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A text-mining approach to assess impacts and benefits of Nature-Based Solutions Leydy Alejandra Castellanos Díaz (1), Pierre Antoine Versini (1), Ioulia Tchiguirinskaia (1) and Olivier Bonin (2) (1) HM&Co, Ecole des Ponts ParisTech, UPE, Champs-sur-Marne, France ([email protected]), (2) LVMT, Ecole des Ponts ParisTech, UPEM, IFSTTAR, Champs-sur-Marne, France

A text-mining approach to assess impacts and benefits of Nature … · Leydy Alejandra Castellanos Díaz (1), Pierre Antoine Versini (1), Ioulia Tchiguirinskaia (1) and Olivier Bonin

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Page 1: A text-mining approach to assess impacts and benefits of Nature … · Leydy Alejandra Castellanos Díaz (1), Pierre Antoine Versini (1), Ioulia Tchiguirinskaia (1) and Olivier Bonin

A text-mining approach to assess impacts and benefits of

Nature-Based Solutions Leydy Alejandra Castellanos Díaz (1), Pierre Antoine Versini (1),

Ioulia Tchiguirinskaia (1) and Olivier Bonin (2)

(1) HM&Co, Ecole des Ponts ParisTech, UPE, Champs-sur-Marne, France ([email protected]),(2) LVMT, Ecole des Ponts ParisTech, UPEM, IFSTTAR, Champs-sur-Marne, France

Page 2: A text-mining approach to assess impacts and benefits of Nature … · Leydy Alejandra Castellanos Díaz (1), Pierre Antoine Versini (1), Ioulia Tchiguirinskaia (1) and Olivier Bonin

Urban Sustainability Challenges

Urban sprawlClimate changes effects

Nature-based Solutions

NbS “living solutions inspired and continuously supported by nature, which aredesigned to address various societal challenges in a resource-efficient andadaptable manner and to provide simultaneously economic, social, andenvironmental benefits” EC, 2015

Urban resilience

Green walls

Green roofs

Green swales

Pervious pavements

Urban parks

Urban wetlands…

Page 3: A text-mining approach to assess impacts and benefits of Nature … · Leydy Alejandra Castellanos Díaz (1), Pierre Antoine Versini (1), Ioulia Tchiguirinskaia (1) and Olivier Bonin

Framework of design, development, implementation and

assessment of NbS in the urban context.

Mapping and assessment of ecosystems condition and their

services.

NbS assessment tool for urban areas with their economic

implications.

Physic, social and economic impacts and

benefits?

Funding European projects: Review of scientific literature

Nature-based Solutions

Page 4: A text-mining approach to assess impacts and benefits of Nature … · Leydy Alejandra Castellanos Díaz (1), Pierre Antoine Versini (1), Ioulia Tchiguirinskaia (1) and Olivier Bonin

Converting text data into a meaningful structured analysis, allowing to recognize concepts as well as

to identify stakeholders and their position.

Literature review onNature-based solutions

Text-Mining

Objective analysis and comparison of documents

Metadata on scientific publications (abstracts, keywords, title, date of publication and author).

Traditional analysis

Each report divided in smaller units.

This analysis

Page 5: A text-mining approach to assess impacts and benefits of Nature … · Leydy Alejandra Castellanos Díaz (1), Pierre Antoine Versini (1), Ioulia Tchiguirinskaia (1) and Olivier Bonin

Literature review onNature-based solutions

Text-Mining

Data visualization and statistical analysis

Network:• Node: key terms• Edge: connections between nodes• Clusters: communities of nodes

Occurrence of terms in the report

Statistical analysis: • Degree of nodes: number of edges connected to a node • Edge weight: strength of link between nodes

Page 6: A text-mining approach to assess impacts and benefits of Nature … · Leydy Alejandra Castellanos Díaz (1), Pierre Antoine Versini (1), Ioulia Tchiguirinskaia (1) and Olivier Bonin

311

207175

171

884226

Accumulated Degree

3430

18

30

1511

7

1 2 3 4 5 6 7

Number of nodes

Page 7: A text-mining approach to assess impacts and benefits of Nature … · Leydy Alejandra Castellanos Díaz (1), Pierre Antoine Versini (1), Ioulia Tchiguirinskaia (1) and Olivier Bonin

47

36 3428

19 18

1 2 3 4 5 6

Number of nodes

420

266

260

117

9792

Accumulated Degree

Page 8: A text-mining approach to assess impacts and benefits of Nature … · Leydy Alejandra Castellanos Díaz (1), Pierre Antoine Versini (1), Ioulia Tchiguirinskaia (1) and Olivier Bonin

21 19 21

12 11

1 2 3 4 5

Number of nodes

137

110109

91

54

Accumulated Degree

Page 9: A text-mining approach to assess impacts and benefits of Nature … · Leydy Alejandra Castellanos Díaz (1), Pierre Antoine Versini (1), Ioulia Tchiguirinskaia (1) and Olivier Bonin

Urban planning

Nature-based SolutionsEcosystem

Services provision

Effectiveness assessment

Deployment

ESS categories: MEA, 2003

RegulationProvision

CulturalSupport

Spatial scale:• EU•Meso-scale• Local

Stakeholders:• EC, EEA, States• Local authorities (city council)• Local communities-citizens

Indicators

Quality and condition

Value of nature

Multi-Spatial scale

Temperature and stormwater

Usability of ESS

•Decision making•Public and private investment

Participatory planning