Print lower triangular packed matrix in Fortran 77 - matrix

I have a matrix of real*8 numbers saved in an array as a packed lower triangular matrix:
|1 * * * * *|
|2 7 * * * *|
|3 8 12 * * *|
|4 9 13 16 * *| => [1,2,3,4,5,6,7,8,9...21]
|5 10 14 17 19 *|
|6 11 15 18 20 21|
I want to be able to print it in the following format:
[row|col] 1 2 3 4 5
1 1 * * * *
2 2 7 * * *
3 3 8 12 * *
4 4 9 13 16 *
5 5 10 14 17 19
6 6 11 15 18 20
[row|col] 6
1 *
2 *
3 *
4 *
5 *
6 6
The problem I have is that I don't know how to loop into the matrix elements without the need to creating extra arrays to save the elements by columns and then print them. this is what I have tried so far
Implicit Real*8 (A-H,O-Z)
INTEGER ARRAY(21)
10 Format(5X,'[Row|Col]',5(8X,I6))
Icol=6
Num1=1
C Test array
DO K=1,21
Array(K)=K*1.0d0
ENDO
C Print the elements row-by-row.
44 Num2=Icol-Num1
Num=Num2
If ((Num2).gt.5) Num=5
Write(*,10) (I,I=Num1,Num1+Num)
INum1=INum1+Num
if (Inum1.ne.Icol) goto 44
STOP
END

The key is to identify the formula designating the non-zero elements of the lower triangular matrix. If i and j are running indices for rows and columns respectively, then (j < i) elements will be in the lower triangular part. Here is the code:
PROGRAM print_low_tri_matrix
IMPLICIT NONE
INTEGER :: i,j,n,m,p
REAL ,ALLOCATABLE, DIMENSION(:,:) :: a
REAL, ALLOCATABLE, DIMENSION(:) :: r
n = 6
p = n*(n+1)/2 ! Number of non-zero elements in a lower triangular matrix of size n by n
ALLOCATE(a(n,n),r(p))
DO i = 1, p
r(i) = i*1.0 ! Array containing the non-zero elements
END DO
m = 1 ! Index tracking the non-zero elements array r
DO j = 1,n
DO i = 1,n
IF(j .LE. i) THEN ! Non-zero indices of the matrix
a(i,j) = r(m)
m = m + 1
ELSE
a(i,j) = 0.
END IF
END DO
END DO
! Printing the full matrix a - uncomment for checking
! DO i = 1,n
! WRITE(*,*) (a(i,j),j=1,n)
! END DO
! Printing the matrix a as needed
DO i = 1,n
DO j = 1,n
IF(j .LE. i) THEN
WRITE(*,'(F12.4)',ADVANCE="NO") a(i,j)
ELSE
WRITE(*,'(A12)',ADVANCE="NO") '*'
END IF
IF (j .EQ. n ) WRITE(*,*)
END DO
END DO
END PROGRAM print_low_tri_matrix
And the output will be:
1.0000 * * * * *
2.0000 7.0000 * * * *
3.0000 8.0000 12.0000 * * *
4.0000 9.0000 13.0000 16.0000 * *
5.0000 10.0000 14.0000 17.0000 19.0000 *
6.0000 11.0000 15.0000 18.0000 20.0000 21.0000
Of course, you can change the matrix into an integer array if you wanted.
P.S :- To make this work in f77, you can change the format specifiers as WRITE(*,'(F12.4)',ADVANCE="NO") a(i,j) to WRITE(*,'(F12.4,$)') a(i,j). The allocations of the arrays should be removed and defined directly.

Related

Do I implement this algorithm correctly?

I'm trying to implement the a block conjugate gradient algorithm that is not subject to breakdown from non invertible residual matrices; But I'm getting nonsensical results (in each iteration, the rank of Rcurrent should be getting smaller, not increasing). It is presented in the paper "A breakdown-free block conjugate gradient method" by Hao Ji and Yaohang Li.
Here is the algorithm:
This is my implementation in Julia:
function orth(M::Matrix)
matrixRank = rank(M)
Ufactor = svdfact(M)[:U]
return Ufactor[:,1:matrixRank]
end
function BFBCG(A::Matrix, Xcurrent::Matrix, M::Matrix, tol::Number, maxit::Number, Rcurrent::Matrix)
# initialization
#Rcurrent = B - A*Xcurrent;
Zcurrent = M*Rcurrent;
Pcurrent = orth(Zcurrent);
Xnext::Matrix = ones(size(Xcurrent))
# iterative method
for i = 0:maxit
Qcurrent = A*Pcurrent
acurrent = (Pcurrent' * Qcurrent)\(Pcurrent'*Rcurrent)
Xnext = Xcurrent+Pcurrent*acurrent
Rnext = Rcurrent-Qcurrent*acurrent
# if Residual norm of columns in Rcurrent < tol, stop
Znext = M*Rnext
bcurrent = -(Pcurrent' * Qcurrent)\ (Qcurrent'*Znext)
Pnext = orth(Znext+Pcurrent*bcurrent)
Xcurrent = Xnext
Zcurrent = Znext
Rcurrent = Rnext
Pcurrent = Pnext
#printf("\nRANK:\t%d",rank(Rcurrent))
#printf("\nNORM column1:\t%1.8f",vecnorm(Rcurrent[:,1]))
#printf("\nNORM column2:\t%1.8f\n=============",vecnorm(Rcurrent[:,2]))
end
return Xnext
end
The results of the paper for those inputs:
A = [15 5 4 3 2 1; 5 35 9 8 7 6; 4 9 46 12 11 10; 3 8 12 50 14 13; 2 7 11 14 19 15; 1 6 10 13 15 45]
M = eye(6)
guess = rand(6,2)
R0 = [1 0.537266261211281;2 0.043775211060964;3 0.964458562037146;4 0.622317517840541;5 0.552735938776748;6 0.023323943544997]
X = BFBCG(A,guess,M,tol,9,R0)
are a rank that reaches zero in the third iteration.
The algorithm works, and the rank goes to zero in the third iteration. The problem is numerical inaccuracies which would leave any matrix fully ranked. To get a better result, use rank(Rcurrent, tol) instead of rank(Rcurrent) which is a version which takes tolerance into account. After which, at least on my machine, the rank drops to zero.
julia> X = BFBCG(A,guess,M,tol,9,R0)
RANK: 2
NORM column1: 1.78951939
NORM column2: 0.41155080
=============
RANK: 2
NORM column1: 0.97949620
NORM column2: 0.16170799
=============
RANK: 0
NORM column1: 0.00000000
NORM column2: 0.00000000
=============
RANK: 0
NORM column1: 0.00000000
NORM column2: 0.00000000
=============

Selecting neighbours on a circle

Consider we have N points on a circle. To each point an index is assigned i = (1,2,...,N). Now, for a randomly selected point, I want to have a vector including the indices of 5 points, [two left neighbors, the point itself, two right neighbors].
See the figure below.
Some sxamples are as follows:
N = 18;
selectedPointIdx = 4;
sequence = [2 3 4 5 6];
selectedPointIdx = 1
sequence = [17 18 1 2 3]
selectedPointIdx = 17
sequence = [15 16 17 18 1];
The conventional way to code this is considering the exceptions as if-else statements, as I did:
if ii == 1
lseq = [N-1 N ii ii+1 ii+2];
elseif ii == 2
lseq = [N ii-1 ii ii+1 ii+2];
elseif ii == N-1
lseq=[ii-2 ii-1 ii N 1];
elseif ii == N
lseq=[ii-2 ii-1 ii 1 2];
else
lseq=[ii-2 ii-1 ii ii+1 ii+2];
end
where ii is selectedPointIdx.
It is not efficient if I consider for instance 7 points instead of 5. What is a more efficient way?
How about this -
off = -2:2
out = mod((off + selectedPointIdx) + 17,18) + 1
For a window size of 7, edit off to -3:3.
It uses the strategy of subtracting 1 + modding + adding back 1 as also discussed here.
Sample run -
>> off = -2:2;
for selectedPointIdx = 1:18
disp(['For selectedPointIdx =',num2str(selectedPointIdx),' :'])
disp(mod((off + selectedPointIdx) + 17,18) + 1)
end
For selectedPointIdx =1 :
17 18 1 2 3
For selectedPointIdx =2 :
18 1 2 3 4
For selectedPointIdx =3 :
1 2 3 4 5
For selectedPointIdx =4 :
2 3 4 5 6
For selectedPointIdx =5 :
3 4 5 6 7
For selectedPointIdx =6 :
4 5 6 7 8
....
For selectedPointIdx =11 :
9 10 11 12 13
For selectedPointIdx =12 :
10 11 12 13 14
For selectedPointIdx =13 :
11 12 13 14 15
For selectedPointIdx =14 :
12 13 14 15 16
For selectedPointIdx =15 :
13 14 15 16 17
For selectedPointIdx =16 :
14 15 16 17 18
For selectedPointIdx =17 :
15 16 17 18 1
For selectedPointIdx =18 :
16 17 18 1 2
You can use modular arithmetic instead: Let p be the point among N points numbered 1 to N. Say you want m neighbors on each side, you can get them as follows:
(p - m - 1) mod N + 1
...
(p - 4) mod N + 1
(p - 3) mod N + 1
(p - 2) mod N + 1
p
(p + 1) mod N + 1
(p + 2) mod N + 1
(p + 3) mod N + 1
...
(p + m - 1) mod N + 1
Code:
N = 18;
p = 2;
m = 3;
for i = p - m : p + m
nb = mod((i - 1) , N) + 1;
disp(nb);
end
Run code here
I would like you to note that you might not necessarily improve performance by avoiding a if statement. A benchmark might be necessary to figure this out. However, this will only be significant if you are treating tens of thousands of numbers.

Matrix manipulation in Octave

I want to map a mX1 matrix X into mXp matrix Y where each row in the new matrix is as follows:
Y = [ X X.^2 X.^3 ..... X.^p]
I tried to use the following code:
Y = zeros(m, p);
for i=1:m
Y(i,:) = X(i);
for c=2:p
Y(i,:) = [Y(i,:) X(i).^p];
end
end
What you want do is called brodcasting. If you are using Octave 3.8 or later, the following will work fine:
octave> X = (1:5)'
X =
1
2
3
4
5
octave> P = (1:5)
P =
1 2 3 4 5
octave> X .^ P
ans =
1 1 1 1 1
2 4 8 16 32
3 9 27 81 243
4 16 64 256 1024
5 25 125 625 3125
The important thing to note is how X and P are a column and row vector respectively. See the octave manual on the topic.
For older of versions of Octave (without automatic broadcasting), the same can be accomplished with bsxfun (#power, X, P)

Formula needed: Sort array to array-"snaked"

After the you guys helped me out so gracefully last time, here is another tricky array sorter for you.
I have the following array:
a = [1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16]
I use it for some visual stuff and render it like this:
1 2 3 4
5 6 7 8
9 10 11 12
13 14 15 16
Now I want to sort the array to have a "snake" later:
// rearrange the array according to this schema
1 2 3 4
12 13 14 5
11 16 15 6
10 9 8 7
// the original array should look like this
a = [1,2,3,4,12,13,14,5,11,16,15,6,10,9,8,7]
Now I'm looking for a smart formula / smart loop to do that
ticker = 0;
rows = 4; // can be n
cols = 4; // can be n
originalArray = [1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16];
newArray = [];
while(ticker &#60 originalArray.length)
{
//do the magic here
ticker++;
}
Thanks again for the help.
I was bored, so I made a python version for you with 9 lines of code inside the loop.
ticker = 0
rows = 4
cols = 4
originalArray = [1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16]
newArray = [None] * (rows * cols)
row = 0
col = 0
dir_x = 1
dir_y = 0
taken = {}
while (ticker < len(originalArray)):
newArray[row * cols + col] = originalArray[ticker]
taken[row * cols + col] = True
if col + dir_x >= cols or row + dir_y >= rows or col + dir_x < 0:
dir_x, dir_y = -dir_y, dir_x
elif ((row + dir_y) * cols + col + dir_x) in taken:
dir_x, dir_y = -dir_y, dir_x
row += dir_y
col += dir_x
ticker += 1
print newArray
You can index into the snake coil directly if you recall that
1 + 2 + 3 + ... + n = n*(n+1)/2
m^2 + m - k = 0 => m - (-1+sqrt(1+4*k))/2
and look at the pattern of the coils. (I'll leave it as a hint for the time being--you could also use that n^2 = (n-1)^2 + (2*n+1) with reverse-indexing, or a variety of other things to solve the problem.)
When translating to code, it's not really any shorter than Tuomas' solution if all you want to do is fill the matrix, however.

Code-golf: generate pascal's triangle

Locked. This question and its answers are locked because the question is off-topic but has historical significance. It is not currently accepting new answers or interactions.
Generate a list of lists (or print, I don't mind) a Pascal's Triangle of size N with the least lines of code possible!
Here goes my attempt (118 characters in python 2.6 using a trick):
c,z,k=locals,[0],'_[1]'
p=lambda n:[len(c()[k])and map(sum,zip(z+c()[k][-1],c()[k][-1]+z))or[1]for _ in range(n)]
Explanation:
the first element of the list comprehension (when the length is 0) is [1]
the next elements are obtained the following way:
take the previous list and make two lists, one padded with a 0 at the beginning and the other at the end.
e.g. for the 2nd step, we take [1] and make [0,1] and [1,0]
sum the two new lists element by element
e.g. we make a new list [(0,1),(1,0)] and map with sum.
repeat n times and that's all.
usage (with pretty printing, actually out of the code-golf xD):
result = p(10)
lines = [" ".join(map(str, x)) for x in result]
for i in lines:
print i.center(max(map(len, lines)))
output:
1
1 1
1 2 1
1 3 3 1
1 4 6 4 1
1 5 10 10 5 1
1 6 15 20 15 6 1
1 7 21 35 35 21 7 1
1 8 28 56 70 56 28 8 1
1 9 36 84 126 126 84 36 9 1
K (Wikipedia), 15 characters:
p:{x{+':x,0}\1}
Example output:
p 10
(1
1 1
1 2 1
1 3 3 1
1 4 6 4 1
1 5 10 10 5 1
1 6 15 20 15 6 1
1 7 21 35 35 21 7 1
1 8 28 56 70 56 28 8 1
1 9 36 84 126 126 84 36 9 1
1 10 45 120 210 252 210 120 45 10 1)
It's also easily explained:
p:{x {+':x,0} \ 1}
^ ^------^ ^ ^
A B C D
p is a function taking an implicit parameter x.
p unfolds (C) an anonymous function (B) x times (A) starting at 1 (D).
The anonymous function simply takes a list x, appends 0 and returns a result by adding (+) each adjacent pair (':) of values: so e.g. starting with (1 2 1), it'll produce (1 2 1 0), add pairs (1 1+2 2+1 1+0), giving (1 3 3 1).
Update: Adapted to K4, which shaves off another two characters. For reference, here's the original K3 version:
p:{x{+':0,x,0}\1}
J, another language in the APL family, 9 characters:
p=:!/~#i.
This uses J's builtin "combinations" verb.
Output:
p 10
1 1 1 1 1 1 1 1 1 1
0 1 2 3 4 5 6 7 8 9
0 0 1 3 6 10 15 21 28 36
0 0 0 1 4 10 20 35 56 84
0 0 0 0 1 5 15 35 70 126
0 0 0 0 0 1 6 21 56 126
0 0 0 0 0 0 1 7 28 84
0 0 0 0 0 0 0 1 8 36
0 0 0 0 0 0 0 0 1 9
0 0 0 0 0 0 0 0 0 1
Haskell, 58 characters:
r 0=[1]
r(n+1)=zipWith(+)(0:r n)$r n++[0]
p n=map r[0..n]
Output:
*Main> p 5
[[1],[1,1],[1,2,1],[1,3,3,1],[1,4,6,4,1],[1,5,10,10,5,1]]
More readable:
-- # row 0 is just [1]
row 0 = [1]
-- # row (n+1) is calculated from the previous row
row (n+1) = zipWith (+) ([0] ++ row n) (row n ++ [0])
-- # use that for a list of the first n+1 rows
pascal n = map row [0..n]
69C in C:
f(int*t){int*l=t+*t,*p=t,r=*t,j=0;for(*t=1;l<t+r*r;j=*p++)*l++=j+*p;}
Use it like so:
int main()
{
#define N 10
int i, j;
int t[N*N] = {N};
f(t);
for (i = 0; i < N; i++)
{
for (j = 0; j <= i; j++)
printf("%d ", t[i*N + j]);
putchar('\n');
}
return 0;
}
F#: 81 chars
let f=bigint.Factorial
let p x=[for n in 0I..x->[for k in 0I..n->f n/f k/f(n-k)]]
Explanation: I'm too lazy to be as clever as the Haskell and K programmers, so I took the straight forward route: each element in Pascal's triangle can be uniquely identified using a row n and col k, where the value of each element is n!/(k! (n-k)!.
Python: 75 characters
def G(n):R=[[1]];exec"R+=[map(sum,zip(R[-1]+[0],[0]+R[-1]))];"*~-n;return R
Shorter prolog version (112 instead of 164):
n([X],[X]).
n([H,I|T],[A|B]):-n([I|T],B),A is H+I.
p(0,[[1]]):-!.
p(N,[R,S|T]):-O is N-1,p(O,[S|T]),n([0|S],R).
another stab (python):
def pascals_triangle(n):
x=[[1]]
for i in range(n-1):
x.append(list(map(sum,zip([0]+x[-1],x[-1]+[0]))))
return x
Haskell, 164C with formatting:
i l=zipWith(+)(0:l)$l++[0]
fp=map (concatMap$(' ':).show)f$iterate i[1]
c n l=if(length l<n)then c n$' ':l++" "else l
cl l=map(c(length$last l))l
pt n=cl$take n fp
Without formatting, 52C:
i l=zipWith(+)(0:l)$l++[0]
pt n=take n$iterate i[1]
A more readable form of it:
iterateStep row = zipWith (+) (0:row) (row++[0])
pascalsTriangle n = take n $ iterate iterateStep [1]
-- For the formatted version, we reduce the number of rows at the final step:
formatRow r = concatMap (\l -> ' ':(show l)) r
formattedLines = map formatRow $ iterate iterateStep [1]
centerTo width line =
if length line < width
then centerTo width (" " ++ line ++ " ")
else line
centerLines lines = map (centerTo (length $ last lines)) lines
pascalsTriangle n = centerLines $ take n formattedLines
And perl, 111C, no centering:
$n=<>;$p=' 1 ';for(1..$n){print"$p\n";$x=" ";while($p=~s/^(?= ?\d)(\d* ?)(\d* ?)/$2/){$x.=($1+$2)." ";}$p=$x;}
Scheme — compressed version of 100 characters
(define(P h)(define(l i r)(if(> i h)'()(cons r(l(1+ i)(map +(cons 0 r)(append r '(0))))))(l 1 '(1)))
This is it in a more readable form (269 characters):
(define (pascal height)
(define (next-row row)
(map +
(cons 0 row)
(append row '(0))))
(define (iter i row)
(if (> i height)
'()
(cons row
(iter (1+ i)
(next-row row)))))
(iter 1 '(1)))
VBA/VB6 (392 chars w/ formatting)
Public Function PascalsTriangle(ByVal pRows As Integer)
Dim iRow As Integer
Dim iCol As Integer
Dim lValue As Long
Dim sLine As String
For iRow = 1 To pRows
sLine = ""
For iCol = 1 To iRow
If iCol = 1 Then
lValue = 1
Else
lValue = lValue * (iRow - iCol + 1) / (iCol - 1)
End If
sLine = sLine & " " & lValue
Next
Debug.Print sLine
Next
End Function
PHP 100 characters
$v[]=1;while($a<34){echo join(" ",$v)."\n";$a++;for($k=0;$k<=$a;$k++)$t[$k]=$v[$k-1]+$v[$k];$v=$t;}
Ruby, 83c:
def p(n);n>0?(m=p(n-1);k=m.last;m+[([0]+k).zip(k+[0]).map{|x|x[0]+x[1]}]):[[1]];end
test:
irb(main):001:0> def p(n);n>0?(m=p(n-1);k=m.last;m+[([0]+k).zip(k+[0]).map{|x|x[0]+x[1]}]):[[1]];end
=> nil
irb(main):002:0> p(5)
=> [[1], [1, 1], [1, 2, 1], [1, 3, 3, 1], [1, 4, 6, 4, 1], [1, 5, 10, 10, 5, 1]]
irb(main):003:0>
Another python solution, that could be much shorter if the builtin functions had shorter names... 106 characters.
from itertools import*
r=range
p=lambda n:[[len(list(combinations(r(i),j)))for j in r(i+1)]for i in r(n)]
Another try, in prolog (I'm practising xD), not too short, just 164c:
s([],[],[]).
s([H|T],[J|U],[K|V]):-s(T,U,V),K is H+J.
l([1],0).
l(P,N):-M is N-1,l(A,M),append(A,[0],B),s(B,[0|A],P).
p([],-1).
p([H|T],N):-M is N-1,l(H,N),p(T,M).
explanation:
s = sum lists element by element
l = the Nth row of the triangle
p = the whole triangle of size N
VBA, 122 chars:
Sub p(n)
For r = 1 To n
l = "1"
v = 1
For c = 1 To r - 1
v = v / c * (r - c)
l = l & " " & v
Next
Debug.Print l
Next
End Sub
I wrote this C++ version a few years ago:
#include <iostream>
int main(int,char**a){for(int b=0,c=0,d=0,e=0,f=0,g=0,h=0,i=0;b<atoi(a[1]);(d|f|h)>1?e*=d>1?--d:1,g*=f>1?--f:1,i*=h>1?--h:1:((std::cout<<(i*g?e/(i*g):1)<<" "?d=b+=c++==b?c=0,std::cout<<std::endl?1:0:0,h=d-(f=c):0),e=d,g=f,i=h));}
The following is just a Scala function returning a List[List[Int]]. No pretty printing or anything. Any suggested improvements? (I know it's inefficient, but that's not the main challenge now, is it?). 145 C.
def p(n: Int)={def h(n:Int):List[Int]=n match{case 1=>1::Nil;case _=>(0::h(n-1) zipAll(h(n-1),0,0)).map{n=>n._1+n._2}};(1 to n).toList.map(h(_))}
Or perhaps:
def pascal(n: Int) = {
def helper(n: Int): List[Int] = n match {
case 1 => 1 :: List()
case _ => (0 :: helper(n-1) zipAll (helper(n-1),0,0)).map{ n => n._1 + n._2 }
}
(1 to n).toList.map(helper(_))
}
(I'm a Scala noob, so please be nice to me :D )
a Perl version (139 chars w/o shebang)
#p = (1,1);
while ($#p < 20) {
#q =();
$z = 0;
push #p, 0;
foreach (#p) {
push #q, $_+$z;
$z = $_
}
#p = #q;
print "#p\n";
}
output starts from 1 2 1
PHP, 115 chars
$t[][]=1;
for($i=1;$i<$n;++$i){
$t[$i][0]=1;
for($j=1;$j<$i;++$j)$t[$i][$j]=$t[$i-1][$j-1]+$t[$i-1][$j];
$t[$i][$i]=1;}
If you don't care whether print_r() displays the output array in the correct order, you can shave it to 113 chars like
$t[][]=1;
for($i=1;$i<$n;++$i){
$t[$i][0]=$t[$i][$i]=1;
for($j=1;$j<$i;++$j)$t[$i][$j]=$t[$i-1][$j-1]+$t[$i-1][$j];}
Perl, 63 characters:
for(0..9){push#z,1;say"#z";#z=(1,map{$z[$_-1]+$z[$_]}(1..$#z))}
My attempt in C++ (378c). Not anywhere near as good as the rest of the posts.. but I'm proud of myself for coming up with a solution on my own =)
int* pt(int n)
{
int s=n*(n+1)/2;
int* t=new int[s];
for(int i=0;i<n;++i)
for(int j=0;j<=i;++j)
t[i*n+j] = (!j || j==i) ? 1 : t[(i-1)*n+(j-1)] + t[(i-1)*n+j];
return t;
}
int main()
{
int n,*t;
std::cin>>n;
t=pt(n);
for(int i=0;i<n;++i)
{
for(int j=0;j<=i;j++)
std::cout<<t[i*n+j]<<' ';
std::cout<<"\n";
}
}
Old thread, but I wrote this in response to a challenge on another forum today:
def pascals_triangle(n):
x=[[1]]
for i in range(n-1):
x.append([sum(i) for i in zip([0]+x[-1],x[-1]+[0])])
return x
for x in pascals_triangle(5):
print('{0:^16}'.format(x))
[1]
[1, 1]
[1, 2, 1]
[1, 3, 3, 1]
[1, 4, 6, 4, 1]

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