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Aggregation

Good models + Bad data = Bad analysis
Aggregation

Good models + Bad data = Bad analysis

Example showing how to diagnose bad data in data science models
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The index of an index is confusion
Index

The index of an index is confusion

The puzzle of negative numbers
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How effective visualization brings data alive
Aggregation

How effective visualization brings data alive

Bringing data alive
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An overused chart, why it fails, and how to fix it
Spider chart

An overused chart, why it fails, and how to fix it

A chart with conceptual appeal but fails the data
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Reality check on the long tail
Aggregation

Reality check on the long tail

Another over-sold story?
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Making charts beautiful without adding unneeded bits
streamgraph

Making charts beautiful without adding unneeded bits

What is the message?
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