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Rework Profile tool to not require Spark to run and process files fas…
…ter (#3161) * redesign profiling tool Signed-off-by: Thomas Graves <tgraves@apache.org> * fix schema * make appIndex 1 * comment app index
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docs/additional-functionality/qualification-profiling-tools.md
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tools/src/main/scala/com/nvidia/spark/rapids/tool/profiling/Analysis.scala
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