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Fix Windows path compatibility in cloud storage URLs #784

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Re: issue #783

@jonbrenas
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Thanks @mohamed-laarej. This looks great. The only issue is that the integration and notebooks tests fail because you are working from a fork. Would it be possible to transfer your changes to a clone of the repo and create a new PR (or shadow this PR if you find it easier)?

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