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python - How to extract all coefficients in sympy

You can get a coefficient of a specific term by using coeff();

x, a = symbols("x, a")
expr = 3 + x + x**2 + a*x*2
expr.coeff(x)
# 2*a + 1

Here I want to extract all the coefficients of x, x**2 (and so on), like;

# for example
expr.coefficients(x)
# want {1: 3, x: (2*a + 1), x**2: 1}

There is a method as_coefficients_dict(), but it seems this doesn't work in the way I want;

expr.as_coefficients_dict()
# {1: 3, x: 1, x**2: 1, a*x: 2}
expr.collect(x).as_coefficients_dict()
# {1: 3, x**2: 1, x*(2*a + 1): 1}
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all_coeffs() can be sometime better than using coeffs() for a Poly. The difference lies in output of these both. coeffs() returns a list containing all coefficients which has a value and ignores those whose coefficient is 0 whereas all_coeffs() returns all coefficients including those whose coefficient is zero.

>>> a = Poly(x**3 + a*x**2 - b, x)
>>> a.coeffs()
[1, a, -b]

>>> a.all_coeffs()
[1, a, 0, -b]

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