Is that what purging means? When transactions are purged does that mean they failed? If you broadcast to your node and they haven't been mined yet.

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Purged doesn’t mean they failed, it means they’ve been pushed out of whatever mempool they’re being stored in. Someone else could have a larger mempool where they are still stored.