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Emerging Hot Spot Analysis Using Esri Space Time Mining Toolbox to analyze 14 years of deforestation data Collaboration with The World Resources Institute Publication on methods and results in IOP Science: Environmental Research Letters http://bit.ly/2k9gq7r
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Emerging Hot Spot Analysis

Jan 22, 2018

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Data & Analytics

Blue Raster
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Page 1: Emerging Hot Spot Analysis

Emerging Hot Spot Analysis

• Using Esri Space Time Mining Toolbox to analyze 14 years of deforestation data

• Collaboration with The World Resources Institute

• Publication on methods and results in IOP Science: Environmental Research Letters• http://bit.ly/2k9gq7r

Page 2: Emerging Hot Spot Analysis

The Data:Global Forest Cover Loss (2001-2014)

Source: Hansen/UMD/Google/USGS/NASA

Page 3: Emerging Hot Spot Analysis

Global Map of Forest Loss Data

504 10° x 10° Granules

Page 4: Emerging Hot Spot Analysis

How Did We Do It?

Raw Data Big Data Analysis

GIS Analysis

Symbolization / Sharing

Page 5: Emerging Hot Spot Analysis

What is Emerging Hot Spot Analysis?

• Finding trends by analyzing space (xy) and time (t)• Minimum 10 observations (time

step intervals)

• Getis-Ord Gi* determines if a bin is a statistically significant hot or cold spot

• Mann-Kendall trend test evaluates hot and cold spots through time to produce categories such as Intensifying, Diminishing or New hot spot

Page 6: Emerging Hot Spot Analysis

What Do The Results Look Like?

Page 7: Emerging Hot Spot Analysis

Symbolizing a Forest-Loss Narrative

Page 8: Emerging Hot Spot Analysis

Creating a scalable workflow

I N D O N E S I A

Brazil DRC Indonesia

Page 9: Emerging Hot Spot Analysis

Batch runs using Python

Page 10: Emerging Hot Spot Analysis

National Level Analysis (Default Symbology)

Page 11: Emerging Hot Spot Analysis

National Level Analysis (Less Categories, Updated Symbology)

Page 12: Emerging Hot Spot Analysis

Sub-National Level Analysis

Page 13: Emerging Hot Spot Analysis

National Level vs Sub-National Analysis (Brazil)

Page 14: Emerging Hot Spot Analysis

Thank you!

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