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Raw data

As explained in The Well-Grounded Data Analyst

Raw data is data in its original, unprocessed form before business logic or analytical transformations are applied.

Raw data is data in its original, unprocessed state. It precedes business-specific modeling, analytical transformations, and the conversion of data into information. section 3.1

Use raw data as the starting point for practical analytical decisions:

  • Select it when the problem requires detailed measurements rather than high-level summaries or estimated values. section 8.3
  • Inspect what each row represents, then check geographic and time coverage before aggregating or transforming it. section 8.3
  • Move recurring business rules into intermediate data models instead of repeating filters or definitions during analysis. section 3.1

Road traffic analysis

To study cycling traffic, choose raw count data instead of area-level annual summaries or estimated measurements. Before analysis, determine whether each row represents a location-day and whether locations and dates are consistently covered. section 8.3

Figure 3.1 Data modeling and analysis as mapped to the data science process
figure

Trace how raw data becomes modeled information and then supports analysis. section 3.1

How The Well-Grounded Data Analyst covers it

How deep it goes
Distinguishes raw data from modeled information and identifies business-logic encoding, but does not provide a full transformation procedure.
Examples
Uses raw cycling-count data, a single raw dataset, row-level traffic measurements, and comparisons with summaries or estimated measurements.
What you can do after
Evaluate dataset choices and inspect granularity and coverage before transforming raw data for analysis.
How it connects
Connects raw data to data modeling, business logic, exploratory analysis, granularity, coverage, and aggregation.

Related concepts

This explainer was generated by Manning's knowledge graph from the text of The Well-Grounded Data Analyst. The section links point to the parts of the book it draws on.