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Ben Mazzotta

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Distance
Motivation
Methods
Analysis       Clusters in OECD Trade Sinc...
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Ben Mazzotta

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Trade as       1 Trade as Distance
Distance
Motivation         Motivation
Metho...
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Ben Mazzotta                                    Trade Patterns
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Distance
Motivation
M...
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Ben Mazzotta                                    Trade Patterns
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Distance
Motivation
M...
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Ben Mazzotta                                    Trade Patterns
Outline

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Distance
Motivation
M...
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Ben Mazzotta                                             Distance
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Distance
Motivatio...
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Ben Mazzotta                                    Distance measures
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Distance
Motivatio...
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Ben Mazzotta                                            Clustering
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Distance
Motivati...
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Ben Mazzotta                                          Prominence
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Distance
Motivation...
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Ben Mazzotta                                                 Polarity
Outline
               Polarity ...
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Ben Mazzotta

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Trade as       1 Trade as Distance
Distance
Motivation         Motivation
Metho...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as       1 Trade as Distance
Distance
Motivation         Motivation
Metho...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as       1 Trade as Distance
Distance
Motivation         Motivation
Metho...
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Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as       1 Trade as Distance
Distance
Motivation         Motivation
Metho...
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   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
Export
   Clusters

Ben Mazzotta

Outline

Trade as
Distance
Motivation
Methods
Analysis

Results
Prominence
Prominence
Po...
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Export Dendrograms

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Export Dendograms provides a visualization of trade clusters in the OECD between 1960 and 2007, using four different export measures. This unique visualization provides rich intuition about prominence and polarity in international export markets.

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Transcript of "Export Dendrograms"

  1. 1. Export Clusters Ben Mazzotta Outline Trade as Distance Motivation Methods Analysis Clusters in OECD Trade Since 1960 Results Prominence Prominence Polarity Polarity Ben Mazzotta Fletcher School, Tufts University November 24, 2009
  2. 2. Export Clusters Ben Mazzotta Outline Trade as 1 Trade as Distance Distance Motivation Motivation Methods Analysis Methods Results Analysis Prominence Prominence Polarity Polarity 2 Results Prominence: Gross Exports Prominence: Normalized Exports Polarity: Gross Exports Polarity: Normalized Exports
  3. 3. Export Clusters Ben Mazzotta Trade Patterns Outline Trade as Distance Motivation Methods Analysis • Aggregate statistics typically ignore relationships between Results Prominence specific countries. Dyads are the fundamental unit of Prominence Polarity analysis. Polarity
  4. 4. Export Clusters Ben Mazzotta Trade Patterns Outline Trade as Distance Motivation Methods Analysis • Aggregate statistics typically ignore relationships between Results Prominence specific countries. Dyads are the fundamental unit of Prominence Polarity analysis. Polarity • Good data exist for the last 50 years. I have analyzed flows reported by OECD; but a larger dataset is available from IMF’s Direction of Trade Statistics.
  5. 5. Export Clusters Ben Mazzotta Trade Patterns Outline Trade as Distance Motivation Methods Analysis • Aggregate statistics typically ignore relationships between Results Prominence specific countries. Dyads are the fundamental unit of Prominence Polarity analysis. Polarity • Good data exist for the last 50 years. I have analyzed flows reported by OECD; but a larger dataset is available from IMF’s Direction of Trade Statistics. • Hierarchic clustering is a simple, powerful way to characterize a large number of dyadic relationships.
  6. 6. Export Clusters Ben Mazzotta Distance Outline Trade as Distance Motivation Distance Distance, d, is the reciprocal of a trade flow, T . Methods Analysis Results d = 1/T (1) Prominence Prominence Polarity Polarity Dyads Partners report imports and exports. Ti,j = Tj,i (2) Logarithms For convenience, I’m going to plot d = log(1/T ). Clustering Clusters require a single distance measure for each dyad i,j. Therefore I’m going to distinguish between two types of distance measures.
  7. 7. Export Clusters Ben Mazzotta Distance measures Outline Trade as Distance Motivation Definition Methods Analysis Bilateral distance Results Prominence 1 1 Prominence db ≡ max , (3) Polarity Polarity Ti,j Tj,i Definition Unilateral distance 1 1 du ≡ min , (4) Ti,j Tj,i
  8. 8. Export Clusters Ben Mazzotta Clustering Outline Trade as Distance Motivation Clustering The algorithm chooses an arbitrarily small Methods Analysis distance such that all countries are isolated, and Results Prominence gradually increases the threshold until the Prominence Polarity distance between countries is smaller than the Polarity threshold. When two countries are closer than the threshold, they join a cluster. Hierarchic Once two countries have joined in a cluster, they must remain joined at all higher thresholds. Complete clusters The condition for addition to a cluster is that all pairwise members of the new cluster must satisfy the distance condition.
  9. 9. Export Clusters Ben Mazzotta Prominence Outline Trade as Distance Motivation Methods Analysis Results Prominence arises from bilateral clusterings. Groups of Prominence countries that share a high degree of mutual trade are Prominence Polarity prominent in one another’s trade policy. Prominent clusters Polarity may be measured either with gross trade flows or normalized exports. These clusters reflect the largest mutual concentrations of trade among groups of countries, suggesting that countries will tend to orchestrate their foreign policy to mutual benefit.
  10. 10. Export Clusters Ben Mazzotta Polarity Outline Polarity arises from unilateral clusterings. Polar clusters reflect Trade as Distance groups where all dyads exhibit at least one highly concentrated Motivation Methods export market, indicating the potential for leader and follower Analysis dynamics among these countries. Polar clusters may be: Results Prominence unipolar when one member of the cluster is the principal Prominence Polarity export market for all others in the cluster, Polarity multipolar or bipartite, when two or more members of the cluster constitute a large share of partner country exports, or transitive where one or more countries exhibit high concentration of exports with different partners on the supply side and the demand side. There are no obvious thresholds for defining membership in these categories. With large cluster size, considerable hybridization may occur.
  11. 11. Export Clusters Ben Mazzotta Outline Trade as 1 Trade as Distance Distance Motivation Motivation Methods Analysis Methods Results Analysis Prominence Prominence Polarity Polarity 2 Results Prominence: Gross Exports Prominence: Normalized Exports Polarity: Gross Exports Polarity: Normalized Exports
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  60. 60. Export Clusters Ben Mazzotta Outline Trade as 1 Trade as Distance Distance Motivation Motivation Methods Analysis Methods Results Analysis Prominence Prominence Polarity Polarity 2 Results Prominence: Gross Exports Prominence: Normalized Exports Polarity: Gross Exports Polarity: Normalized Exports
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