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Add section on data auditing.
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Sometimes, data is corrupt and needs to be evaluated to see if it can be corrected and/or removed, but this should not be used as an excuse to simply remove unwanted data.
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Sometimes, data is corrupt and needs to be evaluated to see if it can be corrected and/or removed, but this should not be used as an excuse to simply remove unwanted data.
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#### Auditing
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The requirement to the commitment to truth often consequentially leads to leaving a data audit trail that demonstrates how processing data led sequentially from A to B to C.
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Practically this means using versioning tools like Git and along with documentation that describes what inputs and versioned tools produced which outputs.
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### Responsibilities Owed to the Guild
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### Responsibilities Owed to the Guild
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#### Data Science Ecosystem
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#### Data Science Ecosystem
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