Theorem (Lebesgue Decomposition Theorem)
Let $\lambda, \mu$ be $\sigma$ -finite measures on $\mathbb{X}$. Then there exists measures $\lambda_{1}, \lambda_{2}$ such that $\lambda_{1} \perp \mu, \lambda_{2} \ll \mu$ and $\lambda=\lambda_{1}+\lambda_{2} .$ The measures $\lambda_{1}, \lambda_{2}$ are unique.
Proof. Let $\nu=\lambda+\mu .$ Thus $\nu$ is $\sigma$-finite and both $\lambda$ and $\mu$ are absolutely continuous with respect to $\nu .$ We can now use the Radon Nikodym Theorem to see there exists $f, g \in M^{+}$ such that for all $A \in \mathbb{X}$ $\mu(A)=\int_{A} f \mathrm{d} \nu \text { and } \lambda(A)=\int_{A} g \mathrm{d} \nu.$
Take the set $B=\{x: f(x)=0\}$ and note that $\mu(B)=0 .$ We define $\lambda_{1}$ and $\lambda_{2}$ to be the measures such that $\lambda_{1}(A)=\lambda(A \cap B) \text { and } \lambda_{2}(A)=\lambda\left(A \cap B^{c}\right).$ $\lambda_{1}(X \backslash B)=0$ so we can see it is singular with respect to $\mu .$
To show $\lambda_{2}$ is absolutely continuous with respect to $\mu$ we let $A \in \mathbb{X}$ satisfy $\mu(A)=0 .$ We then have that $f(x)=0$ for $\nu$ almost all $x \in A$ and thus for $\lambda$ almost all $x$.
Therefore $\lambda_{2}(A)=\lambda(A \cap B^c)=0$ and so $\lambda_{2}$ is absolutely continuous with respect to $\mu$.
How is the last sentence obtained? $\lambda_{2}(A)=\lambda(A \cap B^c)=0$? If $f=0$ $\lambda$-almost everywhere in $A$, then only a subset of $A$, say $A'$, satisfy $\lambda (A')=0$. How do we now that $A \cap B^c \subseteq A'$? Thanks