Taylor series
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In mathematical analysis, the Taylor series or Taylor expansion of a function is an infinite sum of terms that are expressed in terms of the function's derivatives at a single point. For most common functions, the function and the sum of its Taylor series are equal near this point. Taylor series are named after Brook Taylor, who introduced them in 1715. A Taylor series is also called a Maclaurin series when 0Script error: No such module "Check for unknown parameters". is the point where the derivatives are considered, after Colin Maclaurin, who made extensive use of this special case of Taylor series in the 18th century.
The partial sum formed by the first n + 1Script error: No such module "Check for unknown parameters". terms of a Taylor series is a polynomial of degree Template:Mvar that is called the Template:Mvarth Taylor polynomial of the function. Taylor polynomials are approximations of a function, which become generally more accurate as Template:Mvar increases. Taylor's theorem gives quantitative estimates on the error introduced by the use of such approximations. If the Taylor series of a function is convergent, its sum is the limit of the infinite sequence of the Taylor polynomials. A function may differ from the sum of its Taylor series, even if its Taylor series is convergent. A function is analytic at a point Template:Mvar if it is equal to the sum of its Taylor series in some open interval (or open disk in the complex plane) containing Template:Mvar. This implies that the function is analytic at every point of the interval (or disk).
Definition
The Taylor series of a real or complex-valued function Template:Itco(x)Script error: No such module "Check for unknown parameters"., that is infinitely differentiable at a real or complex number aScript error: No such module "Check for unknown parameters"., is the power series Here, n!Script error: No such module "Check for unknown parameters". denotes the factorial of Template:Mvar. The function Template:Itco(n)(a)Script error: No such module "Check for unknown parameters". denotes the Template:Mvarth derivative of Template:ItcoScript error: No such module "Check for unknown parameters". evaluated at the point Template:Mvar. The derivative of order zero of Template:ItcoScript error: No such module "Check for unknown parameters". is defined to be Template:ItcoScript error: No such module "Check for unknown parameters". itself and (x − a)0Script error: No such module "Check for unknown parameters". and 0!Script error: No such module "Check for unknown parameters". are both defined to be 1Script error: No such module "Check for unknown parameters".. This series can be written by using sigma notation, as in the right side formula.Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters". The corresponding Taylor polynomial of degree Template:Mvar is With a = 0Script error: No such module "Check for unknown parameters"., the Maclaurin series takes the form:Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
Basic properties
Script error: No such module "sidebar". Taylor series inherit the basic properties of power series. Taylor series can also be combined algebraically. Sums, differences, products, and scalar multiples of Taylor series are obtained by the corresponding operations on power series. In particular, the Taylor series of around a point is the Cauchy product of the Taylor series of and about .Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters". Compositions of functions having Taylor series likewise have Taylor series, obtained by substituting one convergent power series into another when the substitution is valid.Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
A Taylor series may be differentiated and integrated term by term. Thus and The differentiated and integrated series have the same radius of convergence as the original power series, although the convergence behavior at the boundary may be different.Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
These properties sometimes allow the Taylor series of functions, such as the arctangent, to be computed in terms of simpler series, such as the geometric series.Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
Calculation of Taylor series
Several methods can be used to calculate Taylor series. One may apply the definition directly, although this often requires first identifying a general formula for the derivatives or coefficients.Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters". In many cases, Taylor series can also be obtained from known expansions by algebraic manipulations of power series, such as substitution, multiplication, division, addition, or subtraction, as well as termwise differentiation and integration of known Taylor series.Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters". In some cases, they may also be derived by repeated integration by parts. In practice, Taylor series are often computed with the aid of computer algebra systems.[1]Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
A number of standard Maclaurin series are frequently used as starting points for calculating other Taylor series. Some fundamental examples are listed below; a more comprehensive listing appears later in the article.
| Function | Maclaurin series | Convergence |
|---|---|---|
| All | ||
| All | ||
| All | ||
Examples
Term-by-term differentiation
Inside the region of convergence, a Taylor series can be differentiated term-by-term. For example, differentiating the geometric series one gets Thus This process can be iterated, giving and so forth.Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
Term-by-term integration
Inside the region of convergence, a Taylor series can be integrated term-by-term. For example, integrating the geometric series one gets This gives the Maclaurin seriesScript error: No such module "Footnotes".Script error: No such module "Check for unknown parameters". valid for .
Substitution
Taylor series can be composed, for example if the Taylor series of is known, then the Taylor series of is obtained by evaluating at term by term. For instance, the geometric series evaluated at gives This last series can be integrated term-by-term to giveScript error: No such module "Footnotes".Script error: No such module "Check for unknown parameters". for .
Composition
In order to compute the 7th-degree Maclaurin polynomial for the function one may first rewrite the function as the composition of two functions x ↦ ln(1 + x)Script error: No such module "Check for unknown parameters". and x ↦ cos x − 1Script error: No such module "Check for unknown parameters".. The Taylor series for the natural logarithm is (using big O notation) and for the cosine function
The first several terms from the second series can be substituted into each term of the first series. Because the first term in the second series has degree 2, three terms of the first series suffice to give a polynomial of degree 7:[2]
Since the cosine is an even function, the coefficients for all the odd powers are zero.
Division
Given that the Taylor series at 0Script error: No such module "Check for unknown parameters". of the function g(x) = Template:SfracScript error: No such module "Check for unknown parameters".. The Taylor series for the exponential function is and the series for cosine is
Assume the series for their quotient is Multiplying both sides by the denominator cos xScript error: No such module "Check for unknown parameters". and then expanding it as a series yields
Comparing the coefficients of g(x) cos xScript error: No such module "Check for unknown parameters". with the coefficients of exScript error: No such module "Check for unknown parameters".,
The coefficients ciScript error: No such module "Check for unknown parameters". of the series for g(x)Script error: No such module "Check for unknown parameters". can thus be computed one at a time, amounting to long division of the series for exScript error: No such module "Check for unknown parameters". and cos xScript error: No such module "Check for unknown parameters".:
Non-elementary integrals
Term-by-term integration of Taylor series can be used to find the Taylor series of non-elementary integrals. For example, the Fresnel integral is and cannot be expressed in terms of elementary functions. Its Maclaurin series can be determined by termwise integration of the series givingScript error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
Differential equations
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Taylor series can also be used to solve some ordinary differential equations. The method is to assume that the solution has a power series expansion, differentiate the series term by term, substitute the resulting series into the differential equation, and then determine the coefficients by equating like powers of the variable.[3]
For example, to solve suppose that Then Substitution into the differential equation gives Since power series expansions are unique, each coefficient must vanish, so The even and odd coefficients are therefore determined separately by the arbitrary constants and : Thus or equivalently .
Approximation error and Taylor's theorem
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The error incurred in approximating a function by its degree Template:Mvar Taylor polynomial is called the remainder and is denoted by the function Rn(x)Script error: No such module "Check for unknown parameters".. Taylor's theorem can be used to obtain a bound on the size of the remainder.Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
In particular, Taylor's theorem writes a function, where the hypotheses of the theorem are satisfied, in the form The behavior of the remainder as Template:Mvar tends to infinity determines whether the Taylor series represents the original function, which are questions of convergence and analyticity.
Generalization in finite differences
One form of the Gregory–Newton interpolation formula can be written as which interpolates a polynomial in terms of its finite differences evaluated at a single point , and where is the falling factorial. For a polynomial, this series terminates and gives the polynomial exactly; more generally, a function admits a Gregory–Newton development under suitable analytic hypotheses, classically formulated by Niels Erik Nørlund in terms of holomorphy in a half-plane together with an exponential type growth condition.[4][5]Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
One generalization of the Taylor series that does converge to the value of the function itself for any bounded continuous function on (0, ∞)Script error: No such module "Check for unknown parameters"., and this can be done by using the calculus of finite differences. Specifically, the following theorem, due to Einar Hille, that for any t > 0Script error: No such module "Check for unknown parameters".,[6] Here ΔScript error: No such module "Su".Script error: No such module "Check for unknown parameters". is the Template:Mvarth finite difference operator with step size Template:Mvar. The series is precisely the Taylor series, except that divided differences appear in place of differentiation. When the function Template:ItcoScript error: No such module "Check for unknown parameters". is analytic at Template:Mvar, the terms in the series converge to the terms of the Taylor series, and in this sense generalizes the usual Taylor series.
In general, for any infinite sequence aiScript error: No such module "Check for unknown parameters"., the following power series identity holds:Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters". So in particular,Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
The series on the right is the expected value of Template:Itco(a + X)Script error: No such module "Check for unknown parameters"., where Template:Mvar is a Poisson-distributed random variable that takes the value jhScript error: No such module "Check for unknown parameters". with probability e−t/h·Template:SfracScript error: No such module "Check for unknown parameters".. Hence,[7]
The law of large numbers implies that the identity holds.Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
Convergence and analyticity
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A Taylor series is formed from the values of all derivatives of a function at a single point, but this does not by itself imply that the series converges to the function. In general, a Taylor series may fail to converge, or it may converge to a function different from the original one.
For example, the function is infinitely differentiable at , and all of its derivatives at are equal to zero. Its Taylor series at is therefore the zero series, even though the function itself is not identically zero. This gives a standard example of a non-analytic smooth function.Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
More generally, the Taylor series of a function represents the function at a point precisely when the remainder terms in Taylor's theorem tend to zero at that point. If then the Taylor series converges to exactly when
A function is called analytic at a point if it is equal to the sum of its Taylor series in some open interval around that point, or, in the complex case, in some open disk. Equivalently, a function is analytic in a region if it is locally given by a convergent power series. Thus, if near , then differentiating the series term by term and setting gives Thus the power series expansion of an analytic function is its Taylor series.Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
In real analysis, infinite differentiability does not imply analyticity, as the example above shows. Borel's lemma implies that every power series is the Taylor series of some smooth function. In complex analysis, however, every holomorphic function is analytic.Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters". A function whose Taylor series converges to the function throughout the whole complex plane is called an entire function. Polynomials, the exponential function, and the sine and cosine functions are entire functions.Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
Radius of convergence
For any power series there is a number , called the radius of convergence, such that the series converges absolutely for and diverges for .Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters". The radius may be zero, finite and positive, or infinite. It is given by the Cauchy–Hadamard formula with the usual conventions for and . When the limit exists, the ratio test often gives
Thus, when a Taylor series converges, it does so in an open interval centered at in the real case, or in an open disk centered at in the complex case. The behavior at the boundary points may vary: the series may converge at some, all, or none of them.Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
For a complex analytic function, the radius of convergence of the Taylor series at is the distance from to the nearest point where the function cannot be continued holomorphically. In many common examples this is the distance to the nearest singularity in the complex plane.Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
This explains the different radii of convergence for familiar Taylor series. The series for , , and have infinite radius of convergence because these functions are entire. By contrast, the Taylor series for at has radius of convergence , because the nearest singularity is at .Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
Complex singularities can determine the radius of convergence even for functions that are smooth on the real line. For example, is smooth for every real , but its Taylor series at has radius of convergence , because the corresponding complex function has singularities at and .Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
The radius of convergence should not be confused with the quality of approximation by a low-degree Taylor polynomial. A Taylor polynomial may approximate a function accurately near the center even if the full Taylor series has a small radius of convergence. Conversely, near the boundary of the interval or disk of convergence, the Taylor series may converge slowly. Outside the radius of convergence, the Taylor series does not represent the function.Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
Generalizations near singularities
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A Taylor series cannot be centered at a point where the function is not analytic. Some singularities, namely poles, can be accounted for by a Laurent series. If has a pole of order at , then near it has a Laurent series of the form A meromorphic function is a function which is analytic except at isolated poles; near each pole it has a Laurent series with only finitely many negative-power terms.Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
More generally, a function analytic in an annulus has a convergent Laurent series of the form in that annulus.Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
Other types of singularities, namely branch points, can occur for algebraic functions. If is an algebraic function of a complex variable and is a branch point, then need not have a Taylor series based at . However, after a change of variables where is a positive integer called the ramification index, a branch of the function becomes analytic as a function of . The resulting expansion in fractional powers of is known as a Puiseux series.Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
Taylor series in multiple variables
The Taylor series may also be generalized to functions of more than one variable with[8] The last expression is the multivariate Taylor series in terms of multi-index notation with a full analogy to the single variable case.
For example, for a function Template:Itco(x, y)Script error: No such module "Check for unknown parameters". that depends on two variables, Template:Mvar and Template:Mvar, the Taylor series to second order about the point (a, b)Script error: No such module "Check for unknown parameters". is where the subscripts denote the respective partial derivatives.
Second-order Taylor series in several variables
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A second-order Taylor series expansion of a scalar-valued function of more than one variable can be written compactly as where D Template:Itco(a)Script error: No such module "Check for unknown parameters". is the gradient of Template:ItcoScript error: No such module "Check for unknown parameters". evaluated at x = aScript error: No such module "Check for unknown parameters". and D2 Template:Itco(a)Script error: No such module "Check for unknown parameters". is the Hessian matrix.
Example
In order to compute a second-order Taylor series expansion around the point (a, b) = (0, 0)Script error: No such module "Check for unknown parameters". of the function one first computes all the necessary partial derivatives:
Evaluating these derivatives at the origin gives the Taylor coefficients
Substituting these values in to the general formula produces
Since ln(1 + y)Script error: No such module "Check for unknown parameters". is analytic in Template:Abs < 1Script error: No such module "Check for unknown parameters"., we have
Applications
Taylor polynomials are used to approximate functions near a point. Keeping only the first nonzero terms often gives a simpler model of a more complicated expression. For example, the small-angle approximation comes from the first term of the Taylor series for sine, and higher-order approximations are obtained by retaining more terms. This approximation is widely used: for example, in Gaussian optics where the behavior of light rays making small angles with an axis is studied by replacing the sine function with its linear approximation.
Such approximations are used throughout mathematics, physics, and engineering. In perturbation theory, a complicated quantity is often expanded in powers of a small parameter, and the first few terms are used as an approximate solution. Taylor expansions also occur in the analysis of the simple pendulum and in numerical methods for approximating functions.Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".[9]
History
The ancient Greek philosopher Zeno of Elea considered the problem of summing an infinite series to achieve a finite result, but rejected it as an impossibility; the result was Zeno's paradox.Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters". Later, Aristotle proposed a philosophical resolution of the paradox, but the mathematical content was apparently unresolved until taken up by Archimedes, as it had been prior to Aristotle by the Presocratic Atomist Democritus. It was through Archimedes's method of exhaustion that an infinite number of progressive subdivisions could be performed to achieve a finite result.Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters". Liu Hui independently employed a similar method a few centuries later.Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
In the 14th century, the earliest examples of specific Taylor series (but not the general method) were given by the Indian mathematician Madhava of Sangamagrama.Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters". Though no record of his work survives, writings of his followers in the Kerala school of astronomy and mathematics suggest that he found the Taylor series for the trigonometric functions of sine, cosine, and arctangent; see Madhava series. During the following two centuries, his followers developed further series expansions and rational approximations.Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
In late 1670, James Gregory was shown in a letter from John Collins several Maclaurin series (sin xScript error: No such module "Check for unknown parameters"., cos xScript error: No such module "Check for unknown parameters"., arcsin xScript error: No such module "Check for unknown parameters"., and x cot xScript error: No such module "Check for unknown parameters".) derived by Isaac Newton, and told that Newton had developed a general method for expanding functions in series. Newton had in fact used a cumbersome method involving long division of series and term-by-term integration, but Gregory did not know it and set out to discover a general method for himself. In early 1671 Gregory discovered something like the general Maclaurin series and sent a letter to Collins including series for arctan xScript error: No such module "Check for unknown parameters"., tan xScript error: No such module "Check for unknown parameters"., sec xScript error: No such module "Check for unknown parameters"., ln sec xScript error: No such module "Check for unknown parameters". (the integral of tanScript error: No such module "Check for unknown parameters".), ln tan Template:Sfrac(Template:Sfracπ + x)Script error: No such module "Check for unknown parameters". (the integral of secScript error: No such module "Check for unknown parameters"., the inverse Gudermannian function), arcsec(√2 ex)Script error: No such module "Check for unknown parameters"., and 2 arctan ex − Template:SfracπScript error: No such module "Check for unknown parameters". (the Gudermannian function). However, thinking that he had merely redeveloped a method by Newton, Gregory never described how he obtained these series, and it can only be inferred that he understood the general method by examining scratch work he had scribbled on the back of another letter from 1671.[10]
In 1691–1692, Newton wrote down an explicit statement of the Taylor and Maclaurin series in an unpublished version of his work De Quadratura Curvarum. It was the earliest explicit formulation of the general Taylor series.[11] However, this work by Newton was never completed and the relevant sections were omitted from the portions published in 1704 under the title Tractatus de Quadratura Curvarum.Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
It was not until 1715 that a general method for constructing these series for all functions for which they exist was finally published by Brook Taylor, after whom the series are now named.[12]
The Maclaurin series was named after Colin Maclaurin, a Scottish mathematician, who published a special case of the Taylor result in the mid-18th century.Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
List of Maclaurin series of some common functions
Script error: No such module "Labelled list hatnote". Several important Maclaurin series expansions follow. All these expansions are valid for complex arguments Template:Mvar. For multivalued complex functions, such as logarithms, fractional powers, and inverse trigonometric functions, a principal branch is understood.
Exponential function
The exponential function exScript error: No such module "Check for unknown parameters". (with base [[e (mathematics)|Template:Mvar]]) has Maclaurin seriesScript error: No such module "Footnotes".Script error: No such module "Check for unknown parameters". It converges for all Template:Mvar.
The exponential generating function of the Bell numbers is the exponential function of the predecessor of the exponential function:
Natural logarithm
The natural logarithm (with base Template:Mvar) has Maclaurin series[13]
The last series is known as Mercator series, named after Nicholas Mercator since it was published in his 1668 treatise Logarithmotechnia.Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters". Both of these series converge for Template:Abs < 1Script error: No such module "Check for unknown parameters".. In addition, the series for ln(1 − x)Script error: No such module "Check for unknown parameters". converges for x = −1Script error: No such module "Check for unknown parameters"., and the series for ln(1 + x)Script error: No such module "Check for unknown parameters". converges for x = 1Script error: No such module "Check for unknown parameters"..[13]
Geometric series
The geometric series and its derivatives have Maclaurin series
All are convergent for Template:Abs < 1Script error: No such module "Check for unknown parameters".. These are special cases of the binomial series given in the next section.
Binomial series
The binomial series is the power series
whose coefficients are the generalized binomial coefficientsScript error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
(If n = 0Script error: No such module "Check for unknown parameters"., this product is an empty product and has value 1Script error: No such module "Check for unknown parameters"..) It converges for Template:Abs < 1Script error: No such module "Check for unknown parameters". for any real or complex number Template:Mvar.
When α = −1Script error: No such module "Check for unknown parameters"., this is essentially the infinite geometric series mentioned in the previous section. The special cases α = Template:SfracScript error: No such module "Check for unknown parameters". and α = −Template:SfracScript error: No such module "Check for unknown parameters". give the square root function and its inverse:Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
When only the linear term is retained, this simplifies to the binomial approximation.
Trigonometric functions
The usual trigonometric functions and their inverses have the following Maclaurin series:Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
All angles are expressed in radians. The numbers BkScript error: No such module "Check for unknown parameters". appearing in the expansions of tan xScript error: No such module "Check for unknown parameters". are the Bernoulli numbers. The EkScript error: No such module "Check for unknown parameters". in the expansion of sec xScript error: No such module "Check for unknown parameters". are Euler numbers.Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
Hyperbolic functions
The hyperbolic functions have Maclaurin series closely related to the series for the corresponding trigonometric functions:Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
The numbers BkScript error: No such module "Check for unknown parameters". appearing in the series for tanh xScript error: No such module "Check for unknown parameters". are the Bernoulli numbers.Script error: No such module "Footnotes".Script error: No such module "Check for unknown parameters".
Polylogarithmic functions
The polylogarithms have these defining identities:
The Legendre chi functions are defined as follows:
And the formulas presented below are called inverse tangent integrals:
These formulas occur in statistical mechanics. Integrals encountered in Bose–Einstein and Fermi–Dirac statistics can be expressed in terms of polylogarithms.[14] The inverse tangent integral value appears in the per-site entropy of spanning trees on a large triangular lattice.[15]
Elliptic functions
The complete elliptic integrals of first kind K and of second kind E can be defined as follows:
The Jacobi theta functions describe the world of the elliptic modular functions and they have these Taylor series:
See also
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- Asymptotic expansion
- Newton polynomial
- Padé approximant – best approximation by a rational function
- Puiseux series – power series with rational exponents
- Approximation theory
- Function approximation
Notes
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References
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Further reading
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External links
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