text: # Eccentricity (mathematics)
  
  All types of conic sections, arranged with increasing eccentricity. Note that curvature decreases with eccentricity, and that none of these curves intersect.
  
  In mathematics, the eccentricity of a conic section is a non-negative real number that uniquely characterizes its shape.
  
  More formally two conic sections are similar if and only if they have the same eccentricity.
  
  One can think of the eccentricity as a measure of how much a conic section deviates from being circular. In particular:
  
  • The eccentricity of a circle is zero.
  • The eccentricity of an ellipse which is not a circle is greater than zero but less than 1.
  • The eccentricity of a parabola is 1.
  • The eccentricity of a hyperbola is greater than 1.
  
  ## Definitions
  
  plane section of a cone
  
  Any conic section can be defined as the locus of points whose distances to a point (the focus) and a line (the directrix) are in a constant ratio. That ratio is called the eccentricity, commonly denoted as e.
  
  The eccentricity can also be defined in terms of the intersection of a plane and a double-napped cone associated with the conic section. If the cone is oriented with its axis vertical, the eccentricity is[1]
  
  ${\displaystyle e={\frac {\sin \beta }{\sin \alpha }},\ \ 0<\alpha <90^{\circ },\ 0\leq \beta \leq 90^{\circ }\ ,}$
  
  where β is the angle between the plane and the horizontal and α is the angle between the cone's slant generator and the horizontal. For ${\displaystyle \beta =0}$ the plane section is a circle, for ${\displaystyle \beta =\alpha }$ a parabola. (The plane must not meet the vertex of the cone.)
  
  The linear eccentricity of an ellipse or hyperbola, denoted c (or sometimes f or e), is the distance between its center and either of its two foci. The eccentricity can be defined as the ratio of the linear eccentricity to the semimajor axis a: that is, ${\displaystyle e={\frac {c}{a}}}$(lacking a center, the linear eccentricity for parabolas is not defined).
  
  ## Alternative names
  
  The eccentricity is sometimes called the first eccentricity to distinguish it from the second eccentricity and third eccentricity defined for ellipses (see below). The eccentricity is also sometimes called the numerical eccentricity.
  
  In the case of ellipses and hyperbolas the linear eccentricity is sometimes called the half-focal separation.
  
  ## Notation
  
  Three notational conventions are in common use:
  
  1. e for the eccentricity and c for the linear eccentricity.
  2. ${\displaystyle \varepsilon }$ for the eccentricity and e for the linear eccentricity.
  3. e or ${\displaystyle \epsilon }$ for the eccentricity and f for the linear eccentricity (mnemonic for half-focal separation).
  
  ## Values
  
  conic section equation eccentricity (e) linear eccentricity (c)
  Circle ${\displaystyle x^{2}+y^{2}=r^{2}}$ ${\displaystyle 0}$ ${\displaystyle 0}$
  Ellipse ${\displaystyle {\frac {x^{2}}{a^{2}}}+{\frac {y^{2}}{b^{2}}}=1}$ ${\displaystyle {\sqrt {1-{\frac {b^{2}}{a^{2}}}}}}$ ${\displaystyle {\sqrt {a^{2}-b^{2}}}}$
  Parabola ${\displaystyle x^{2}=4ay}$ ${\displaystyle 1}$ ${\displaystyle -}$
  Hyperbola ${\displaystyle {\frac {x^{2}}{a^{2}}}-{\frac {y^{2}}{b^{2}}}=1}$ ${\displaystyle {\sqrt {1+{\frac {b^{2}}{a^{2}}}}}}$ ${\displaystyle {\sqrt {a^{2}+b^{2}}}}$
  
  Here, for the ellipse and the hyperbola, a is the length of the semi-major axis and b is the length of the semi-minor axis.
  
  When the conic section is given in the general quadratic form
  
  ${\displaystyle Ax^{2}+Bxy+Cy^{2}+Dx+Ey+F=0,}$
  
  the following formula gives the eccentricity e if the conic section is not a parabola (which has eccentricity equal to 1), not a degenerate hyperbola or degenerate ellipse, and not an imaginary ellipse:[2]
  
  ${\displaystyle e={\sqrt {\frac {2{\sqrt {(A-C)^{2}+B^{2}}}}{\eta (A+C)+{\sqrt {(A-C)^{2}+B^{2}}}}}}}$
  
  where ${\displaystyle \eta =1}$ if the determinant of the 3×3 matrix
  
  ${\displaystyle {\begin{bmatrix}A&B/2&D/2\\B/2&C&E/2\\D/2&E/2&F\end{bmatrix}}}$
  
  is negative or ${\displaystyle \eta =-1}$ if that determinant is positive.
  
  Ellipse and hyperbola with constant a and changing eccentricity e.
  
  ## Ellipses
  
  The eccentricity of an ellipse is strictly less than 1. When circles (which have eccentricity 0) are counted as ellipses, the eccentricity of an ellipse is greater than or equal to 0; if circles are given a special category and are excluded from the category of ellipses, then the eccentricity of an ellipse is strictly greater than 0.
  
  For any ellipse, let a be the length of its semi-major axis and b be the length of its semi-minor axis.
  
  We define a number of related additional concepts (only for ellipses):
  
  name symbol in terms of a and b in terms of e
  first eccentricity   ${\displaystyle e}$   ${\displaystyle {\sqrt {1-{\frac {b^{2}}{a^{2}}}}}}$   ${\displaystyle e}$
  second eccentricity   ${\displaystyle e'}$   ${\displaystyle {\sqrt {{\frac {a^{2}}{b^{2}}}-1}}}$   ${\displaystyle {\frac {e}{\sqrt {1-e^{2}}}}}$
  third eccentricity   ${\displaystyle e''={\sqrt {m}}}$  ${\displaystyle {\frac {\sqrt {a^{2}-b^{2}}}{\sqrt {a^{2}+b^{2}}}}}$   ${\displaystyle {\frac {e}{\sqrt {2-e^{2}}}}}$
  angular eccentricity   ${\displaystyle \alpha }$   ${\displaystyle \cos ^{-1}\left({\frac {b}{a}}\right)}$   ${\displaystyle \sin ^{-1}e}$
  
  ### Other formulae for the eccentricity of an ellipse
  
  The eccentricity of an ellipse is, most simply, the ratio of the distance f between the center of the ellipse and each focus to the length of the semimajor axis a.
  
  ${\displaystyle e={\frac {f}{a}}.}$
  
  The eccentricity is also the ratio of the semimajor axis a to the distance d from the center to the directrix:
  
  ${\displaystyle e={\frac {a}{d}}.}$
  
  The eccentricity can be expressed in terms of the flattening g (defined as g = 1 – b/a for semimajor axis a and semiminor axis b):
  
  ${\displaystyle e={\sqrt {g(2-g)}}.}$
  
  (Flattening is denoted by f in some subject areas, particularly geodesy.)
  
  Define the maximum and minimum radii ${\displaystyle r_{\text{max}}}$ and ${\displaystyle r_{\text{min}}}$ as the maximum and minimum distances from either focus to the ellipse (that is, the distances from either focus to the two ends of the major axis). Then with semimajor axis a, the eccentricity is given by
  
  ${\displaystyle e={\frac {r_{\text{max}}-r_{\text{min}}}{r_{\text{max}}+r_{\text{min}}}}={\frac {r_{\text{max}}-r_{\text{min}}}{2a}},}$
  
  which is the distance between the foci divided by the length of the major axis.
  
  ## Hyperbolas
  
  The eccentricity of a hyperbola can be any real number greater than 1, with no upper bound. The eccentricity of a rectangular hyperbola is ${\displaystyle {\sqrt {2}}}$.
  
  Ellipses, hyperbolas with all possible eccentricities from zero to infinity and a parabola on one cubic surface.
  
  The eccentricity of a three-dimensional quadric is the eccentricity of a designated section of it. For example, on a triaxial ellipsoid, the meridional eccentricity is that of the ellipse formed by a section containing both the longest and the shortest axes (one of which will be the polar axis), and the equatorial eccentricity is the eccentricity of the ellipse formed by a section through the centre, perpendicular to the polar axis (i.e. in the equatorial plane). But: conic sections may occur on surfaces of higher order, too (see image).
  
  ## Celestial mechanics
  
  In celestial mechanics, for bound orbits in a spherical potential, the definition above is informally generalized. When the apocenter distance is close to the pericenter distance, the orbit is said to have low eccentricity; when they are very different, the orbit is said be eccentric or having eccentricity near unity. This definition coincides with the mathematical definition of eccentricity for ellipses, in Keplerian, i.e., ${\displaystyle 1/r}$ potentials.
  
  ## Analogous classifications
  
  A number of classifications in mathematics use derived terminology from the classification of conic sections by eccentricity:
  
  ## Eccentricity for data shapes
  
  The eccentricity is also a concept which is used to characterize statistical distribution of data points around a common axis. For example, the eccentricity can be used to characterize shapes of jets of many particles.[4]
  
  The definition closely follows the original "geometrical" concept, with one important difference – data points can have "weights". Such weights can lead to a deviation from the standard geometrical concept that assumes that all data points have the same contributions.
explanation: The provided text is an extensive explanation of the concept of eccentricity in mathematics, particularly in the context of conic sections. It covers definitions, formulas, and various types of conic sections (circles, ellipses, parabolas, and hyperbolas). The text also discusses the eccentricity in celestial mechanics and its application to data shapes. However, the text does not contain any specific question or answer.
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distilabel_metadata.content: # Eccentricity (mathematics)
  
  All types of conic sections, arranged with increasing eccentricity. Note that curvature decreases with eccentricity, and that none of these curves intersect.
  
  In mathematics, the eccentricity of a conic section is a non-negative real number that uniquely characterizes its shape.
  
  More formally two conic sections are similar if and only if they have the same eccentricity.
  
  One can think of the eccentricity as a measure of how much a conic section deviates from being circular. In particular:
  
  • The eccentricity of a circle is zero.
  • The eccentricity of an ellipse which is not a circle is greater than zero but less than 1.
  • The eccentricity of a parabola is 1.
  • The eccentricity of a hyperbola is greater than 1.
  
  ## Definitions
  
  plane section of a cone
  
  Any conic section can be defined as the locus of points whose distances to a point (the focus) and a line (the directrix) are in a constant ratio. That ratio is called the eccentricity, commonly denoted as e.
  
  The eccentricity can also be defined in terms of the intersection of a plane and a double-napped cone associated with the conic section. If the cone is oriented with its axis vertical, the eccentricity is[1]
  
  ${\displaystyle e={\frac {\sin \beta }{\sin \alpha }},\ \ 0<\alpha <90^{\circ },\ 0\leq \beta \leq 90^{\circ }\ ,}$
  
  where β is the angle between the plane and the horizontal and α is the angle between the cone's slant generator and the horizontal. For ${\displaystyle \beta =0}$ the plane section is a circle, for ${\displaystyle \beta =\alpha }$ a parabola. (The plane must not meet the vertex of the cone.)
  
  The linear eccentricity of an ellipse or hyperbola, denoted c (or sometimes f or e), is the distance between its center and either of its two foci. The eccentricity can be defined as the ratio of the linear eccentricity to the semimajor axis a: that is, ${\displaystyle e={\frac {c}{a}}}$(lacking a center, the linear eccentricity for parabolas is not defined).
  
  ## Alternative names
  
  The eccentricity is sometimes called the first eccentricity to distinguish it from the second eccentricity and third eccentricity defined for ellipses (see below). The eccentricity is also sometimes called the numerical eccentricity.
  
  In the case of ellipses and hyperbolas the linear eccentricity is sometimes called the half-focal separation.
  
  ## Notation
  
  Three notational conventions are in common use:
  
  1. e for the eccentricity and c for the linear eccentricity.
  2. ${\displaystyle \varepsilon }$ for the eccentricity and e for the linear eccentricity.
  3. e or ${\displaystyle \epsilon }$ for the eccentricity and f for the linear eccentricity (mnemonic for half-focal separation).
  
  ## Values
  
  conic section equation eccentricity (e) linear eccentricity (c)
  Circle ${\displaystyle x^{2}+y^{2}=r^{2}}$ ${\displaystyle 0}$ ${\displaystyle 0}$
  Ellipse ${\displaystyle {\frac {x^{2}}{a^{2}}}+{\frac {y^{2}}{b^{2}}}=1}$ ${\displaystyle {\sqrt {1-{\frac {b^{2}}{a^{2}}}}}}$ ${\displaystyle {\sqrt {a^{2}-b^{2}}}}$
  Parabola ${\displaystyle x^{2}=4ay}$ ${\displaystyle 1}$ ${\displaystyle -}$
  Hyperbola ${\displaystyle {\frac {x^{2}}{a^{2}}}-{\frac {y^{2}}{b^{2}}}=1}$ ${\displaystyle {\sqrt {1+{\frac {b^{2}}{a^{2}}}}}}$ ${\displaystyle {\sqrt {a^{2}+b^{2}}}}$
  
  Here, for the ellipse and the hyperbola, a is the length of the semi-major axis and b is the length of the semi-minor axis.
  
  When the conic section is given in the general quadratic form
  
  ${\displaystyle Ax^{2}+Bxy+Cy^{2}+Dx+Ey+F=0,}$
  
  the following formula gives the eccentricity e if the conic section is not a parabola (which has eccentricity equal to 1), not a degenerate hyperbola or degenerate ellipse, and not an imaginary ellipse:[2]
  
  ${\displaystyle e={\sqrt {\frac {2{\sqrt {(A-C)^{2}+B^{2}}}}{\eta (A+C)+{\sqrt {(A-C)^{2}+B^{2}}}}}}}$
  
  where ${\displaystyle \eta =1}$ if the determinant of the 3×3 matrix
  
  ${\displaystyle {\begin{bmatrix}A&B/2&D/2\\B/2&C&E/2\\D/2&E/2&F\end{bmatrix}}}$
  
  is negative or ${\displaystyle \eta =-1}$ if that determinant is positive.
  
  Ellipse and hyperbola with constant a and changing eccentricity e.
  
  ## Ellipses
  
  The eccentricity of an ellipse is strictly less than 1. When circles (which have eccentricity 0) are counted as ellipses, the eccentricity of an ellipse is greater than or equal to 0; if circles are given a special category and are excluded from the category of ellipses, then the eccentricity of an ellipse is strictly greater than 0.
  
  For any ellipse, let a be the length of its semi-major axis and b be the length of its semi-minor axis.
  
  We define a number of related additional concepts (only for ellipses):
  
  name symbol in terms of a and b in terms of e
  first eccentricity   ${\displaystyle e}$   ${\displaystyle {\sqrt {1-{\frac {b^{2}}{a^{2}}}}}}$   ${\displaystyle e}$
  second eccentricity   ${\displaystyle e'}$   ${\displaystyle {\sqrt {{\frac {a^{2}}{b^{2}}}-1}}}$   ${\displaystyle {\frac {e}{\sqrt {1-e^{2}}}}}$
  third eccentricity   ${\displaystyle e''={\sqrt {m}}}$  ${\displaystyle {\frac {\sqrt {a^{2}-b^{2}}}{\sqrt {a^{2}+b^{2}}}}}$   ${\displaystyle {\frac {e}{\sqrt {2-e^{2}}}}}$
  angular eccentricity   ${\displaystyle \alpha }$   ${\displaystyle \cos ^{-1}\left({\frac {b}{a}}\right)}$   ${\displaystyle \sin ^{-1}e}$
  
  ### Other formulae for the eccentricity of an ellipse
  
  The eccentricity of an ellipse is, most simply, the ratio of the distance f between the center of the ellipse and each focus to the length of the semimajor axis a.
  
  ${\displaystyle e={\frac {f}{a}}.}$
  
  The eccentricity is also the ratio of the semimajor axis a to the distance d from the center to the directrix:
  
  ${\displaystyle e={\frac {a}{d}}.}$
  
  The eccentricity can be expressed in terms of the flattening g (defined as g = 1 – b/a for semimajor axis a and semiminor axis b):
  
  ${\displaystyle e={\sqrt {g(2-g)}}.}$
  
  (Flattening is denoted by f in some subject areas, particularly geodesy.)
  
  Define the maximum and minimum radii ${\displaystyle r_{\text{max}}}$ and ${\displaystyle r_{\text{min}}}$ as the maximum and minimum distances from either focus to the ellipse (that is, the distances from either focus to the two ends of the major axis). Then with semimajor axis a, the eccentricity is given by
  
  ${\displaystyle e={\frac {r_{\text{max}}-r_{\text{min}}}{r_{\text{max}}+r_{\text{min}}}}={\frac {r_{\text{max}}-r_{\text{min}}}{2a}},}$
  
  which is the distance between the foci divided by the length of the major axis.
  
  ## Hyperbolas
  
  The eccentricity of a hyperbola can be any real number greater than 1, with no upper bound. The eccentricity of a rectangular hyperbola is ${\displaystyle {\sqrt {2}}}$.
  
  Ellipses, hyperbolas with all possible eccentricities from zero to infinity and a parabola on one cubic surface.
  
  The eccentricity of a three-dimensional quadric is the eccentricity of a designated section of it. For example, on a triaxial ellipsoid, the meridional eccentricity is that of the ellipse formed by a section containing both the longest and the shortest axes (one of which will be the polar axis), and the equatorial eccentricity is the eccentricity of the ellipse formed by a section through the centre, perpendicular to the polar axis (i.e. in the equatorial plane). But: conic sections may occur on surfaces of higher order, too (see image).
  
  ## Celestial mechanics
  
  In celestial mechanics, for bound orbits in a spherical potential, the definition above is informally generalized. When the apocenter distance is close to the pericenter distance, the orbit is said to have low eccentricity; when they are very different, the orbit is said be eccentric or having eccentricity near unity. This definition coincides with the mathematical definition of eccentricity for ellipses, in Keplerian, i.e., ${\displaystyle 1/r}$ potentials.
  
  ## Analogous classifications
  
  A number of classifications in mathematics use derived terminology from the classification of conic sections by eccentricity:
  
  ## Eccentricity for data shapes
  
  The eccentricity is also a concept which is used to characterize statistical distribution of data points around a common axis. For example, the eccentricity can be used to characterize shapes of jets of many particles.[4]
  
  The definition closely follows the original "geometrical" concept, with one important difference – data points can have "weights". Such weights can lead to a deviation from the standard geometrical concept that assumes that all data points have the same contributions.
distilabel_metadata.role: user
distilabel_metadata.raw_output_q_a_detector_0: The provided text is an extensive explanation of the concept of eccentricity in mathematics, particularly in the context of conic sections. It covers definitions, formulas, and various types of conic sections (circles, ellipses, parabolas, and hyperbolas). The text also discusses the eccentricity in celestial mechanics and its application to data shapes. However, the text does not contain any specific question or answer.
  
  Label: no-question