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Ingy döt Net 2023-07-01 11:58:00 -04:00
parent 7387c8f97b
commit cb5bb5e222
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---
from: http://rosettacode.org/wiki/Forward_difference
note: Arithmetic operations

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;Task:
Provide code that produces a list of numbers which is the &nbsp; <big>n<sup>th</sup></big> &nbsp;order forward difference, given a non-negative integer (specifying the order) and a list of numbers.
The first-order forward difference of a list of numbers &nbsp; <big>'''A'''</big> &nbsp; is a new list &nbsp; <big>'''B'''</big>, &nbsp; where &nbsp; <big><b>B</b><sub>n</sub> = <b>A</b><sub>n+1</sub> - <b>A</b><sub>n</sub></big>.
List &nbsp; <big>'''B'''</big> &nbsp; should have one fewer element as a result.
The second-order forward difference of &nbsp; <big>'''A'''</big> &nbsp; will be:
<pre>
tdefmodule Diff do
def forward(arr,i\\1) do
forward(arr,[],i)
end
def forward([_|[]],diffs,i) do
if i == 1 do
IO.inspect diffs
else
forward(diffs,[],i-1)
end
end
def forward([val1|[val2|vals]],diffs,i) do
forward([val2|vals],diffs++[val2-val1],i)
end
end
</pre>
The same as the first-order forward difference of &nbsp; <big>'''B'''</big>.
That new list will have two fewer elements than &nbsp; <big>'''A'''</big> &nbsp; and one less than &nbsp; <big>'''B'''</big>.
The goal of this task is to repeat this process up to the desired order.
For a more formal description, see the related &nbsp; [http://mathworld.wolfram.com/ForwardDifference.html Mathworld article].
;Algorithmic options:
* Iterate through all previous forward differences and re-calculate a new array each time.
* Use this formula (from [[wp:Forward difference|Wikipedia]]):
<big><big>
::: <math>\Delta^n [f](x)= \sum_{k=0}^n {n \choose k} (-1)^{n-k} f(x+k)</math>
</big></big>
::: ([[Pascal's Triangle]] &nbsp; may be useful for this option.)
<br><br>

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V dif = s -> enumerate(s[1..]).map2((i, x) -> x - @s[i])
F difn(s, n) -> [Int]
R I n != 0 {difn(dif(s), n - 1)} E s
V s = [90, 47, 58, 29, 22, 32, 55, 5, 55, 73]
L(i) 10
print(difn(s, i))

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main:(
MODE LISTREAL = [1:0]REAL;
OP - = (LISTREAL a,b)LISTREAL: (
[UPB a]REAL out;
FOR i TO UPB out DO out[i]:=a[i]-b[i] OD;
out
);
FORMAT real fmt=$zzz-d.d$;
FORMAT repeat fmt = $n(UPB s-1)(f(real fmt)",")f(real fmt)$;
FORMAT list fmt = $"("f(UPB s=1|real fmt|repeat fmt)")"$;
FLEX [1:0] REAL s := (90, 47, 58, 29, 22, 32, 55, 5, 55, 73);
printf((list fmt,s,$";"l$));
TO UPB s-1 DO
s := s[2:] - s[:UPB s-1];
printf((list fmt,s,$";"l$))
OD
)

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begin
% calculate forward differences %
% sets elements of B to the first order forward differences of A %
% A should have bounds 1 :: n, B should have bounds 1 :: n - 1 %
procedure FirstOrderFDifference ( integer array A( * )
; integer array B( * )
; integer value n
) ;
for i := 2 until n do B( i - 1 ) := A( i ) - A( i - 1 );
integer array v ( 1 :: 10 );
integer array diff( 1 :: 9 );
integer vPos, length;
% construct the initial values array %
vPos := 1;
for i := 90, 47, 58, 29, 22, 32, 55, 5, 55, 73 do begin
v( vPos ) := i;
vPos := vPos + 1
end for_i ;
% calculate and show the differences %
i_w := 5; % set output format %
length := 10;
for order := 1 until length - 1 do begin
FirstOrderFDifference( v, diff, length );
length := length - 1;
write( order, ": " ); for i := 1 until length do writeon( diff( i ) );
for i := 1 until length do v( i ) := diff( i )
end for_order
end.

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list 90 47 58 29 22 32 55 5 55 73
fd {=0:(-1)(1)-(¯1)}
1 fd list
¯43 11 ¯29 ¯7 10 23 ¯50 50 18
2 fd list
54 ¯40 22 17 13 ¯73 100 ¯32

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#!/usr/bin/awk -f
BEGIN {
if (p<1) {p = 1};
}
function diff(s, p) {
n = split(s, a, " ");
for (j = 1; j <= p; j++) {
for(i = 1; i <= n-j; i++) {
a[i] = a[i+1] - a[i];
}
}
s = "";
for (i = 1; i <= n-p; i++) s = s" "a[i];
return s;
}
{
print diff($0, p);
}

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#!/usr/bin/awk -f
BEGIN {
if (p<1) {p = 1};
}
function diff(s, p) {
# pascal triangled with sign changes
b[1] = (p%2) ? 1 : -1;
for (j=1; j < p; j++) {
b[j+1] = -b[j]*(p-j)/j;
};
n = split(s, a, " ");
s = "";
for (j = 1; j <= n-p+1; j++) {
c = 0;
for(i = 1; i <= p; i++) {
c += b[i]*a[j+i-1];
}
s = s" "c;
}
return s;
}
{
print diff($0, p);
}

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with Ada.Text_Io;
with Ada.Float_Text_Io; use Ada.Float_Text_Io;
with Ada.containers.Vectors;
procedure Forward_Difference is
package Flt_Vect is new Ada.Containers.Vectors(Positive, Float);
use Flt_Vect;
procedure Print(Item : Vector) is
begin
if not Item.Is_Empty then
Ada.Text_IO.Put('[');
for I in 1..Item.Length loop
Put(Item => Item.Element(Positive(I)), Fore => 1, Aft => 1, Exp => 0);
if Positive(I) < Positive(Item.Length) then
Ada.Text_Io.Put(", ");
end if;
end loop;
Ada.Text_Io.Put_line("]");
else
Ada.Text_IO.Put_Line("Empty List");
end if;
end Print;
function Diff(Item : Vector; Num_Passes : Natural) return Vector is
A : Vector := Item;
B : Vector := Empty_Vector;
begin
if not A.Is_Empty then
for I in 1..Num_Passes loop
for I in 1..Natural(A.Length) - 1 loop
B.Append(A.Element(I + 1) - A.Element(I));
end loop;
Move(Target => A, Source => B);
end loop;
end if;
return A;
end Diff;
Values : array(1..10) of Float := (90.0, 47.0, 58.0, 29.0, 22.0, 32.0, 55.0, 5.0, 55.0, 73.0);
A : Vector;
begin
for I in Values'range loop
A.Append(Values(I)); -- Fill the vector
end loop;
Print(Diff(A, 1));
Print(Diff(A, 2));
Print(Diff(A, 9));
Print(Diff(A, 10));
print(Diff(A, 0));
end Forward_Difference;

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-- forwardDifference :: Num a => [a] -> [a]
on forwardDifference(xs)
zipWith(my subtract, xs, rest of xs)
end forwardDifference
-- nthForwardDifference :: Num a => Int -> [a] -> [a]
on nthForwardDifference(xs, i)
|index|(iterate(forwardDifference, xs), 1 + i)
end nthForwardDifference
-------------------------- TEST ---------------------------
on run
script show
on |λ|(xs, i)
((i - 1) as string) & " -> " & showList(xs)
end |λ|
end script
unlines(map(show, ¬
take(10, ¬
iterate(forwardDifference, ¬
{90, 47, 58, 29, 22, 32, 55, 5, 55, 73}))))
end run
-------------------- GENERIC FUNCTIONS --------------------
-- Just :: a -> Maybe a
on Just(x)
-- Constructor for an inhabited Maybe (option type) value.
-- Wrapper containing the result of a computation.
{type:"Maybe", Nothing:false, Just:x}
end Just
-- Nothing :: Maybe a
on Nothing()
-- Constructor for an empty Maybe (option type) value.
-- Empty wrapper returned where a computation is not possible.
{type:"Maybe", Nothing:true}
end Nothing
-- index (!!) :: [a] -> Int -> Maybe a
-- index (!!) :: Gen [a] -> Int -> Maybe a
-- index (!!) :: String -> Int -> Maybe Char
on |index|(xs, i)
if script is class of xs then
repeat with j from 1 to i
set v to |λ|() of xs
end repeat
if missing value is not v then
Just(v)
else
Nothing()
end if
else
if length of xs < i then
Nothing()
else
Just(item i of xs)
end if
end if
end |index|
-- intercalate :: String -> [String] -> String
on intercalate(delim, xs)
set {dlm, my text item delimiters} to ¬
{my text item delimiters, delim}
set str to xs as text
set my text item delimiters to dlm
str
end intercalate
-- iterate :: (a -> a) -> a -> Gen [a]
on iterate(f, x)
script
property v : missing value
property g : mReturn(f)'s |λ|
on |λ|()
if missing value is v then
set v to x
else
set v to g(v)
end if
return v
end |λ|
end script
end iterate
-- length :: [a] -> Int
on |length|(xs)
set c to class of xs
if list is c or string is c then
length of xs
else
(2 ^ 29 - 1) -- (maxInt - simple proxy for non-finite)
end if
end |length|
-- map :: (a -> b) -> [a] -> [b]
on map(f, xs)
-- The list obtained by applying f
-- to each element of xs.
tell mReturn(f)
set lng to length of xs
set lst to {}
repeat with i from 1 to lng
set end of lst to |λ|(item i of xs, i, xs)
end repeat
return lst
end tell
end map
-- min :: Ord a => a -> a -> a
on min(x, y)
if y < x then
y
else
x
end if
end min
-- mReturn :: First-class m => (a -> b) -> m (a -> b)
on mReturn(f)
-- 2nd class handler function lifted into 1st class script wrapper.
if script is class of f then
f
else
script
property |λ| : f
end script
end if
end mReturn
-- showList :: [a] -> String
on showList(xs)
"[" & intercalate(", ", map(my str, xs)) & "]"
end showList
-- str :: a -> String
on str(x)
x as string
end str
-- subtract :: Num -> Num -> Num
on subtract(x, y)
y - x
end subtract
-- take :: Int -> [a] -> [a]
-- take :: Int -> String -> String
on take(n, xs)
set c to class of xs
if list is c then
if 0 < n then
items 1 thru min(n, length of xs) of xs
else
{}
end if
else if string is c then
if 0 < n then
text 1 thru min(n, length of xs) of xs
else
""
end if
else if script is c then
set ys to {}
repeat with i from 1 to n
set v to |λ|() of xs
if missing value is v then
return ys
else
set end of ys to v
end if
end repeat
return ys
else
missing value
end if
end take
-- unlines :: [String] -> String
on unlines(xs)
-- A single string formed by the intercalation
-- of a list of strings with the newline character.
set {dlm, my text item delimiters} to ¬
{my text item delimiters, linefeed}
set s to xs as text
set my text item delimiters to dlm
s
end unlines
-- zipWith :: (a -> b -> c) -> [a] -> [b] -> [c]
on zipWith(f, xs, ys)
set lng to min(|length|(xs), |length|(ys))
if 1 > lng then return {}
set xs_ to take(lng, xs) -- Allow for non-finite
set ys_ to take(lng, ys) -- generators like cycle etc
set lst to {}
tell mReturn(f)
repeat with i from 1 to lng
set end of lst to |λ|(item i of xs_, item i of ys_)
end repeat
return lst
end tell
end zipWith

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; element-wise subtraction of two blocks. e.g.
; vsub [1 2 3] [1 2 3] ; [0 0 0]
vsub: function [u v][
map couple u v 'pair -> pair\0 - pair\1
]
differences: function [block][
order: attr "order"
if order = null -> order: 1
loop 1..order 'n -> block: vsub block drop block 1
return block
]
print differences .order: 4 [90.5 47 58 29 22 32 55 5 55 73.5]
print differences [1 2 3 4 5 6 7]

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MsgBox % diff("2,3,4,3",1)
MsgBox % diff("2,3,4,3",2)
MsgBox % diff("2,3,4,3",3)
MsgBox % diff("2,3,4,3",4)
diff(list,ord) { ; high order forward differences of a list
Loop %ord% {
L =
Loop Parse, list, `, %A_Space%%A_Tab%
If (A_Index=1)
p := A_LoopField
Else
L .= "," A_LoopField-p, p := A_LoopField
list := SubStr(L,2)
}
Return list
}

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DIM A(9)
A() = 90.0, 47.0, 58.0, 29.0, 22.0, 32.0, 55.0, 5.0, 55.0, 73.0
PRINT "Original array: " FNshowarray(A())
PROCforward_difference(1, A(), B())
PRINT "Forward diff 1: " FNshowarray(B())
PROCforward_difference(2, A(), C())
PRINT "Forward diff 2: " FNshowarray(C())
PROCforward_difference(9, A(), D())
PRINT "Forward diff 9: " FNshowarray(D())
END
DEF PROCforward_difference(n%, a(), RETURN b())
LOCAL c%, i%, j%
DIM b(DIM(a(),1) - n%)
FOR i% = 0 TO DIM(b(),1)
b(i%) = a(i% + n%)
c% = 1
FOR j% = 1 TO n%
c% = -INT(c% * (n% - j% + 1) / j% + 0.5)
b(i%) += c% * a(i% + n% - j%)
NEXT
NEXT
ENDPROC
DEF FNshowarray(a())
LOCAL i%, a$
FOR i% = 0 TO DIM(a(),1)
a$ += STR$(a(i%)) + ", "
NEXT
= LEFT$(LEFT$(a$))

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FDiff {{-˜´˘2𝕩}𝕨 𝕩}
•Show 1 FDiff 9047582922325555573
•Show 2 FDiff 9047582922325555573

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#include <vector>
#include <iterator>
#include <algorithm>
// calculate first order forward difference
// requires:
// * InputIterator is an input iterator
// * OutputIterator is an output iterator
// * The value type of InputIterator is copy-constructible and assignable
// * The value type of InputIterator supports operator -
// * The result type of operator- is assignable to the value_type of OutputIterator
// returns: The iterator following the output sequence
template<typename InputIterator, typename OutputIterator>
OutputIterator forward_difference(InputIterator first, InputIterator last,
OutputIterator dest)
{
// special case: for empty sequence, do nothing
if (first == last)
return dest;
typedef typename std::iterator_traits<InputIterator>::value_type value_type;
value_type temp = *first++;
while (first != last)
{
value_type temp2 = *first++;
*dest++ = temp2 - temp;
temp = temp2;
}
return dest;
}
// calculate n-th order forward difference.
// requires:
// * InputIterator is an input iterator
// * OutputIterator is an output iterator
// * The value type of InputIterator is copy-constructible and assignable
// * The value type of InputIterator supports operator -
// * The result type of operator- is assignable to the value_type of InputIterator
// * The result type of operator- is assignable to the value_type of OutputIterator
// * order >= 0
// returns: The iterator following the output sequence
template<typename InputIterator, typename OutputIterator>
OutputIterator nth_forward_difference(int order,
InputIterator first, InputIterator last,
OutputIterator dest)
{
// special case: If order == 0, just copy input to output
if (order == 0)
return std::copy(first, last, dest);
// second special case: If order == 1, just forward to the first-order function
if (order == 1)
return forward_difference(first, last, dest);
// intermediate results are stored in a vector
typedef typename std::iterator_traits<InputIterator>::value_type value_type;
std::vector<value_type> temp_storage;
// fill the vector with the result of the first order forward difference
forward_difference(first, last, std::back_inserter(temp_storage));
// the next n-2 iterations work directly on the vector
typename std::vector<value_type>::iterator begin = temp_storage.begin(),
end = temp_storage.end();
for (int i = 1; i < order-1; ++i)
end = forward_difference(begin, end, begin);
// the final iteration writes directly to the output iterator
return forward_difference(begin, end, dest);
}
// example usage code
#include <iostream>
int main()
{
double array[10] = { 90.0, 47.0, 58.0, 29.0, 22.0, 32.0, 55.0, 5.0, 55.0, 73.0 };
// this stores the results in the vector dest
std::vector<double> dest;
nth_forward_difference(1, array, array+10, std::back_inserter(dest));
// output dest
std::copy(dest.begin(), dest.end(), std::ostream_iterator<double>(std::cout, " "));
std::cout << std::endl;
// however, the results can also be output as they are calculated
nth_forward_difference(2, array, array+10, std::ostream_iterator<double>(std::cout, " "));
std::cout << std::endl;
nth_forward_difference(9, array, array+10, std::ostream_iterator<double>(std::cout, " "));
std::cout << std::endl;
nth_forward_difference(10, array, array+10, std::ostream_iterator<double>(std::cout, " "));
std::cout << std::endl;
nth_forward_difference(0, array, array+10, std::ostream_iterator<double>(std::cout, " "));
std::cout << std::endl;
// finally, the results can also be written into the original array
// (which of course destroys the original content)
double* end = nth_forward_difference(3, array, array+10, array);
for (double* p = array; p < end; ++p)
std::cout << *p << " ";
std::cout << std::endl;
return 0;
}

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#include <iostream>
#include <numeric>
// Calculate the Forward Difference of a series if integers showing each order
//
// Nigel Galloway. August 20th., 2012
//
int main() {
int x[] = {NULL,-43,11,-29,-7,10,23,-50,50,18};
const int N = sizeof(x) / sizeof(int) - 1;
for (int ord = 0; ord < N - 1; ord++) {
std::adjacent_difference(x+1, x + N + 1 - ord, x);
for (int i = 1; i < N - ord; i++) std::cout << x[i] << ' ';
std::cout << std::endl;
}
return 0;
}

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#include <iostream>
#include <numeric>
// Calculate the Forward Difference of a series if integers
//
// Nigel Galloway. August 20th., 2012
//
int main() {
int x[] = {NULL,-43,11,-29,-7,10,23,-50,50,18};
const int N = sizeof(x) / sizeof(int) - 1;
for (int ord = 0; ord < N - 1; ord++) std::adjacent_difference(x+1, x + N + 1 - ord, x);
std::cout << x[1] << std::endl;
return 0;
}

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#include <iostream>
#include <algorithm>
// Calculate the Forward Difference of a series if integers using Pascal's Triangle
// For this example the 9th line of Pascal's Triangle is stored in P.
//
// Nigel Galloway. August 20th., 2012
//
int main() {
const int P[] = {1,-8,28,-56,70,-56,28,-8,1};
int x[] = {-43,11,-29,-7,10,23,-50,50,18};
std::transform(x, x + sizeof(x) / sizeof(int), P, x, std::multiplies<int>());
std::cout << std::accumulate(x, x + sizeof(x) / sizeof(int), 0) << std::endl;
return 0;
}

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using System;
using System.Collections.Generic;
using System.Linq;
class Program
{
static IEnumerable<int> ForwardDifference(IEnumerable<int> sequence, uint order = 1u)
{
switch (order)
{
case 0u:
return sequence;
case 1u:
return sequence.Skip(1).Zip(sequence, (next, current) => next - current);
default:
return ForwardDifference(ForwardDifference(sequence), order - 1u);
}
}
static void Main()
{
IEnumerable<int> sequence = new[] { 90, 47, 58, 29, 22, 32, 55, 5, 55, 73 };
do
{
Console.WriteLine(string.Join(", ", sequence));
} while ((sequence = ForwardDifference(sequence)).Any());
}
}

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#include <stdlib.h>
#include <string.h>
#include <stdio.h>
double* fwd_diff(double* x, unsigned int len, unsigned int order)
{
unsigned int i, j;
double* y;
/* handle two special cases */
if (order >= len) return 0;
y = malloc(sizeof(double) * len);
if (!order) {
memcpy(y, x, sizeof(double) * len);
return y;
}
/* first order diff goes from x->y, later ones go from y->y */
for (j = 0; j < order; j++, x = y)
for (i = 0, len--; i < len; i++)
y[i] = x[i + 1] - x[i];
y = realloc(y, sizeof(double) * len);
return y;
}
int main(void)
{
double *y, x[] = {90, 47, 58, 29, 22, 32, 55, 5, 55, 73};
int i, len = sizeof(x) / sizeof(x[0]);
y = fwd_diff(x, len, 1);
for (i = 0; i < len - 1; i++)
printf("%g ", y[i]);
putchar('\n');
return 0;
}

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#include <stdio.h>
int* binomCoeff(int n) {
int *b = calloc(n+1,sizeof(int));
int j;
b[0] = n%2 ? -1 : 1;
for (j=1 ; j<=n; j++)
b[j] = -b[j-1]*(n+1-j)/j;
return(b);
};
main () {
double array[] = { 90, 47, 58, 29, 22, 32, 55, 5, 55, 73 };
size_t lenArray = sizeof(array)/sizeof(array[0]);
int p = 4; // order
int *b = binomCoeff(p); // pre-compute binomial coefficients for order p
int j, k;
// compute p-th difference
for (k=0 ; k < lenArray; k++)
for (array[k] *= b[0], j=1 ; j<=p; j++)
array[k] += b[j] * array[k+j];
free(b);
// resulting series is shorter by p elements
lenArray -= p;
for (k=0 ; k < lenArray; k++) printf("%f ",array[k]);
printf("\n");
}

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(defn fwd-diff [nums order]
(nth (iterate #(map - (next %) %) nums) order))

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forward_difference = (arr, n) ->
# Find the n-th order forward difference for arr using
# a straightforward recursive algorithm.
# Assume arr is integers and n <= arr.length.
return arr if n == 0
arr = forward_difference(arr, n-1)
(arr[i+1] - arr[i] for i in [0...arr.length - 1])
arr = [-1, 0, 1, 8, 27, 64, 125, 216]
for n in [0..arr.length]
console.log n, forward_difference arr, n

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(defun forward-difference (list)
(mapcar #'- (rest list) list))
(defun nth-forward-difference (list n)
(setf list (copy-list list))
(loop repeat n do (map-into list #'- (rest list) list))
(subseq list 0 (- (length list) n)))

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T[] forwardDifference(T)(in T[] data, in int level) pure nothrow
in {
assert(level >= 0 && level < data.length);
} body {
auto result = data.dup;
foreach (immutable i; 0 .. level)
foreach (immutable j, ref el; result[0 .. $ - i - 1])
el = result[j + 1] - el;
result.length -= level;
return result;
}
void main() {
import std.stdio;
const data = [90.5, 47, 58, 29, 22, 32, 55, 5, 55, 73.5];
foreach (immutable level; 0 .. data.length)
forwardDifference(data, level).writeln;
}

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import std.stdio, std.algorithm, std.range, std.array;
auto forwardDifference(Range)(Range d, in int level) pure {
foreach (immutable _; 0 .. level)
d = d.zip(d.dropOne).map!(a => a[0] - a[1]).array;
return d;
}
void main() {
const data = [90.5, 47, 58, 29, 22, 32, 55, 5, 55, 73.5];
foreach (immutable level; 0 .. data.length)
forwardDifference(data, level).writeln;
}

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@ -0,0 +1,12 @@
import std.stdio;
T[] forwardDifference(T)(T[] s, in int n) pure nothrow @nogc {
foreach (immutable i; 0 .. n)
s[0 .. $ - i - 1] = s[1 .. $ - i] - s[0 .. $ - i - 1];
return s[0 .. $ - n];
}
void main() {
immutable A = [90.5, 47, 58, 29, 22, 32, 55, 5, 55, 73.5];
foreach (immutable level; 0 .. A.length)
forwardDifference(A.dup, level).writeln;
}

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@ -0,0 +1,10 @@
void main() {
import std.stdio, std.range;
auto D = [90.5, 47, 58, 29, 22, 32, 55, 5, 55, 73.5];
writefln("%(%s\n%)",
recurrence!q{ (a[n - 1][0 .. $ - 1] =
a[n - 1][1 .. $] -
a[n - 1][0 .. $ - 1])[0 .. $] }(D)
.take(D.length));
}

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@ -0,0 +1,17 @@
List forwardDifference(List _list) {
for (int i = _list.length - 1; i > 0; i--) {
_list[i] = _list[i] - _list[i - 1];
}
_list.removeRange(0, 1);
return _list;
}
void mainAlgorithms() {
List _intList = [90, 47, 58, 29, 22, 32, 55, 5, 55, 73];
for (int i = _intList.length - 1; i >= 0; i--) {
List _list = forwardDifference(_intList);
print(_list);
}
}

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@ -0,0 +1,32 @@
pragma.enable("accumulator")
/** Single step. */
def forwardDifference(seq :List) {
return accum [] for i in 0..(seq.size() - 2) {
_.with(seq[i + 1] - seq[i])
}
}
/** Iterative implementation of the goal. */
def nthForwardDifference1(var seq :List, n :(int >= 0)) {
for _ in 1..n { seq := forwardDifference(seq) }
return seq
}
/** Imperative implementation of the goal. */
def nthForwardDifference2(seq :List, n :(int >= 0)) {
def buf := seq.diverge()
def finalSize := seq.size() - n
for lim in (finalSize..!seq.size()).descending() {
for i in 0..!lim {
buf[i] := buf[i + 1] - buf[i]
}
}
return buf.run(0, finalSize)
}
? def sampleData := [90, 47, 58, 29, 22, 32, 55, 5, 55, 73]
> for n in 0..10 {
> def r1 := nthForwardDifference1(sampleData, n)
> require(r1 == nthForwardDifference2(sampleData, n))
> println(r1)
> }

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@ -0,0 +1,7 @@
(define (Δ-1 list)
(for/list ([x (cdr list)] [y list]) (- x y)))
(define (Δ-n n) (iterate Δ-1 n))
((Δ-n 9) '(90 47 58 29 22 32 55 5 55 73))
→ (-2921)

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@ -0,0 +1,15 @@
defmodule Diff do
def forward(list,i\\1) do
forward(list,[],i)
end
def forward([_],diffs,1), do: IO.inspect diffs
def forward([_],diffs,i), do: forward(diffs,[],i-1)
def forward([val1,val2|vals],diffs,i) do
forward([val2|vals],diffs++[val2-val1],i)
end
end
Enum.each(1..9, fn i ->
Diff.forward([90, 47, 58, 29, 22, 32, 55, 5, 55, 73],i)
end)

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@ -0,0 +1,18 @@
-module(forward_difference).
-export([difference/1, difference/2]).
-export([task/0]).
-define(TEST_DATA,[90, 47, 58, 29, 22, 32, 55, 5, 55, 73]).
difference([X|Xs]) ->
{Result,_} = lists:mapfoldl(fun (N_2,N_1) -> {N_2 - N_1, N_2} end, X, Xs),
Result.
difference([],_) -> [];
difference(List,0) -> List;
difference(List,Order) -> difference(difference(List),Order-1).
task() ->
io:format("Initial: ~p~n",[?TEST_DATA]),
[io:format("~3b: ~p~n",[N,difference(?TEST_DATA,N)]) || N <- lists:seq(0,length(?TEST_DATA))],
ok.

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@ -0,0 +1,9 @@
let rec ForwardDifference input n =
match n with
| _ when input = [] || n < 0 -> [] // If there's no more input, just return an empty list
| 0 -> input // If n is zero, we're done - return the input
| _ -> ForwardDifference // otherwise, recursively difference..
(input.Tail // All but the first element
|> Seq.zip input // tupled with itself
|> Seq.map (fun (a, b) -> b-a) // Subtract the i'th element from the (i+1)'th
|> Seq.toList) (n-1) // Make into a list and do an n-1 difference on it

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@ -0,0 +1,9 @@
USING: kernel math math.vectors sequences ;
IN: rosetacode
: 1-order ( seq -- seq' )
[ rest-slice ] keep v- ;
: n-order ( seq n -- seq' )
dup 0 <=
[ drop ] [ [ 1-order ] times ] if ;

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@ -0,0 +1,15 @@
: forward-difference
dup 0
?do
swap rot over i 1+ - 0
?do dup i cells + dup cell+ @ over @ - swap ! loop
swap rot
loop -
;
create a
90 , 47 , 58 , 29 , 22 , 32 , 55 , 5 , 55 , 73 ,
: test a 10 9 forward-difference bounds ?do i ? loop ;
test

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@ -0,0 +1,20 @@
MODULE DIFFERENCE
IMPLICIT NONE
CONTAINS
SUBROUTINE Fdiff(a, n)
INTEGER, INTENT(IN) :: a(:), n
INTEGER :: b(SIZE(a))
INTEGER :: i, j, arraysize
b = a
arraysize = SIZE(b)
DO i = arraysize-1, arraysize-n, -1
DO j = 1, i
b(j) = b(j+1) - b(j)
END DO
END DO
WRITE (*,*) b(1:arraysize-n)
END SUBROUTINE Fdiff
END MODULE DIFFERENCE

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@ -0,0 +1,13 @@
PROGRAM TEST
USE DIFFERENCE
IMPLICIT NONE
INTEGER :: array(10) = (/ 90, 47, 58, 29, 22, 32, 55, 5, 55, 73 /)
INTEGER :: i
DO i = 1, 9
CALL Fdiff(array, i)
END DO
END PROGRAM TEST

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@ -0,0 +1,17 @@
function forward_difference( a() as uinteger ) as uinteger ptr
dim as uinteger ptr b = allocate( sizeof(uinteger) * (ubound(a)-1) )
for i as uinteger = 0 to ubound(a)-1
*(b+i) = a(i+1)-a(i)
next i
return b
end function
dim as uinteger a(0 to 15) = {2, 3, 5, 7, 11, 13, 17, 19,_
23, 29, 31, 37, 41, 43, 47, 53}
dim as uinteger i
dim as uinteger ptr b = forward_difference( a() )
for i = 0 to ubound(a)-1
print *(b+i)
next i

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@ -0,0 +1,18 @@
package main
import "fmt"
func main() {
a := []int{90, 47, 58, 29, 22, 32, 55, 5, 55, 73}
fmt.Println(a)
fmt.Println(fd(a, 9))
}
func fd(a []int, ord int) []int {
for i := 0; i < ord; i++ {
for j := 0; j < len(a)-i-1; j++ {
a[j] = a[j+1] - a[j]
}
}
return a[:len(a)-ord]
}

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@ -0,0 +1,10 @@
forwardDifference :: Num a => [a] -> [a]
forwardDifference = tail >>= zipWith (-)
nthForwardDifference :: Num a => [a] -> Int -> [a]
nthForwardDifference = (!!) . iterate forwardDifference
main :: IO ()
main =
mapM_ print $
take 10 (iterate forwardDifference [90, 47, 58, 29, 22, 32, 55, 5, 55, 73])

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@ -0,0 +1,12 @@
REAL :: n=10, list(n)
list = ( 90, 47, 58, 29, 22, 32, 55, 5, 55, 73 )
WRITE(Format='i1, (i6)') 0, list
DO i = 1, n-1
ALIAS(list,1, diff,n-i) ! rename list(1 ... n-i) with diff
diff = list($+1) - diff ! $ is the running left hand array index
WRITE(Format='i1, (i6)') i, diff
ENDDO
END

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@ -0,0 +1,8 @@
print,(x = randomu(seed,8)*100)
15.1473 58.0953 82.7465 16.8637 97.7182 59.7856 17.7699 74.9154
print,ts_diff(x,1)
-42.9479 -24.6513 65.8828 -80.8545 37.9326 42.0157 -57.1455 0.000000
print,ts_diff(x,2)
-18.2967 -90.5341 146.737 -118.787 -4.08316 99.1613 0.000000 0.000000
print,ts_diff(x,3)
72.2374 -237.271 265.524 -114.704 -103.244 0.000000 0.000000 0.000000

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@ -0,0 +1,17 @@
procedure main(A) # Compute all forward difference orders for argument list
every order := 1 to (*A-1) do showList(order, fdiff(A, order))
end
procedure fdiff(A, order)
every 1 to order do {
every put(B := [], A[i := 2 to *A] - A[i-1])
A := B
}
return A
end
procedure showList(order, L)
writes(right(order,3),": ")
every writes(!L," ")
write()
end

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@ -0,0 +1 @@
fd=: 2&(-~/\)

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@ -0,0 +1 @@
fd=: }. - }: ^:

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@ -0,0 +1,7 @@
list=: 90 47 58 29 22 32 55 5 55 73 NB. Some numbers
1 fd list
_43 11 _29 _7 10 23 _50 50 18
2 fd list
54 _40 22 17 13 _73 100 _32

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@ -0,0 +1,17 @@
1 2 3 fd list NB. First, second, and third forward differences (simultaneously)
43 _11 29 7 _10 _23 50 _50 _18
54 _40 22 17 13 _73 100 _32 0
94 _62 5 4 86 _173 132 0 0
a: fd list NB. All forward differences
90 47 58 29 22 32 55 5 55 73
43 _11 29 7 _10 _23 50 _50 _18 0
54 _40 22 17 13 _73 100 _32 0 0
94 _62 5 4 86 _173 132 0 0 0
156 _67 1 _82 259 _305 0 0 0 0
223 _68 83 _341 564 0 0 0 0 0
291 _151 424 _905 0 0 0 0 0 0
442 _575 1329 0 0 0 0 0 0 0
1017 _1904 0 0 0 0 0 0 0 0
2921 0 0 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0 0 0

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@ -0,0 +1,27 @@
import java.util.Arrays;
public class FD {
public static void main(String args[]) {
double[] a = {90, 47, 58, 29, 22, 32, 55, 5, 55, 73};
System.out.println(Arrays.toString(dif(a, 1)));
System.out.println(Arrays.toString(dif(a, 2)));
System.out.println(Arrays.toString(dif(a, 9)));
System.out.println(Arrays.toString(dif(a, 10))); //let's test
System.out.println(Arrays.toString(dif(a, 11)));
System.out.println(Arrays.toString(dif(a, -1)));
System.out.println(Arrays.toString(dif(a, 0)));
}
public static double[] dif(double[] a, int n) {
if (n < 0)
return null; // if the programmer was dumb
for (int i = 0; i < n && a.length > 0; i++) {
double[] b = new double[a.length - 1];
for (int j = 0; j < b.length; j++){
b[j] = a[j+1] - a[j];
}
a = b; //"recurse"
}
return a;
}
}

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@ -0,0 +1,157 @@
(() => {
'use strict';
// forwardDifference :: Num a => [a] -> [a]
const forwardDifference = xs =>
zipWith(subtract)(xs)(tail(xs));
// nthForwardDifference :: Num a => [a] -> Int -> [a]
const nthForwardDifference = xs =>
index(iterate(forwardDifference)(xs)).Just;
//----------------------- TEST ------------------------
// main :: IO ()
const main = () =>
unlines(
take(10)(
iterate(forwardDifference)(
[90, 47, 58, 29, 22, 32, 55, 5, 55, 73]
)
).map((x, i) => justifyRight(2)('x')(i) + (
' -> '
) + JSON.stringify(x))
);
//----------------- GENERIC FUNCTIONS -----------------
// Just :: a -> Maybe a
const Just = x => ({
type: 'Maybe',
Nothing: false,
Just: x
});
// Nothing :: Maybe a
const Nothing = () => ({
type: 'Maybe',
Nothing: true,
});
// Tuple (,) :: a -> b -> (a, b)
const Tuple = a =>
b => ({
type: 'Tuple',
'0': a,
'1': b,
length: 2
});
// index (!!) :: [a] -> Int -> Maybe a
// index (!!) :: Generator (Int, a) -> Int -> Maybe a
// index (!!) :: String -> Int -> Maybe Char
const index = xs => i => {
const s = xs.constructor.constructor.name;
return 'GeneratorFunction' !== s ? (() => {
const v = xs[i];
return undefined !== v ? Just(v) : Nothing();
})() : Just(take(i)(xs), xs.next().value);
};
// iterate :: (a -> a) -> a -> Gen [a]
const iterate = f =>
function*(x) {
let v = x;
while (true) {
yield(v);
v = f(v);
}
};
// justifyRight :: Int -> Char -> String -> String
const justifyRight = n =>
// The string s, preceded by enough padding (with
// the character c) to reach the string length n.
c => s => n > s.length ? (
s.padStart(n, c)
) : s;
// length :: [a] -> Int
const length = xs =>
// Returns Infinity over objects without finite
// length. This enables zip and zipWith to choose
// the shorter argument when one is non-finite,
// like cycle, repeat etc
(Array.isArray(xs) || 'string' === typeof xs) ? (
xs.length
) : Infinity;
// map :: (a -> b) -> [a] -> [b]
const map = f =>
// The list obtained by applying f
// to each element of xs.
// (The image of xs under f).
xs => (
Array.isArray(xs) ? (
xs
) : xs.split('')
).map(f);
// subtract :: Num -> Num -> Num
const subtract = x =>
y => y - x;
// tail :: [a] -> [a]
const tail = xs =>
// A new list consisting of all
// items of xs except the first.
0 < xs.length ? xs.slice(1) : [];
// take :: Int -> [a] -> [a]
// take :: Int -> String -> String
const take = n =>
// The first n elements of a list,
// string of characters, or stream.
xs => 'GeneratorFunction' !== xs
.constructor.constructor.name ? (
xs.slice(0, n)
) : [].concat.apply([], Array.from({
length: n
}, () => {
const x = xs.next();
return x.done ? [] : [x.value];
}));
// unlines :: [String] -> String
const unlines = xs =>
// A single string formed by the intercalation
// of a list of strings with the newline character.
xs.join('\n');
// zipWith :: (a -> b -> c) -> [a] -> [b] -> [c]
const zipWith = f => xs => ys => {
const
lng = Math.min(length(xs), length(ys)),
[as, bs] = [xs, ys].map(take(lng));
return Array.from({
length: lng
}, (_, i) => f(as[i])(
bs[i]
));
};
// MAIN ---
return main();
})();

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@ -0,0 +1,8 @@
# If n is a non-negative number and if input is
# a (possibly empty) array of numbers,
# emit an array, even if the input list is too short:
def ndiff(n):
if n==0 then .
elif n == 1 then . as $in | [range(1;length) | $in[.] - $in[.-1]]
else ndiff(1) | ndiff(n-1)
end;

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@ -0,0 +1,3 @@
def s: [90, 47, 58, 29, 22, 32, 55, 5, 55, 73];
range(0;12) as $i | (s|ndiff($i))

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@ -0,0 +1,13 @@
$ jq -c -n -f forward-difference.jq
[90,47,58,29,22,32,55,5,55,73]
[-43,11,-29,-7,10,23,-50,50,18]
[54,-40,22,17,13,-73,100,-32]
[-94,62,-5,-4,-86,173,-132]
[156,-67,1,-82,259,-305]
[-223,68,-83,341,-564]
[291,-151,424,-905]
[-442,575,-1329]
[1017,-1904]
[-2921]
[]
[]

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@ -0,0 +1,4 @@
ndiff(A::Array, n::Integer) = n < 1 ? A : diff(ndiff(A, n-1))
s = [90, 47, 58, 29, 22, 32, 55, 5, 55, 73]
println.(collect(ndiff(s, i) for i in 0:9))

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@ -0,0 +1,36 @@
// version 1.1.2
fun forwardDifference(ia: IntArray, order: Int): IntArray {
if (order < 0) throw IllegalArgumentException("Order must be non-negative")
if (order == 0) return ia
val size = ia.size
if (size == 0) return ia // same empty array
if (order >= size) return intArrayOf() // new empty array
var old = ia
var new = old
var count = order
while (count-- >= 1) {
new = IntArray(old.size - 1)
for (i in 0 until new.size) new[i] = old[i + 1] - old[i]
old = new
}
return new
}
fun printArray(ia: IntArray) {
print("[")
for (i in 0 until ia.size) {
print("%5d".format(ia[i]))
if (i < ia .size - 1) print(", ")
}
println("]")
}
fun main(args: Array<String>) {
val ia = intArrayOf(90, 47, 58, 29, 22, 32, 55, 5, 55, 73)
for (order in 0..ia.size) {
val fd = forwardDifference(ia, order)
print("%2d".format(order) + ": ")
printArray(fd)
}
}

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@ -0,0 +1,27 @@
{def fdiff
{lambda {:l}
{A.new
{S.map {{lambda {:l :i} {- {A.get {+ :i 1} :l} {A.get :i :l}} } :l}
{S.serie 0 {- {A.length :l} 2}}}}}}
-> fdiff
{def disp
{lambda {:l}
{if {A.empty? {A.rest :l}}
then else {let { {:l {fdiff :l}} } {br}:l {disp :l}}}}}
-> disp
{def L {A.new 90 47 58 29 22 32 55 5 55 73}}
-> L
{disp {L}}
->
[-43,11,-29,-7,10,23,-50,50,18]
[54,-40,22,17,13,-73,100,-32]
[-94,62,-5,-4,-86,173,-132]
[156,-67,1,-82,259,-305]
[-223,68,-83,341,-564]
[291,-151,424,-905]
[-442,575,-1329]
[1017,-1904]
[-2921]

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@ -0,0 +1,16 @@
#!/usr/bin/lasso9
define forwardDiff(values, order::integer=1) => {
!#order ? return #values->asArray
local(result = array)
iterate(#values) => {
loop_count < #values->size ?
#result->insert(#values->get(loop_count+1) - #values->get(loop_count))
}
#order > 1 ? #result = forwardDiff(#result, #order-1)
return #result
}
local(data = (:90, 47, 58, 29, 22, 32, 55, 5, 55, 73))
with x in generateSeries(0, #data->size-1)
do stdoutnl(#x + ': ' + forwardDiff(#data, #x))

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@ -0,0 +1,12 @@
to fwd.diff :l
if empty? :l [output []]
if empty? bf :l [output []]
output fput (first bf :l)-(first :l) fwd.diff bf :l
end
to nth.fwd.diff :n :l
if :n = 0 [output :l]
output nth.fwd.diff :n-1 fwd.diff :l
end
show nth.fwd.diff 9 [90 47 58 29 22 32 55 5 55 73]
[-2921]

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@ -0,0 +1,5 @@
function dif(a, b, ...)
if(b) then return b-a, dif(b, ...) end
end
function dift(t) return {dif(unpack(t))} end
print(unpack(dift{1,3,6,10,15}))

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@ -0,0 +1,20 @@
Form 80, 40
Module Forward_difference {
Print $(0,6) ' 6 characters column
Dim a(), b()
a()=(90,47,58,29,22,32,55,5,55,73)
Function Diff(a()) {
for i=0 to len(a())-2: a(i)=a(i+1)-a(i):Next i
Dim a(len(a())-1) ' redim one less
=a()
}
Print "Original:","",a()
b()=a() ' copy a() to b()
k=1
While len(b())>1 {
b()=Diff(b()) ' copy returned array to b()
Print "Difference ";k;":",b()
k++
}
}
Forward_difference

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@ -0,0 +1 @@
Y = diff(X,n);

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@ -0,0 +1,2 @@
i={3,5,12,1,6,19,6,2,4,9};
Differences[i]

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@ -0,0 +1 @@
{2, 7, -11, 5, 13, -13, -4, 2, 5}

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@ -0,0 +1,2 @@
i={3,5,12,1,6,19,6,2,4,9};
Differences[i,n]

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@ -0,0 +1 @@
ldiff(u, n) := block([m: length(u)], for j thru n do u: makelist(u[i + 1] - u[i], i, 1, m - j), u);

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@ -0,0 +1,34 @@
/* NetRexx*************************************************************
* Forward differences
* 18.08.2012 Walter Pachl derived from Rexx
**********************************************************************/
Loop n=-1 To 11
differences('90 47 58 29 22 32 55 5 55 73',n)
End
method differences(a,n) public static
--arr=Rexx[11] -- array must be declared (zero based)
arr='' -- alternative: indexed string
m=a.words
Select
When n<0 Then Say 'n is negative:' n '<' 0
When n>m Then Say 'n is too large:' n '>' m
Otherwise Do
Loop i=1 To m
arr[i]=a.word(i)
End
Loop i = 1 to n
t = arr[i]
Loop j = i+1 to m
u = arr[j]
arr[j] = arr[j]-t
t = u
end
end
ol=''
Loop i=n+1 to m
ol=ol arr[i]
End
Say n ol
End
End

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@ -0,0 +1 @@
fd is - [rest, front]

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@ -0,0 +1,3 @@
b := 90 47 58 29 22 32 55 5 55 73
4 fold fd b
= 156 -67 1 -82 259 -305

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@ -0,0 +1,13 @@
proc dif(s: seq[int]): seq[int] =
result = newSeq[int](s.len-1)
for i in 0..<s.high:
result[i] = s[i+1] - s[i]
proc difn(s: seq[int]; n: int): seq[int] =
if n > 0: difn(dif(s), n-1)
else: s
const s = @[90, 47, 58, 29, 22, 32, 55, 5, 55, 73]
echo difn(s, 0)
echo difn(s, 1)
echo difn(s, 2)

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@ -0,0 +1,11 @@
let rec forward_difference = function
a :: (b :: _ as xs) ->
b - a :: forward_difference xs
| _ ->
[]
let rec nth_forward_difference n xs =
if n = 0 then
xs
else
nth_forward_difference (pred n) (forward_difference xs)

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@ -0,0 +1,36 @@
bundle Default {
class Test {
function : Main(args : String[]) ~ Nil {
a := [90.0, 47.0, 58.0, 29.0, 22.0, 32.0, 55.0, 5.0, 55.0, 73.0];
Print(Diff(a, 1));
Print(Diff(a, 2));
Print(Diff(a, 9));
}
function : Print(a : Float[]) ~ Nil {
if(a <> Nil) {
'['->Print();
each(i : a) {
a[i]->Print(); ','->Print();
};
']'->PrintLine();
};
}
function : Diff(a : Float[], n : Int) ~ Float[] {
if (n < 0) {
return Nil;
};
for(i := 0; i < n & a->Size() > 0; i += 1;) {
b := Float->New[a->Size() - 1];
for(j := 0; j < b->Size(); j += 1;){
b[j] := a[j+1] - a[j];
};
a := b;
};
return a;
}
}
}

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@ -0,0 +1,2 @@
: forwardDiff(l) l right(l size 1 -) l zipWith(#-) ;
: forwardDiffN(n, l) l #[ forwardDiff dup println ] times(n) ;

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@ -0,0 +1 @@
fd(v)=vector(#v-1,i,v[i+1]-v[i]);

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@ -0,0 +1,43 @@
<?php
function forwardDiff($anArray, $times = 1) {
if ($times <= 0) { return $anArray; }
for ($accumilation = array(), $i = 1, $j = count($anArray); $i < $j; ++$i) {
$accumilation[] = $anArray[$i] - $anArray[$i - 1];
}
if ($times === 1) { return $accumilation; }
return forwardDiff($accumilation, $times - 1);
}
class ForwardDiffExample extends PweExample {
function _should_run_empty_array_for_single_elem() {
$expected = array($this->rand()->int());
$this->spec(forwardDiff($expected))->shouldEqual(array());
}
function _should_give_diff_of_two_elem_as_single_elem() {
$twoNums = array($this->rand()->int(), $this->rand()->int());
$expected = array($twoNums[1] - $twoNums[0]);
$this->spec(forwardDiff($twoNums))->shouldEqual($expected);
}
function _should_compute_correct_forward_diff_for_longer_arrays() {
$diffInput = array(10, 2, 9, 6, 5);
$expected = array(-8, 7, -3, -1);
$this->spec(forwardDiff($diffInput))->shouldEqual($expected);
}
function _should_apply_more_than_once_if_specified() {
$diffInput = array(4, 6, 9, 3, 4);
$expectedAfter1 = array(2, 3, -6, 1);
$expectedAfter2 = array(1, -9, 7);
$this->spec(forwardDiff($diffInput, 1))->shouldEqual($expectedAfter1);
$this->spec(forwardDiff($diffInput, 2))->shouldEqual($expectedAfter2);
}
function _should_return_array_unaltered_if_no_times() {
$this->spec(forwardDiff($expected = array(1,2,3), 0))->shouldEqual($expected);
}
}

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/* Forward differences. */ /* 23 April 2010 */
differences: procedure options (main);
declare a(10) fixed(10) static initial
(7, 3, 9, 250, 300, 4, 68, 72, 154, 601);
declare (i, j, m, n, t, u) fixed binary;
m = hbound(a,1);
get (n); if n > m then signal error;
put skip edit (a) (F(7));
do i = 1 to n;
t = a(i);
do j = i+1 to m;
u = a(j);
a(j) = a(j) - t;
t = u;
end;
put skip edit (a) (F(7));
end;
put skip edit ((a(i) do i = n+1 to m)) (F(9));
end differences;

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Program ForwardDifferenceDemo(output);
procedure fowardDifference(list: array of integer);
var
b: array of integer;
i, newlength: integer;
begin
newlength := length(list) - 1;
if newlength > 0 then
begin
setlength(b, newlength);
for i := low(b) to high(b) do
begin
b[i] := list[i+1] - list[i];
write (b[i]:6);
end;
writeln;
fowardDifference(b);
end;
end;
var
a: array [1..10] of integer = (90, 47, 58, 29, 22, 32, 55, 5, 55, 73);
begin
fowardDifference(a);
end.

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sub dif {
my @s = @_;
map { $s[$_+1] - $s[$_] } 0 .. $#s-1
}
@a = qw<90 47 58 29 22 32 55 5 55 73>;
while (@a) { printf('%6d', $_) for @a = dif @a; print "\n" }

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(phixonline)-->
<span style="color: #008080;">with</span> <span style="color: #008080;">javascript_semantics</span>
<span style="color: #008080;">function</span> <span style="color: #000000;">fwd_diff_n</span><span style="color: #0000FF;">(</span><span style="color: #004080;">sequence</span> <span style="color: #000000;">s</span><span style="color: #0000FF;">,</span> <span style="color: #004080;">integer</span> <span style="color: #000000;">order</span><span style="color: #0000FF;">)</span>
<span style="color: #7060A8;">assert</span><span style="color: #0000FF;">(</span><span style="color: #000000;">order</span><span style="color: #0000FF;"><</span><span style="color: #7060A8;">length</span><span style="color: #0000FF;">(</span><span style="color: #000000;">s</span><span style="color: #0000FF;">))</span>
<span style="color: #000000;">s</span> <span style="color: #0000FF;">=</span> <span style="color: #7060A8;">deep_copy</span><span style="color: #0000FF;">(</span><span style="color: #000000;">s</span><span style="color: #0000FF;">)</span>
<span style="color: #008080;">for</span> <span style="color: #000000;">i</span><span style="color: #0000FF;">=</span><span style="color: #000000;">1</span> <span style="color: #008080;">to</span> <span style="color: #000000;">order</span> <span style="color: #008080;">do</span>
<span style="color: #008080;">for</span> <span style="color: #000000;">j</span><span style="color: #0000FF;">=</span><span style="color: #000000;">1</span> <span style="color: #008080;">to</span> <span style="color: #7060A8;">length</span><span style="color: #0000FF;">(</span><span style="color: #000000;">s</span><span style="color: #0000FF;">)-</span><span style="color: #000000;">1</span> <span style="color: #008080;">do</span>
<span style="color: #000000;">s</span><span style="color: #0000FF;">[</span><span style="color: #000000;">j</span><span style="color: #0000FF;">]</span> <span style="color: #0000FF;">=</span> <span style="color: #000000;">s</span><span style="color: #0000FF;">[</span><span style="color: #000000;">j</span><span style="color: #0000FF;">+</span><span style="color: #000000;">1</span><span style="color: #0000FF;">]-</span><span style="color: #000000;">s</span><span style="color: #0000FF;">[</span><span style="color: #000000;">j</span><span style="color: #0000FF;">]</span>
<span style="color: #008080;">end</span> <span style="color: #008080;">for</span>
<span style="color: #000000;">s</span> <span style="color: #0000FF;">=</span> <span style="color: #000000;">s</span><span style="color: #0000FF;">[</span><span style="color: #000000;">1</span><span style="color: #0000FF;">..-</span><span style="color: #000000;">2</span><span style="color: #0000FF;">]</span>
<span style="color: #008080;">end</span> <span style="color: #008080;">for</span>
<span style="color: #008080;">return</span> <span style="color: #000000;">s</span>
<span style="color: #008080;">end</span> <span style="color: #008080;">function</span>
<span style="color: #008080;">constant</span> <span style="color: #000000;">s</span> <span style="color: #0000FF;">=</span> <span style="color: #0000FF;">{</span><span style="color: #000000;">90</span><span style="color: #0000FF;">,</span> <span style="color: #000000;">47</span><span style="color: #0000FF;">,</span> <span style="color: #000000;">58</span><span style="color: #0000FF;">,</span> <span style="color: #000000;">29</span><span style="color: #0000FF;">,</span> <span style="color: #000000;">22</span><span style="color: #0000FF;">,</span> <span style="color: #000000;">32</span><span style="color: #0000FF;">,</span> <span style="color: #000000;">55</span><span style="color: #0000FF;">,</span> <span style="color: #000000;">5</span><span style="color: #0000FF;">,</span> <span style="color: #000000;">55</span><span style="color: #0000FF;">,</span> <span style="color: #000000;">73</span><span style="color: #0000FF;">}</span>
<span style="color: #008080;">for</span> <span style="color: #000000;">i</span><span style="color: #0000FF;">=</span><span style="color: #000000;">1</span> <span style="color: #008080;">to</span> <span style="color: #000000;">9</span> <span style="color: #008080;">do</span>
<span style="color: #0000FF;">?</span><span style="color: #000000;">fwd_diff_n</span><span style="color: #0000FF;">(</span><span style="color: #000000;">s</span><span style="color: #0000FF;">,</span><span style="color: #000000;">i</span><span style="color: #0000FF;">)</span>
<span style="color: #008080;">end</span> <span style="color: #008080;">for</span>
<!--

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go =>
L = [90, 47, 58, 29, 22, 32, 55, 5, 55, 73],
foreach(I in 1..L.length-1)
println([d=I,diffi(L,I)])
end,
nl,
% All differences (a sublist to save space)
println(alldiffs(L[1..6])),
nl.
% Difference of the list
diff(L) = Diff =>
Diff = [L[I]-L[I-1] : I in 2..L.length].
% The i'th list difference
diffi(L,D) = Diff =>
Diff1 = L,
foreach(_I in 1..D)
Diff1 := diff(Diff1)
end,
Diff = Diff1.
% all differences
alldiffs(L) = Diffs =>
Diffs1 = [],
Diff = L,
foreach(_I in 1..L.length-1)
Diff := diff(Diff),
Diffs1 := Diffs1 ++ [Diff]
end,
Diffs = Diffs1.

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(de fdiff (Lst)
(mapcar - (cdr Lst) Lst) )
(for (L (90 47 58 29 22 32 55 5 55 73) L (fdiff L))
(println L) )

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To add a fraction to some fraction things:
Allocate memory for a fraction thing.
Put the fraction into the fraction thing's fraction.
Append the fraction thing to the fraction things.
To create some fraction things:
Add 90-1/2 to the fraction things.
Add 47/1 to the fraction things.
Add 58/1 to the fraction things.
Add 29/1 to the fraction things.
Add 22/1 to the fraction things.
Add 32/1 to the fraction things.
Add 55/1 to the fraction things.
Add 5/1 to the fraction things.
Add 55/1 to the fraction things.
Add 73-1/2 to the fraction things.
To find the difference of some fraction things:
If the fraction things' count is less than 2, exit.
Get a fraction thing from the fraction things.
Loop.
If the fraction thing's next is nil, remove the fraction thing from the fraction things; destroy the fraction thing; exit.
Put the fraction thing's next's fraction minus the fraction thing's fraction into the fraction thing's fraction.
Put the fraction thing's next into the fraction thing.
Repeat.
To find the difference of some fraction things given an order:
If a counter is past the order, exit.
Find the difference of the fraction things.
Repeat.
A fraction thing is a thing with a fraction.
An order is a number.
To run:
Start up.
Create some fraction things.
Write "Original list:" on the console.
Show the fraction things.
Find the difference of the fraction things given 4.
Write "Order 4 forward difference:" on the console.
Show the fraction things.
Destroy the fraction things.
Wait for the escape key.
Shut down.
To show some fraction things:
Get a fraction thing from the fraction things.
Loop.
If the fraction thing is nil, write "" on the console; exit.
Write "" then the fraction thing's fraction on the console without advancing.
If the fraction thing's next is not nil, write ", " on the console without advancing.
Put the fraction thing's next into the fraction thing.
Repeat.

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define forward_difference(l);
lvars res = [], prev, el;
if l = [] then
return([]);
endif;
front(l) -> prev;
for el in back(l) do
cons(el - prev, res) -> res;
el -> prev;
endfor;
rev(res);
enddefine;
define nth_difference(l, n);
lvars res = l, i;
for i from 1 to n do
forward_difference(res) -> res;
endfor;
res;
enddefine;

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function Forward-Difference( [UInt64] $n, [Array] $f )
{
$flen = $f.length
if( $flen -gt [Math]::Max( 1, $n ) )
{
0..( $flen - $n - 1 ) | ForEach-Object {
$l=0;
for( $k = 0; $k -le $n; $k++ )
{
$j = 1
for( $i = 1; $i -le $k; $i++ )
{
$j *= ( ( $n - $k + $i ) / $i )
}
$l += $j * ( 1 - 2 * ( ( $n - $k ) % 2 ) ) * $f[ $_ + $k ]
}
$l
}
}
}
Forward-Difference 2 1,2,4,5

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Procedure forward_difference(List a())
If ListSize(a()) <= 1
ClearList(a()): ProcedureReturn
EndIf
Protected NewList b()
CopyList(a(), b())
LastElement(a()): DeleteElement(a())
SelectElement(b(), 1)
ForEach a()
a() - b(): NextElement(b())
Next
EndProcedure
Procedure nth_difference(List a(), List b(), n)
Protected i
CopyList(a(), b())
For i = 1 To n
forward_difference(b())
Next
EndProcedure
Procedure.s display(List a())
Protected output.s
ForEach a()
output + Str(a()) + ","
Next
ProcedureReturn RTrim(output,",")
EndProcedure
DataSection
;list data
Data.i 10 ;element count
Data.i 90, 47, 58, 29, 22, 32, 55, 5, 55, 73
EndDataSection
;create and fill list
Define i
NewList a()
Read.i i
While i > 0
AddElement(a()): Read.i a(): i - 1
Wend
If OpenConsole()
NewList b()
For i = 1 To 10
nth_difference(a(), b(), i)
PrintN(Str(i) + " [" + display(b()) + "]")
Next
Print(#CRLF$ + #CRLF$ + "Press ENTER to exit"): Input()
CloseConsole()
EndIf

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>>> dif = lambda s: [x-s[i] for i,x in enumerate(s[1:])]
>>> # or, dif = lambda s: [x-y for x,y in zip(s[1:],s)]
>>> difn = lambda s, n: difn(dif(s), n-1) if n else s
>>> s = [90, 47, 58, 29, 22, 32, 55, 5, 55, 73]
>>> difn(s, 0)
[90, 47, 58, 29, 22, 32, 55, 5, 55, 73]
>>> difn(s, 1)
[-43, 11, -29, -7, 10, 23, -50, 50, 18]
>>> difn(s, 2)
[54, -40, 22, 17, 13, -73, 100, -32]
>>> from pprint import pprint
>>> pprint( [difn(s, i) for i in xrange(10)] )
[[90, 47, 58, 29, 22, 32, 55, 5, 55, 73],
[-43, 11, -29, -7, 10, 23, -50, 50, 18],
[54, -40, 22, 17, 13, -73, 100, -32],
[-94, 62, -5, -4, -86, 173, -132],
[156, -67, 1, -82, 259, -305],
[-223, 68, -83, 341, -564],
[291, -151, 424, -905],
[-442, 575, -1329],
[1017, -1904],
[-2921]]

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'''Forward difference'''
from itertools import islice
from operator import sub
# forwardDifference :: Num a => [a] -> [a]
def forwardDifference(xs):
'''1st order forward difference of xs.
'''
return [sub(*x) for x in zip(xs[1:], xs)]
# nthForwardDifference :: Num a => [a] -> Int -> [a]
def nthForwardDifference(xs):
'''Nth order forward difference of xs.
'''
return index(iterate(forwardDifference)(xs))
# ------------------------- TEST --------------------------
# main :: IO ()
def main():
'''Nth order forward difference.'''
xs = [90, 47, 58, 29, 22, 32, 55, 5, 55, 73]
print('9th order forward difference of:')
print(xs)
print('')
print(
' -> ' + repr(nthForwardDifference(xs)(9))
)
print('\nSuccessive orders of forward difference:')
print(unlines([
str(i) + ' -> ' + repr(x) for i, x in
enumerate(take(10)(
iterate(forwardDifference)(xs)
))
]))
# ------------------- GENERIC FUNCTIONS -------------------
# index (!!) :: [a] -> Int -> a
def index(xs):
'''Item at given (zero-based) index.'''
return lambda n: None if 0 > n else (
xs[n] if (
hasattr(xs, "__getitem__")
) else next(islice(xs, n, None))
)
# iterate :: (a -> a) -> a -> Gen [a]
def iterate(f):
'''An infinite list of repeated
applications of f to x.
'''
def go(x):
v = x
while True:
yield v
v = f(v)
return go
# take :: Int -> [a] -> [a]
# take :: Int -> String -> String
def take(n):
'''The prefix of xs of length n,
or xs itself if n > length xs.
'''
return lambda xs: (
xs[0:n]
if isinstance(xs, (list, tuple))
else list(islice(xs, n))
)
# unlines :: [String] -> String
def unlines(xs):
'''A single string formed by the intercalation
of a list of strings with the newline character.
'''
return '\n'.join(xs)
# MAIN ---
if __name__ == '__main__':
main()

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[ times
[ [] swap behead
swap witheach
[ tuck dip [ - join ] ]
drop ] ] is f-diff ( [ n --> [ )
' [ 90 47 58 29 22 32 55 5 55 73 ]
dup size times
[ dup i^
dup echo say ": "
f-diff echo cr ]
drop

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forwarddif <- function(a, n) {
if ( n == 1 )
a[2:length(a)] - a[1:length(a)-1]
else {
r <- forwarddif(a, 1)
forwarddif(r, n-1)
}
}
fdiff <- function(a, n) {
r <- a
for(i in 1:n) {
r <- r[2:length(r)] - r[1:length(r)-1]
}
r
}
v <- c(90, 47, 58, 29, 22, 32, 55, 5, 55, 73)
print(forwarddif(v, 9))
print(fdiff(v, 9))

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/*REXX program computes the forward difference of a list of numbers. */
numeric digits 100 /*ensure enough accuracy (decimal digs)*/
parse arg e ',' N /*get a list: ε1 ε2 ε3 ε4 ··· , order */
if e=='' then e=90 47 58 29 22 32 55 5 55 73 /*Not specified? Then use the default.*/
#=words(e) /*# is the number of elements in list.*/
/* [↓] assign list numbers to @ array.*/
do i=1 for #; @.i=word(e, i)/1; end /*i*/ /*process each number one at a time. */
/* [↓] process the optional order. */
if N=='' then parse value 0 # # with bot top N /*define the default order range. */
else parse var N bot 1 top /*Not specified? Then use only 1 order*/
say right(# 'numbers:', 44) e /*display the header title and ··· */
say left('', 44)copies('', length(e)+2) /* " " " fence. */
/* [↓] where da rubber meets da road. */
do o=bot to top; do r=1 for #; !.r=@.r; end /*r*/; $=
do j=1 for o; d=!.j; do k=j+1 to #; parse value !.k !.k-d with d !.k; end /*k*/
end /*j*/
do i=o+1 to #; $=$ !.i/1; end /*i*/
if $=='' then $=' [null]'
say right(o, 7)th(o)'order forward difference vector =' $
end /*o*/
exit /*stick a fork in it, we're all done. */
/*──────────────────────────────────────────────────────────────────────────────────────*/
th: procedure; x=abs(arg(1)); return word('th st nd rd',1+x//10*(x//100%10\==1)*(x//10<4))

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/*REXX program computes the forward difference of a list of numbers. */
numeric digits 100 /*ensure enough accuracy (decimal digs)*/
parse arg e ',' N /*get a list: ε1 ε2 ε3 ε4 ··· , order */
if e=='' then e=90 47 58 29 22 32 55 5 55 73 /*Not specified? Then use the default.*/
#=words(e) /*# is the number of elements in list.*/
/* [↓] verify list items are numeric. */
do i=1 for #; _=word(e, i) /*process each number one at a time. */
if \datatype(_, 'N') then call ser _ "isn't a valid number"; @.i=_/1
end /*i*/ /* [↑] removes superfluous stuff. */
/* [↓] process the optional order. */
if N=='' then parse value 0 # # with bot top N /*define the default order range. */
else parse var N bot 1 top /*Not specified? Then use only 1 order*/
if #==0 then call ser "no numbers were specified."
if N<0 then call ser N "(order) can't be negative."
if N># then call ser N "(order) can't be greater than" #
say right(# 'numbers:', 44) e /*display the header (title) and ··· */
say left('', 44)copies('', length(e)+2) /*display the header fence. */
/* [↓] where da rubber meets da road. */
do o=bot to top; do r=1 for #; !.r=@.r; end /*r*/; $=
do j=1 for o; d=!.j; do k=j+1 to #; parse value !.k !.k-d with d !.k; end /*k*/
end /*j*/
do i=o+1 to #; $=$ !.i/1; end /*i*/
if $=='' then $=' [null]'
say right(o, 7)th(o)'order forward difference vector =' $
end /*o*/
exit /*stick a fork in it, we're all done. */
/*──────────────────────────────────────────────────────────────────────────────────────*/
ser: say; say '***error***'; say arg(1); say; exit 13
th: procedure; x=abs(arg(1)); return word('th st nd rd',1+x//10*(x//100%10\==1)*(x//10<4))

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/*REXX program computes the forward difference of a list of numbers. */
numeric digits 100 /*ensure enough accuracy (decimal digs)*/
parse arg e ',' N /*get a list: ε1 ε2 ε3 ε4 ··· , order */
if e=='' then e=90 47 58 29 22 32 55 5 55 73 /*Not specified? Then use the default.*/
#=words(e); w=5 /*# is the number of elements in list.*/
/* [↓] verify list items are numeric. */
do i=1 for #; _=word(e, i) /*process each number one at a time. */
if \datatype(_, 'N') then call ser _ "isn't a valid number"; @.i=_/1
w=max(w, length(@.i)) /*use the maximum length of an element.*/
end /*i*/ /* [↑] removes superfluous stuff. */
/* [↓] process the optional order. */
if N=='' then parse value 0 # # with bot top N /*define the default order range. */
else parse var N bot 1 top /*Not specified? Then use only 1 order*/
if #==0 then call ser "no numbers were specified."
if N<0 then call ser N "(order) can't be negative."
if N># then call ser N "(order) can't be greater than" #
_=; do k=1 for #; _=_ right(@.k, w); end /*k*/; _=substr(_, 2)
say right(# 'numbers:', 44) _ /*display the header title and ··· */
say left('', 44)copies('', w*#+#) /* " " " fence. */
/* [↓] where da rubber meets da road. */
do o=bot to top; do r=1 for #; !.r=@.r; end /*r*/; $=
do j=1 for o; d=!.j; do k=j+1 to #; parse value !.k !.k-d with d !.k
w=max(w, length(!.k))
end /*k*/
end /*j*/
do i=o+1 to #; $=$ right(!.i/1, w); end /*i*/
if $=='' then $=' [null]'
say right(o, 7)th(o)'order forward difference vector =' $
end /*o*/
exit /*stick a fork in it, we're all done. */
/*──────────────────────────────────────────────────────────────────────────────────────*/
ser: say; say '***error***'; say arg(1); say; exit 13
th: procedure; x=abs(arg(1)); return word('th st nd rd',1+x//10*(x//100%10\==1)*(x//10<4))

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/* REXX ***************************************************************
* Forward differences
* 18.08.2012 Walter Pachl derived from PL/I
**********************************************************************/
Do n=-1 To 11
Call differences '90 47 58 29 22 32 55 5 55 73',n
End
Exit
differences: Procedure
Parse Arg a,n
m=words(a)
Select
When n<0 Then Say 'n is negative:' n '<' 0
When n>m Then Say 'n is too large:' n '>' m
Otherwise Do
Do i=1 By 1 while a<>''
Parse Var a a.i a
End
Do i = 1 to n;
t = a.i;
Do j = i+1 to m;
u = a.j
a.j = a.j-t;
t = u;
end;
end;
ol=''
Do k=n+1 to m
ol=ol a.k
End
Say n ol
End
End
Return

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#lang racket
(define (forward-difference list)
(for/list ([x (cdr list)] [y list]) (- x y)))
(define (nth-forward-difference n list)
(for/fold ([list list]) ([n n]) (forward-difference list)))
(nth-forward-difference 9 '(90 47 58 29 22 32 55 5 55 73))
;; -> '(-2921)

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sub dif(@array [$, *@tail]) { @tail Z- @array }
sub difn($array, $n) { ($array, &dif ... *)[$n] }

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# Project : Forward difference
s = [90, 47, 58, 29, 22, 32, 55, 5, 55, 73]
for p = 1 to 9
s = fwddiff(s)
showarray(s)
next
func fwddiff(s)
for j=1 to len(s)-1
s[j] = s[j+1]-s[j]
next
n = len(s)
del(s, n)
return s
func showarray(vect)
see "{"
svect = ""
for n = 1 to len(vect)
svect = svect + vect[n] + ", "
next
svect = left(svect, len(svect) - 2)
see svect
see "}" + nl

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@ -0,0 +1,7 @@
def dif(s)
s.each_cons(2).collect { |x, y| y - x }
end
def difn(s, n)
n.times.inject(s) { |s, | dif(s) }
end

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@ -0,0 +1,2 @@
p dif([1, 23, 45, 678]) # => [22, 22, 633]
p difn([1, 23, 45, 678], 2) # => [0, 611]

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@ -0,0 +1,22 @@
fn forward_difference(input_seq: Vec<i32>, order: u32) -> Vec<i32> {
match order {
0 => input_seq,
1 => {
let input_seq_iter = input_seq.into_iter();
let clone_of_input_seq_iter = input_seq_iter.clone();
input_seq_iter.zip(clone_of_input_seq_iter.skip(1)).map(|(current, next)| next - current).collect()
},
_ => forward_difference(forward_difference(input_seq, order - 1), 1),
}
}
fn main() {
let mut sequence = vec![90, 47, 58, 29, 22, 32, 55, 5, 55, 73];
loop {
println!("{:?}", sequence);
sequence = forward_difference(sequence, 1);
if sequence.is_empty() {
break;
}
}
}

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@ -0,0 +1,37 @@
WITH RECURSIVE
T0 (N, ITEM, LIST, NEW_LIST) AS
(
SELECT 1,
NULL,
'90,47,58,29,22,32,55,5,55,73' || ',',
NULL
UNION ALL
SELECT CASE
WHEN SUBSTR(LIST, INSTR(LIST, ',') + 1, LENGTH(LIST)) = ''
THEN N + 1
ELSE N
END,
CASE
WHEN SUBSTR(LIST, INSTR(LIST, ',') + 1, LENGTH(LIST)) <> ''
THEN SUBSTR(LIST, 1, INSTR(LIST, ',') - 1)
ELSE NULL
END,
CASE
WHEN SUBSTR(LIST, INSTR(LIST, ',') + 1, LENGTH(LIST)) = ''
THEN IFNULL(NEW_LIST || (SUBSTR(LIST, 1, INSTR(LIST, ',') - 1) - ITEM) || ',', '')
ELSE SUBSTR(LIST, INSTR(LIST, ',') + 1, LENGTH(LIST))
END,
CASE
WHEN SUBSTR(LIST, INSTR(LIST, ',') + 1, LENGTH(LIST)) <> ''
THEN IFNULL(NEW_LIST, '') || IFNULL((SUBSTR(LIST, 1, INSTR(LIST, ',') - 1) - ITEM) || ',', '')
ELSE NULL
END
FROM T0
WHERE INSTR(LIST, ',') > 0
)
SELECT N,
TRIM(LIST, ',') LIST
FROM T0
WHERE NEW_LIST IS NULL
AND LIST <> ''
ORDER BY N;

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@ -0,0 +1,3 @@
def fdiff(xs: List[Int]) = (xs.tail, xs).zipped.map(_ - _)
def fdiffn(i: Int, xs: List[Int]): List[Int] = if (i == 1) fdiff(xs) else fdiffn(i - 1, fdiff(xs))

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