across multiple Excel files...
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by: emmanuelkatto | last post by:
Hi All, I am Emmanuel katto from Uganda. I want to ask what challenges you've faced while migrating a website to cloud. Please let me know. Thanks! Emmanuel
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BarryA
by: BarryA | last post by:
What are the essential steps and strategies outlined in the Data Structures and Algorithms (DSA) roadmap for aspiring data scientists? How can individuals effectively utilize this roadmap to progress...
1
by: Sonnysonu | last post by:
This is the data of csv file 1 2 3 1 2 3 1 2 3 1 2 3 2 3 2 3 3 the lengths should be different i have to store the data by column-wise with in the specific length. suppose the i have to...
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by: Hystou | last post by:
There are some requirements for setting up RAID: 1. The motherboard and BIOS support RAID configuration. 2. The motherboard has 2 or more available SATA protocol SSD/HDD slots (including MSATA, M.2...
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marktang
by: marktang | last post by:
ONU (Optical Network Unit) is one of the key components for providing high-speed Internet services. Its primary function is to act as an endpoint device located at the user's premises. However,...

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