SlideShare una empresa de Scribd logo
1 de 22
Descargar para leer sin conexión
Mauricio Parra Quijano
International Treaty on Plant Genetic Resources
for Food and Agriculture
CAPFITOGEN Program Coordinator
http://www.capfitogen.net
ELC maps
It allows the user to create eco-geographical land
characterization maps (ELC), that reflect adaptive
scenarios for a given species (or species groups) and a
specific country or region
Characterization of a territory
Variable selection
Geophysical variables
Cluster analysis
Determination of
optimal number
of groups
Combination
(N bioclimatic*N geophysical*N edaphic)
Categories
MAP
Description of categories using original variables
Edaphic variables
Cluster analysis
Determination of
optimal number
of groups
Bioclimatic variables
Cluster analysis
Determination of
optimal number
of groups
How an ELC map is developed?
Expert opinion / knowledge
• Experts on target species are a valuable source of information
• Surveys are an efficient way to gather information from expert knowledge
(internet/email, meetings, workshops, etc.).
• Variable lists are made by components, with details on the nature of the variables
(explanation of codes, variable units, source, etc..). Then a value is assigned based
on the importance that a given variable has regarding the adaptation of the
species.
Bibliography search on major factors in the adaptation of target species
Variable selection – subjective/objective
Subjective option
• Redundancy? Correlation? Collinearity? Importance on species adaptation?
• Bivariate correlations analysis, Principal Component Analysis
• Importance of each variable analysis
x1
x2
x1
x1
x1
Variable selection – subjective/objective
Objective option:
Easiest way: Use SelecVar
What type of map you need?
Depending on the approach of the analysis, the ELC map can be :
1. Generalist map
2. Map by species / gene pool / group of related Sp
(Specific map)
It defines the major environments for a large number of species
(related or not). For most of these species, the ELC map should
discriminate different adaptive scenarios in a given target area. It is
expected to find unadjusted relationships between adaptive
characteristic of a smaller group of species and the resulting map (see
Parra-Quijano et al., 2012).
They define in more detail the key environments for a particular
species or a limited set of genetically related species. A good fit
between the map and the adaptive characteristics of the target
species is expected.
ELC mapas tool results
• Maps (which can be opened with DIVA-GIS) and tables describing each category.
SelecVar
It allows to select the most important and non-
redundant ecogeographical variables for ELC maps
from the objective point of view
SelecVar
Why this plant/population is here…
And why when you translocate this plants and provide “better
conditions” they …
What underlying or obvious abiotic factors
are controlling adaptation?
CAPFITOGEN tools include
105 ecogeographical variables:
67 bioclimatic
7 geophysic
31 edaphic
Why to select a set of most important
variables?
To obtain reliable maps showing different
ecogeographic scenarios
To obtain accurate species distribution
models
How to select a set of most important
variables?
What variables are the most important to create groups which represent similar plant
adaptation scenarios?
• Clustvarsel
• Random Forest
Precipitation1
Temperature12
Soil3
Landscape3
Groups
1
2
3
4
5
Speciespresencedata
How to select a set of most important
variables?
What variables are providing different information and have the most discriminatory
ability?
• Principal Component Analysis (PCA)
Precipitation1
Temperature12
Soil3
Landscape3
CS2
CS3
CS1
tmax11
bio1
bio3
tmin2
How to select a set of most important
variables?
What variables are related to others introducing redundancy?
• Bivariate correlation analysis
Precipitation1
Precipitation2
Precipitation3
Precipitation12
Temperature1
Temperature5
Annual temp
Soil2
Soil3
Landscape3
P12
P1
P3
P2
S2
S1
L1
PRECIPITATION
TEMPERATURE
SOIL
landscape
PRECIPITATION
TEMPERATURE
SOIL
LANDSCAPE
ECOGEO
It allows to perform eco-geographical characterization
of the geo-referenced collecting sites
0 cm
5 cm
10 cm
Internodes
length
= 5.56 cm
1 2 3
1 0 1
0 1 0
= present = 1
= absent = 0
NOT of the
germplasm
but of the
collecting site
ECOGEO is a characterization
Process of ecogeographical characterization
Characterization
matrix :
Rows: Germplasm
identifier
Columns:
Ecogreographical
descriptors
passport
Data (including
coordinates)
GIS
Elevation
Average Annual Temp
Soil Organic Carbon
Soil pH
….
….
Y
X
Point or radial extraction?
2 4 3
1 3 2
1 3 2
1
1
3
1 1 3 4
Ecogeografical variable X
NA
NA
NA
NA
1 1 3 4NA
ACCENUMB VARIABLE
a NA
b NA
c 2
2 4 3
1 3 2
1 3 2
1
1
3
1 1 3 4
NA
NA
NA
NA
1 1 3 4NA
a
b
c
Distribution of
passport data entries
2 4 3
1 3 2
1 3 2
1
1
3
1 1 3 4
NA
NA
NA
NA
1 1 3 4NA
GIS overlap Extraction results
ACCENUMB VARIABLE
a NA (1)
b 1
c 3
a
b
c
True location
a=68
b=65
c=50
GEOQUAL
uncertainty
Radius
Radial extraction
ACCENUMB CAPTURED
VALUES
AVERAGE
a NA,1,1 1
b NA,1,1 1
c 3,2,1,3,2,
3
2.333
GIS overlap
Results of radial extraction
ACCENUMB VARIABLE
a 1
b 1
c 3
Correct extraction
ACCENUMB VARIABLE
a NA
b NA
c 2
Point extraction
1
1
2.333
Radial extraction
2 4 3
1 3 2
1 3 2
1
1
3
1 1 3 4
NA
NA
NA
NA
1 1 3 4NA
Characterization
matrix
409-09
320-05319-05
318-05317-05
315-05316-05
405-09
391-07390-07
386-09385-07
386-07375-06
406-09323-05
376-07321-05
401-08311-05
372-06
377-07307-05
369-06299-05
368-06530-09
528-09527-09
523-09524-09
378-07379-07
526-09
504-09-v504-09
503-09-v503-09
501-09502-09
507-09534-09
533-09531-09
532-09
300-05541-09
540-09536-09
535-09522-09
529-09539-09
537-09538-09
308-05414-09
276-05
277-05306-05
357-06365-06
366-06505-09-v
525-09415-09
285-05283-05
284-05546-10
403-09
402-09355-06
356-06304-05
302-05303-05
349-06337-06
338-06397-08
353-06396-08
413-09
516-09454-09
455-09412-09
279-05281-05
287-05280-05
291-05309-05
389-07392-07
324-06
350-06351-06
521-09-v521-09
520-09-v519-09-v
519-09518-09-v
518-09517-09-v
517-09516-09-v
515-09-v
515-09514-09-v
514-09465-09
464-09463-09
462-09461-09
460-09459-09
458-09456-09
457-09
506-09-v505-09
506-09513-09-v
513-09512-09-v
512-09511-09-v
511-09510-09-v
510-09509-09-v
509-09
508-09508-09-v
268-05288-05
289-05361-06
341-06360-06
292-05548-10
348-06
347-06346-06
345-06343-06
342-06335-06
334-06333-06
332-06327-06-v
325-06293-05
298-05
551-10297-05
296-05295-05
294-05262-05
263-05410-09
411-09417-09
418-09393-07
275-05
394-07549-10
552-10550-10
395-07404-09
266-05380-07
274-05467-09
416-09466-09
383-07
382-07269-05
265-05267-05
381-07273-05
272-05270-05
271-05301-05
282-05305-05
507-09-v
453-09452-09
450--09451-09
02468
Cluster analysis - Ecogeographic characterization
hclust (*, "average")
ecogeodist
Height
d = 1
23
4
5
6
7
8
9101112
1314
1516
17
18
19
20
212223
24
2526
27 2829
30313233
34
35
36
37
383940
41
42
43
44
45 46
474849505152
53
54
55
565758596061
6263
64
656667686970
71
7273
74
7576
77
7879
8081
82
83
84
85
86
87
8889
90
91
9293
949596
97
9899
100
101
102
103
104105
106
107108
109
110
111
112
113
114
115
116
117
118
119
120
121
122123124125
126127
128129130131132133134135136137
138139
140141142143144145
146
147
148149
150
151
152153154155156157158159160161162163
164165166167
168
169170171172173174175176177178
179
180181
182
183
184185
186
187
188189190191
192193
194195196
197198
199
200
201202
203
204
DECLATITUDE
alt
northness
slope
bio_18
bio_1
t_clay
t_sand
t_oc
t_silt
t_ph_h2o
Eigenvalues
Data analysis
Presentation 4 - SelecVar, ELCmapas and ECOGEO tools

Más contenido relacionado

La actualidad más candente

Ecogeographic land characterization for CWR diversity and gap analysis Worksh...
Ecogeographic land characterization for CWR diversity and gap analysis Worksh...Ecogeographic land characterization for CWR diversity and gap analysis Worksh...
Ecogeographic land characterization for CWR diversity and gap analysis Worksh...Mauricio Parra Quijano
 
Improving the correlation hunting in a large quantity of SOM component planes
Improving the correlation hunting in a largequantity of SOM component planesImproving the correlation hunting in a largequantity of SOM component planes
Improving the correlation hunting in a large quantity of SOM component planesaskroll
 
Using empirical and mechanistic models to predict crop suitability and produc...
Using empirical and mechanistic models to predict crop suitability and produc...Using empirical and mechanistic models to predict crop suitability and produc...
Using empirical and mechanistic models to predict crop suitability and produc...Decision and Policy Analysis Program
 
Wall posters on habitat distribution of nine tree species in Ethiopia
Wall posters on habitat distribution of nine tree species in EthiopiaWall posters on habitat distribution of nine tree species in Ethiopia
Wall posters on habitat distribution of nine tree species in EthiopiaWorld Agroforestry (ICRAF)
 
Julian R - Using the EcoCrop model and database to forecast impacts of cc
Julian R - Using the EcoCrop model and database to forecast impacts of ccJulian R - Using the EcoCrop model and database to forecast impacts of cc
Julian R - Using the EcoCrop model and database to forecast impacts of ccCIAT
 
Gothenburg Pres Ag
Gothenburg Pres AgGothenburg Pres Ag
Gothenburg Pres Agguest502056
 
Gis and gps in plant biosecurity
Gis and gps in plant biosecurityGis and gps in plant biosecurity
Gis and gps in plant biosecurityNageshb11
 
Developing technology extrapolation domains for agronomic technology packages
Developing technology extrapolation domains for agronomic technology packagesDeveloping technology extrapolation domains for agronomic technology packages
Developing technology extrapolation domains for agronomic technology packagesafrica-rising
 
5. africats presentation 2010 ksonder
5. africats presentation 2010 ksonder5. africats presentation 2010 ksonder
5. africats presentation 2010 ksonderaagw2010
 
Gis n gps in nematode
Gis n gps in nematodeGis n gps in nematode
Gis n gps in nematodeNageshb11
 
An Introduction to Data Fusion for Ethiopian Agricultural Research: Incorpora...
An Introduction to Data Fusion for Ethiopian Agricultural Research: Incorpora...An Introduction to Data Fusion for Ethiopian Agricultural Research: Incorpora...
An Introduction to Data Fusion for Ethiopian Agricultural Research: Incorpora...essp2
 
Africa Soil Spectroscopy Laboratory Network
Africa Soil Spectroscopy Laboratory NetworkAfrica Soil Spectroscopy Laboratory Network
Africa Soil Spectroscopy Laboratory NetworkExternalEvents
 
Remote Sensing of Wheat Rusts - A dream or reality?
Remote Sensing of Wheat Rusts - A dream or reality?Remote Sensing of Wheat Rusts - A dream or reality?
Remote Sensing of Wheat Rusts - A dream or reality?CIMMYT
 
ICI-RAFT (presented at AMS 2012)
ICI-RAFT (presented at AMS 2012)ICI-RAFT (presented at AMS 2012)
ICI-RAFT (presented at AMS 2012)giovanja
 

La actualidad más candente (20)

Ecogeographic land characterization for CWR diversity and gap analysis Worksh...
Ecogeographic land characterization for CWR diversity and gap analysis Worksh...Ecogeographic land characterization for CWR diversity and gap analysis Worksh...
Ecogeographic land characterization for CWR diversity and gap analysis Worksh...
 
Improving the correlation hunting in a large quantity of SOM component planes
Improving the correlation hunting in a largequantity of SOM component planesImproving the correlation hunting in a largequantity of SOM component planes
Improving the correlation hunting in a large quantity of SOM component planes
 
Using empirical and mechanistic models to predict crop suitability and produc...
Using empirical and mechanistic models to predict crop suitability and produc...Using empirical and mechanistic models to predict crop suitability and produc...
Using empirical and mechanistic models to predict crop suitability and produc...
 
Wall posters on habitat distribution of nine tree species in Ethiopia
Wall posters on habitat distribution of nine tree species in EthiopiaWall posters on habitat distribution of nine tree species in Ethiopia
Wall posters on habitat distribution of nine tree species in Ethiopia
 
Julian R - Using the EcoCrop model and database to forecast impacts of cc
Julian R - Using the EcoCrop model and database to forecast impacts of ccJulian R - Using the EcoCrop model and database to forecast impacts of cc
Julian R - Using the EcoCrop model and database to forecast impacts of cc
 
Gothenburg Pres Ag
Gothenburg Pres AgGothenburg Pres Ag
Gothenburg Pres Ag
 
Gothenburg Pres Ag
Gothenburg Pres AgGothenburg Pres Ag
Gothenburg Pres Ag
 
Gis and gps in plant biosecurity
Gis and gps in plant biosecurityGis and gps in plant biosecurity
Gis and gps in plant biosecurity
 
Developing technology extrapolation domains for agronomic technology packages
Developing technology extrapolation domains for agronomic technology packagesDeveloping technology extrapolation domains for agronomic technology packages
Developing technology extrapolation domains for agronomic technology packages
 
2.m_kganyago_subm_id_187
2.m_kganyago_subm_id_1872.m_kganyago_subm_id_187
2.m_kganyago_subm_id_187
 
5. africats presentation 2010 ksonder
5. africats presentation 2010 ksonder5. africats presentation 2010 ksonder
5. africats presentation 2010 ksonder
 
Geographik6
Geographik6Geographik6
Geographik6
 
Gis n gps in nematode
Gis n gps in nematodeGis n gps in nematode
Gis n gps in nematode
 
GIS Project
GIS ProjectGIS Project
GIS Project
 
An Introduction to Data Fusion for Ethiopian Agricultural Research: Incorpora...
An Introduction to Data Fusion for Ethiopian Agricultural Research: Incorpora...An Introduction to Data Fusion for Ethiopian Agricultural Research: Incorpora...
An Introduction to Data Fusion for Ethiopian Agricultural Research: Incorpora...
 
Africa Soil Spectroscopy Laboratory Network
Africa Soil Spectroscopy Laboratory NetworkAfrica Soil Spectroscopy Laboratory Network
Africa Soil Spectroscopy Laboratory Network
 
Remote Sensing of Wheat Rusts - A dream or reality?
Remote Sensing of Wheat Rusts - A dream or reality?Remote Sensing of Wheat Rusts - A dream or reality?
Remote Sensing of Wheat Rusts - A dream or reality?
 
ICI-RAFT (presented at AMS 2012)
ICI-RAFT (presented at AMS 2012)ICI-RAFT (presented at AMS 2012)
ICI-RAFT (presented at AMS 2012)
 
Day 1_Session 3_TRIPS_WASDS_CIAT
Day 1_Session 3_TRIPS_WASDS_CIATDay 1_Session 3_TRIPS_WASDS_CIAT
Day 1_Session 3_TRIPS_WASDS_CIAT
 
CT_NASAGoddard_PosterPresentation
CT_NASAGoddard_PosterPresentationCT_NASAGoddard_PosterPresentation
CT_NASAGoddard_PosterPresentation
 

Destacado

Opening session - CAPFITOGEN Programme introduction
Opening session - CAPFITOGEN Programme introductionOpening session - CAPFITOGEN Programme introduction
Opening session - CAPFITOGEN Programme introductionMauricio Parra Quijano
 
Presentación 5 - Herramientas Representa y DIVmapas
Presentación 5 - Herramientas Representa y DIVmapasPresentación 5 - Herramientas Representa y DIVmapas
Presentación 5 - Herramientas Representa y DIVmapasMauricio Parra Quijano
 
Presentación 6 - Herramientas ColNucleo y FIGS_R
Presentación 6 - Herramientas ColNucleo y FIGS_RPresentación 6 - Herramientas ColNucleo y FIGS_R
Presentación 6 - Herramientas ColNucleo y FIGS_RMauricio Parra Quijano
 
Presentación 4 - Herramientas SelecVar, ELCmapas y ECOGEO
Presentación 4 - Herramientas SelecVar, ELCmapas y ECOGEOPresentación 4 - Herramientas SelecVar, ELCmapas y ECOGEO
Presentación 4 - Herramientas SelecVar, ELCmapas y ECOGEOMauricio Parra Quijano
 
Presentación 1 - Bases de la Ecogeografía
Presentación 1 - Bases de la EcogeografíaPresentación 1 - Bases de la Ecogeografía
Presentación 1 - Bases de la EcogeografíaMauricio Parra Quijano
 
Presentación 3 - Herramientas TesTable y GEOQUAL
Presentación 3 - Herramientas TesTable y GEOQUALPresentación 3 - Herramientas TesTable y GEOQUAL
Presentación 3 - Herramientas TesTable y GEOQUALMauricio Parra Quijano
 
Presentation 8- Bfuture, Modela y Mcompare
Presentation 8- Bfuture, Modela y McomparePresentation 8- Bfuture, Modela y Mcompare
Presentation 8- Bfuture, Modela y McompareMauricio Parra Quijano
 
Presentation 7 - Herramientas rLayer y Complementa
Presentation 7 - Herramientas rLayer y ComplementaPresentation 7 - Herramientas rLayer y Complementa
Presentation 7 - Herramientas rLayer y ComplementaMauricio Parra Quijano
 

Destacado (11)

Opening session - CAPFITOGEN Programme introduction
Opening session - CAPFITOGEN Programme introductionOpening session - CAPFITOGEN Programme introduction
Opening session - CAPFITOGEN Programme introduction
 
Presentación 5 - Herramientas Representa y DIVmapas
Presentación 5 - Herramientas Representa y DIVmapasPresentación 5 - Herramientas Representa y DIVmapas
Presentación 5 - Herramientas Representa y DIVmapas
 
Presentación 6 - Herramientas ColNucleo y FIGS_R
Presentación 6 - Herramientas ColNucleo y FIGS_RPresentación 6 - Herramientas ColNucleo y FIGS_R
Presentación 6 - Herramientas ColNucleo y FIGS_R
 
Presentation 3 - Installation and use
Presentation 3 - Installation and usePresentation 3 - Installation and use
Presentation 3 - Installation and use
 
Apertura - Introducción al Programa
Apertura - Introducción al ProgramaApertura - Introducción al Programa
Apertura - Introducción al Programa
 
Presentación 4 - Herramientas SelecVar, ELCmapas y ECOGEO
Presentación 4 - Herramientas SelecVar, ELCmapas y ECOGEOPresentación 4 - Herramientas SelecVar, ELCmapas y ECOGEO
Presentación 4 - Herramientas SelecVar, ELCmapas y ECOGEO
 
Presentación 2 - Instalación y uso
Presentación 2 - Instalación y usoPresentación 2 - Instalación y uso
Presentación 2 - Instalación y uso
 
Presentación 1 - Bases de la Ecogeografía
Presentación 1 - Bases de la EcogeografíaPresentación 1 - Bases de la Ecogeografía
Presentación 1 - Bases de la Ecogeografía
 
Presentación 3 - Herramientas TesTable y GEOQUAL
Presentación 3 - Herramientas TesTable y GEOQUALPresentación 3 - Herramientas TesTable y GEOQUAL
Presentación 3 - Herramientas TesTable y GEOQUAL
 
Presentation 8- Bfuture, Modela y Mcompare
Presentation 8- Bfuture, Modela y McomparePresentation 8- Bfuture, Modela y Mcompare
Presentation 8- Bfuture, Modela y Mcompare
 
Presentation 7 - Herramientas rLayer y Complementa
Presentation 7 - Herramientas rLayer y ComplementaPresentation 7 - Herramientas rLayer y Complementa
Presentation 7 - Herramientas rLayer y Complementa
 

Similar a Presentation 4 - SelecVar, ELCmapas and ECOGEO tools

Presentation2 - GEOQUAL, ELCmapas & ECOGEO tools
Presentation2 - GEOQUAL, ELCmapas & ECOGEO toolsPresentation2 - GEOQUAL, ELCmapas & ECOGEO tools
Presentation2 - GEOQUAL, ELCmapas & ECOGEO toolsMauricio Parra Quijano
 
Ecogeographic land characterization for CWR diversity and gap analysis Worksh...
Ecogeographic land characterization for CWR diversity and gap analysis Worksh...Ecogeographic land characterization for CWR diversity and gap analysis Worksh...
Ecogeographic land characterization for CWR diversity and gap analysis Worksh...Mauricio Parra Quijano
 
EFFECTS CLIMATE CHANGE ON WATER RESOURCES AVAILABILITY AND VEGETATION PATTERNS
EFFECTS CLIMATE CHANGE ON WATER RESOURCES AVAILABILITY AND VEGETATION PATTERNSEFFECTS CLIMATE CHANGE ON WATER RESOURCES AVAILABILITY AND VEGETATION PATTERNS
EFFECTS CLIMATE CHANGE ON WATER RESOURCES AVAILABILITY AND VEGETATION PATTERNSSalvatore Manfreda
 
Mapping trees species in geographical and environmental space: a comparison o...
Mapping trees species in geographical and environmental space: a comparison o...Mapping trees species in geographical and environmental space: a comparison o...
Mapping trees species in geographical and environmental space: a comparison o...World Agroforestry (ICRAF)
 
How can we increase our capacity to predict ecosystem responses to environmen...
How can we increase our capacity to predict ecosystem responses to environmen...How can we increase our capacity to predict ecosystem responses to environmen...
How can we increase our capacity to predict ecosystem responses to environmen...Tano Gutiérrez Cánovas
 
The economic value of ecosystem services is not spatially congruent with biod...
The economic value of ecosystem services is not spatially congruent with biod...The economic value of ecosystem services is not spatially congruent with biod...
The economic value of ecosystem services is not spatially congruent with biod...CIFOR-ICRAF
 
Thackway_MAY_presentation
Thackway_MAY_presentationThackway_MAY_presentation
Thackway_MAY_presentationTERN Australia
 
Using VAST to inform the development regional environmental accounts
Using VAST to inform the development regional environmental accountsUsing VAST to inform the development regional environmental accounts
Using VAST to inform the development regional environmental accountsRichard Thackway
 
11.[40 49]an application of multivariate techniques in plankton study of a fr...
11.[40 49]an application of multivariate techniques in plankton study of a fr...11.[40 49]an application of multivariate techniques in plankton study of a fr...
11.[40 49]an application of multivariate techniques in plankton study of a fr...Alexander Decker
 
Final Comprehensive Examination
Final Comprehensive ExaminationFinal Comprehensive Examination
Final Comprehensive Examinationdeplohn
 
Brazilian Cerrado geolinked data and qualitative models
Brazilian Cerrado geolinked data and qualitative modelsBrazilian Cerrado geolinked data and qualitative models
Brazilian Cerrado geolinked data and qualitative modelsAdriano Souza
 
EcoTas13 BradEvans e-MAST
EcoTas13 BradEvans e-MASTEcoTas13 BradEvans e-MAST
EcoTas13 BradEvans e-MASTTERN Australia
 
Ecological gradient analyses of plant associations in the thandiani forests o...
Ecological gradient analyses of plant associations in the thandiani forests o...Ecological gradient analyses of plant associations in the thandiani forests o...
Ecological gradient analyses of plant associations in the thandiani forests o...Shujaul Mulk Khan
 
Classification_and_Ordination_Methods_as_a_Tool.pdf
Classification_and_Ordination_Methods_as_a_Tool.pdfClassification_and_Ordination_Methods_as_a_Tool.pdf
Classification_and_Ordination_Methods_as_a_Tool.pdfAgathaHaselvin
 
RPG iEvoBio 2010 Keynote
RPG iEvoBio 2010 KeynoteRPG iEvoBio 2010 Keynote
RPG iEvoBio 2010 KeynoteRob Guralnick
 
iEvoBio Keynote Talk 2010
iEvoBio Keynote Talk 2010iEvoBio Keynote Talk 2010
iEvoBio Keynote Talk 2010Rob Guralnick
 

Similar a Presentation 4 - SelecVar, ELCmapas and ECOGEO tools (20)

Presentation2 - GEOQUAL, ELCmapas & ECOGEO tools
Presentation2 - GEOQUAL, ELCmapas & ECOGEO toolsPresentation2 - GEOQUAL, ELCmapas & ECOGEO tools
Presentation2 - GEOQUAL, ELCmapas & ECOGEO tools
 
Ecogeographic land characterization for CWR diversity and gap analysis Worksh...
Ecogeographic land characterization for CWR diversity and gap analysis Worksh...Ecogeographic land characterization for CWR diversity and gap analysis Worksh...
Ecogeographic land characterization for CWR diversity and gap analysis Worksh...
 
EFFECTS CLIMATE CHANGE ON WATER RESOURCES AVAILABILITY AND VEGETATION PATTERNS
EFFECTS CLIMATE CHANGE ON WATER RESOURCES AVAILABILITY AND VEGETATION PATTERNSEFFECTS CLIMATE CHANGE ON WATER RESOURCES AVAILABILITY AND VEGETATION PATTERNS
EFFECTS CLIMATE CHANGE ON WATER RESOURCES AVAILABILITY AND VEGETATION PATTERNS
 
Mapping trees species in geographical and environmental space: a comparison o...
Mapping trees species in geographical and environmental space: a comparison o...Mapping trees species in geographical and environmental space: a comparison o...
Mapping trees species in geographical and environmental space: a comparison o...
 
How can we increase our capacity to predict ecosystem responses to environmen...
How can we increase our capacity to predict ecosystem responses to environmen...How can we increase our capacity to predict ecosystem responses to environmen...
How can we increase our capacity to predict ecosystem responses to environmen...
 
gams_toolbox_guide
gams_toolbox_guidegams_toolbox_guide
gams_toolbox_guide
 
The economic value of ecosystem services is not spatially congruent with biod...
The economic value of ecosystem services is not spatially congruent with biod...The economic value of ecosystem services is not spatially congruent with biod...
The economic value of ecosystem services is not spatially congruent with biod...
 
Thackway_MAY_presentation
Thackway_MAY_presentationThackway_MAY_presentation
Thackway_MAY_presentation
 
Using VAST to inform the development regional environmental accounts
Using VAST to inform the development regional environmental accountsUsing VAST to inform the development regional environmental accounts
Using VAST to inform the development regional environmental accounts
 
Lab3
Lab3Lab3
Lab3
 
11.[40 49]an application of multivariate techniques in plankton study of a fr...
11.[40 49]an application of multivariate techniques in plankton study of a fr...11.[40 49]an application of multivariate techniques in plankton study of a fr...
11.[40 49]an application of multivariate techniques in plankton study of a fr...
 
Final Comprehensive Examination
Final Comprehensive ExaminationFinal Comprehensive Examination
Final Comprehensive Examination
 
Brazilian Cerrado geolinked data and qualitative models
Brazilian Cerrado geolinked data and qualitative modelsBrazilian Cerrado geolinked data and qualitative models
Brazilian Cerrado geolinked data and qualitative models
 
EcoTas13 BradEvans e-MAST
EcoTas13 BradEvans e-MASTEcoTas13 BradEvans e-MAST
EcoTas13 BradEvans e-MAST
 
Lab3
Lab3Lab3
Lab3
 
Prognosverktyg i regional skala Julien Moeys
Prognosverktyg i regional skala Julien MoeysPrognosverktyg i regional skala Julien Moeys
Prognosverktyg i regional skala Julien Moeys
 
Ecological gradient analyses of plant associations in the thandiani forests o...
Ecological gradient analyses of plant associations in the thandiani forests o...Ecological gradient analyses of plant associations in the thandiani forests o...
Ecological gradient analyses of plant associations in the thandiani forests o...
 
Classification_and_Ordination_Methods_as_a_Tool.pdf
Classification_and_Ordination_Methods_as_a_Tool.pdfClassification_and_Ordination_Methods_as_a_Tool.pdf
Classification_and_Ordination_Methods_as_a_Tool.pdf
 
RPG iEvoBio 2010 Keynote
RPG iEvoBio 2010 KeynoteRPG iEvoBio 2010 Keynote
RPG iEvoBio 2010 Keynote
 
iEvoBio Keynote Talk 2010
iEvoBio Keynote Talk 2010iEvoBio Keynote Talk 2010
iEvoBio Keynote Talk 2010
 

Más de Mauricio Parra Quijano

Aplicaciones y herramientas de ecogeografía para la colecta, conservación y u...
Aplicaciones y herramientas de ecogeografía para la colecta, conservación y u...Aplicaciones y herramientas de ecogeografía para la colecta, conservación y u...
Aplicaciones y herramientas de ecogeografía para la colecta, conservación y u...Mauricio Parra Quijano
 
Opening presentation - CAPFITOGEN workshops
Opening presentation - CAPFITOGEN workshopsOpening presentation - CAPFITOGEN workshops
Opening presentation - CAPFITOGEN workshopsMauricio Parra Quijano
 
Presentation4 - ColNucleo & FIGS_R tools
Presentation4 - ColNucleo & FIGS_R toolsPresentation4 - ColNucleo & FIGS_R tools
Presentation4 - ColNucleo & FIGS_R toolsMauricio Parra Quijano
 
Presentation3 - Representa & DIVmapas tools
Presentation3 - Representa & DIVmapas toolsPresentation3 - Representa & DIVmapas tools
Presentation3 - Representa & DIVmapas toolsMauricio Parra Quijano
 
Presentation1 - Basis of application of Ecogeography in PGR
Presentation1 - Basis of application of Ecogeography in PGRPresentation1 - Basis of application of Ecogeography in PGR
Presentation1 - Basis of application of Ecogeography in PGRMauricio Parra Quijano
 
Presentación 5 - Instalación y Uso - Taller Regional
Presentación 5 - Instalación y Uso - Taller RegionalPresentación 5 - Instalación y Uso - Taller Regional
Presentación 5 - Instalación y Uso - Taller RegionalMauricio Parra Quijano
 
Presentación 4 - ColNucleo, FIGS_R - Taller Regional
Presentación 4 - ColNucleo, FIGS_R - Taller RegionalPresentación 4 - ColNucleo, FIGS_R - Taller Regional
Presentación 4 - ColNucleo, FIGS_R - Taller RegionalMauricio Parra Quijano
 
Presentación 3 - Representa, DIVmapas - Taller Regional
 Presentación 3 - Representa, DIVmapas - Taller Regional Presentación 3 - Representa, DIVmapas - Taller Regional
Presentación 3 - Representa, DIVmapas - Taller RegionalMauricio Parra Quijano
 
Presentación 2 - GEOQUAL, ELCmapas, ECOGEO - Taller Regional
Presentación 2 - GEOQUAL, ELCmapas, ECOGEO - Taller RegionalPresentación 2 - GEOQUAL, ELCmapas, ECOGEO - Taller Regional
Presentación 2 - GEOQUAL, ELCmapas, ECOGEO - Taller RegionalMauricio Parra Quijano
 
Presentación 1 - Bases Ecogeografía - Taller Regional
Presentación 1 - Bases Ecogeografía - Taller RegionalPresentación 1 - Bases Ecogeografía - Taller Regional
Presentación 1 - Bases Ecogeografía - Taller RegionalMauricio Parra Quijano
 

Más de Mauricio Parra Quijano (12)

Aplicaciones y herramientas de ecogeografía para la colecta, conservación y u...
Aplicaciones y herramientas de ecogeografía para la colecta, conservación y u...Aplicaciones y herramientas de ecogeografía para la colecta, conservación y u...
Aplicaciones y herramientas de ecogeografía para la colecta, conservación y u...
 
Opening presentation - CAPFITOGEN workshops
Opening presentation - CAPFITOGEN workshopsOpening presentation - CAPFITOGEN workshops
Opening presentation - CAPFITOGEN workshops
 
Presentation4 - ColNucleo & FIGS_R tools
Presentation4 - ColNucleo & FIGS_R toolsPresentation4 - ColNucleo & FIGS_R tools
Presentation4 - ColNucleo & FIGS_R tools
 
Presentation3 - Representa & DIVmapas tools
Presentation3 - Representa & DIVmapas toolsPresentation3 - Representa & DIVmapas tools
Presentation3 - Representa & DIVmapas tools
 
Presentation1 - Basis of application of Ecogeography in PGR
Presentation1 - Basis of application of Ecogeography in PGRPresentation1 - Basis of application of Ecogeography in PGR
Presentation1 - Basis of application of Ecogeography in PGR
 
Presentation5 - Installation and use
Presentation5 - Installation and usePresentation5 - Installation and use
Presentation5 - Installation and use
 
Presentación 5 - Instalación y Uso - Taller Regional
Presentación 5 - Instalación y Uso - Taller RegionalPresentación 5 - Instalación y Uso - Taller Regional
Presentación 5 - Instalación y Uso - Taller Regional
 
Presentación 4 - ColNucleo, FIGS_R - Taller Regional
Presentación 4 - ColNucleo, FIGS_R - Taller RegionalPresentación 4 - ColNucleo, FIGS_R - Taller Regional
Presentación 4 - ColNucleo, FIGS_R - Taller Regional
 
Presentación 3 - Representa, DIVmapas - Taller Regional
 Presentación 3 - Representa, DIVmapas - Taller Regional Presentación 3 - Representa, DIVmapas - Taller Regional
Presentación 3 - Representa, DIVmapas - Taller Regional
 
Presentación 2 - GEOQUAL, ELCmapas, ECOGEO - Taller Regional
Presentación 2 - GEOQUAL, ELCmapas, ECOGEO - Taller RegionalPresentación 2 - GEOQUAL, ELCmapas, ECOGEO - Taller Regional
Presentación 2 - GEOQUAL, ELCmapas, ECOGEO - Taller Regional
 
Presentación 1 - Bases Ecogeografía - Taller Regional
Presentación 1 - Bases Ecogeografía - Taller RegionalPresentación 1 - Bases Ecogeografía - Taller Regional
Presentación 1 - Bases Ecogeografía - Taller Regional
 
Apertura - Taller Regional
Apertura - Taller RegionalApertura - Taller Regional
Apertura - Taller Regional
 

Último

P4C x ELT = P4ELT: Its Theoretical Background (Kanazawa, 2024 March).pdf
P4C x ELT = P4ELT: Its Theoretical Background (Kanazawa, 2024 March).pdfP4C x ELT = P4ELT: Its Theoretical Background (Kanazawa, 2024 March).pdf
P4C x ELT = P4ELT: Its Theoretical Background (Kanazawa, 2024 March).pdfYu Kanazawa / Osaka University
 
SOLIDE WASTE in Cameroon,,,,,,,,,,,,,,,,,,,,,,,,,,,.pptx
SOLIDE WASTE in Cameroon,,,,,,,,,,,,,,,,,,,,,,,,,,,.pptxSOLIDE WASTE in Cameroon,,,,,,,,,,,,,,,,,,,,,,,,,,,.pptx
SOLIDE WASTE in Cameroon,,,,,,,,,,,,,,,,,,,,,,,,,,,.pptxSyedNadeemGillANi
 
HED Office Sohayok Exam Question Solution 2023.pdf
HED Office Sohayok Exam Question Solution 2023.pdfHED Office Sohayok Exam Question Solution 2023.pdf
HED Office Sohayok Exam Question Solution 2023.pdfMohonDas
 
Protein Structure - threading Protein modelling pptx
Protein Structure - threading Protein modelling pptxProtein Structure - threading Protein modelling pptx
Protein Structure - threading Protein modelling pptxvidhisharma994099
 
Unveiling the Intricacies of Leishmania donovani: Structure, Life Cycle, Path...
Unveiling the Intricacies of Leishmania donovani: Structure, Life Cycle, Path...Unveiling the Intricacies of Leishmania donovani: Structure, Life Cycle, Path...
Unveiling the Intricacies of Leishmania donovani: Structure, Life Cycle, Path...Dr. Asif Anas
 
Optical Fibre and It's Applications.pptx
Optical Fibre and It's Applications.pptxOptical Fibre and It's Applications.pptx
Optical Fibre and It's Applications.pptxPurva Nikam
 
Easter in the USA presentation by Chloe.
Easter in the USA presentation by Chloe.Easter in the USA presentation by Chloe.
Easter in the USA presentation by Chloe.EnglishCEIPdeSigeiro
 
5 charts on South Africa as a source country for international student recrui...
5 charts on South Africa as a source country for international student recrui...5 charts on South Africa as a source country for international student recrui...
5 charts on South Africa as a source country for international student recrui...CaraSkikne1
 
Vani Magazine - Quarterly Magazine of Seshadripuram Educational Trust
Vani Magazine - Quarterly Magazine of Seshadripuram Educational TrustVani Magazine - Quarterly Magazine of Seshadripuram Educational Trust
Vani Magazine - Quarterly Magazine of Seshadripuram Educational TrustSavipriya Raghavendra
 
How to Manage Cross-Selling in Odoo 17 Sales
How to Manage Cross-Selling in Odoo 17 SalesHow to Manage Cross-Selling in Odoo 17 Sales
How to Manage Cross-Selling in Odoo 17 SalesCeline George
 
Prescribed medication order and communication skills.pptx
Prescribed medication order and communication skills.pptxPrescribed medication order and communication skills.pptx
Prescribed medication order and communication skills.pptxraviapr7
 
Patient Counselling. Definition of patient counseling; steps involved in pati...
Patient Counselling. Definition of patient counseling; steps involved in pati...Patient Counselling. Definition of patient counseling; steps involved in pati...
Patient Counselling. Definition of patient counseling; steps involved in pati...raviapr7
 
How to Make a Field read-only in Odoo 17
How to Make a Field read-only in Odoo 17How to Make a Field read-only in Odoo 17
How to Make a Field read-only in Odoo 17Celine George
 
Slides CapTechTalks Webinar March 2024 Joshua Sinai.pptx
Slides CapTechTalks Webinar March 2024 Joshua Sinai.pptxSlides CapTechTalks Webinar March 2024 Joshua Sinai.pptx
Slides CapTechTalks Webinar March 2024 Joshua Sinai.pptxCapitolTechU
 
Ultra structure and life cycle of Plasmodium.pptx
Ultra structure and life cycle of Plasmodium.pptxUltra structure and life cycle of Plasmodium.pptx
Ultra structure and life cycle of Plasmodium.pptxDr. Asif Anas
 
AUDIENCE THEORY -- FANDOM -- JENKINS.pptx
AUDIENCE THEORY -- FANDOM -- JENKINS.pptxAUDIENCE THEORY -- FANDOM -- JENKINS.pptx
AUDIENCE THEORY -- FANDOM -- JENKINS.pptxiammrhaywood
 
CHUYÊN ĐỀ DẠY THÊM TIẾNG ANH LỚP 11 - GLOBAL SUCCESS - NĂM HỌC 2023-2024 - HK...
CHUYÊN ĐỀ DẠY THÊM TIẾNG ANH LỚP 11 - GLOBAL SUCCESS - NĂM HỌC 2023-2024 - HK...CHUYÊN ĐỀ DẠY THÊM TIẾNG ANH LỚP 11 - GLOBAL SUCCESS - NĂM HỌC 2023-2024 - HK...
CHUYÊN ĐỀ DẠY THÊM TIẾNG ANH LỚP 11 - GLOBAL SUCCESS - NĂM HỌC 2023-2024 - HK...Nguyen Thanh Tu Collection
 
How to Show Error_Warning Messages in Odoo 17
How to Show Error_Warning Messages in Odoo 17How to Show Error_Warning Messages in Odoo 17
How to Show Error_Warning Messages in Odoo 17Celine George
 
Clinical Pharmacy Introduction to Clinical Pharmacy, Concept of clinical pptx
Clinical Pharmacy  Introduction to Clinical Pharmacy, Concept of clinical pptxClinical Pharmacy  Introduction to Clinical Pharmacy, Concept of clinical pptx
Clinical Pharmacy Introduction to Clinical Pharmacy, Concept of clinical pptxraviapr7
 

Último (20)

P4C x ELT = P4ELT: Its Theoretical Background (Kanazawa, 2024 March).pdf
P4C x ELT = P4ELT: Its Theoretical Background (Kanazawa, 2024 March).pdfP4C x ELT = P4ELT: Its Theoretical Background (Kanazawa, 2024 March).pdf
P4C x ELT = P4ELT: Its Theoretical Background (Kanazawa, 2024 March).pdf
 
Finals of Kant get Marx 2.0 : a general politics quiz
Finals of Kant get Marx 2.0 : a general politics quizFinals of Kant get Marx 2.0 : a general politics quiz
Finals of Kant get Marx 2.0 : a general politics quiz
 
SOLIDE WASTE in Cameroon,,,,,,,,,,,,,,,,,,,,,,,,,,,.pptx
SOLIDE WASTE in Cameroon,,,,,,,,,,,,,,,,,,,,,,,,,,,.pptxSOLIDE WASTE in Cameroon,,,,,,,,,,,,,,,,,,,,,,,,,,,.pptx
SOLIDE WASTE in Cameroon,,,,,,,,,,,,,,,,,,,,,,,,,,,.pptx
 
HED Office Sohayok Exam Question Solution 2023.pdf
HED Office Sohayok Exam Question Solution 2023.pdfHED Office Sohayok Exam Question Solution 2023.pdf
HED Office Sohayok Exam Question Solution 2023.pdf
 
Protein Structure - threading Protein modelling pptx
Protein Structure - threading Protein modelling pptxProtein Structure - threading Protein modelling pptx
Protein Structure - threading Protein modelling pptx
 
Unveiling the Intricacies of Leishmania donovani: Structure, Life Cycle, Path...
Unveiling the Intricacies of Leishmania donovani: Structure, Life Cycle, Path...Unveiling the Intricacies of Leishmania donovani: Structure, Life Cycle, Path...
Unveiling the Intricacies of Leishmania donovani: Structure, Life Cycle, Path...
 
Optical Fibre and It's Applications.pptx
Optical Fibre and It's Applications.pptxOptical Fibre and It's Applications.pptx
Optical Fibre and It's Applications.pptx
 
Easter in the USA presentation by Chloe.
Easter in the USA presentation by Chloe.Easter in the USA presentation by Chloe.
Easter in the USA presentation by Chloe.
 
5 charts on South Africa as a source country for international student recrui...
5 charts on South Africa as a source country for international student recrui...5 charts on South Africa as a source country for international student recrui...
5 charts on South Africa as a source country for international student recrui...
 
Vani Magazine - Quarterly Magazine of Seshadripuram Educational Trust
Vani Magazine - Quarterly Magazine of Seshadripuram Educational TrustVani Magazine - Quarterly Magazine of Seshadripuram Educational Trust
Vani Magazine - Quarterly Magazine of Seshadripuram Educational Trust
 
How to Manage Cross-Selling in Odoo 17 Sales
How to Manage Cross-Selling in Odoo 17 SalesHow to Manage Cross-Selling in Odoo 17 Sales
How to Manage Cross-Selling in Odoo 17 Sales
 
Prescribed medication order and communication skills.pptx
Prescribed medication order and communication skills.pptxPrescribed medication order and communication skills.pptx
Prescribed medication order and communication skills.pptx
 
Patient Counselling. Definition of patient counseling; steps involved in pati...
Patient Counselling. Definition of patient counseling; steps involved in pati...Patient Counselling. Definition of patient counseling; steps involved in pati...
Patient Counselling. Definition of patient counseling; steps involved in pati...
 
How to Make a Field read-only in Odoo 17
How to Make a Field read-only in Odoo 17How to Make a Field read-only in Odoo 17
How to Make a Field read-only in Odoo 17
 
Slides CapTechTalks Webinar March 2024 Joshua Sinai.pptx
Slides CapTechTalks Webinar March 2024 Joshua Sinai.pptxSlides CapTechTalks Webinar March 2024 Joshua Sinai.pptx
Slides CapTechTalks Webinar March 2024 Joshua Sinai.pptx
 
Ultra structure and life cycle of Plasmodium.pptx
Ultra structure and life cycle of Plasmodium.pptxUltra structure and life cycle of Plasmodium.pptx
Ultra structure and life cycle of Plasmodium.pptx
 
AUDIENCE THEORY -- FANDOM -- JENKINS.pptx
AUDIENCE THEORY -- FANDOM -- JENKINS.pptxAUDIENCE THEORY -- FANDOM -- JENKINS.pptx
AUDIENCE THEORY -- FANDOM -- JENKINS.pptx
 
CHUYÊN ĐỀ DẠY THÊM TIẾNG ANH LỚP 11 - GLOBAL SUCCESS - NĂM HỌC 2023-2024 - HK...
CHUYÊN ĐỀ DẠY THÊM TIẾNG ANH LỚP 11 - GLOBAL SUCCESS - NĂM HỌC 2023-2024 - HK...CHUYÊN ĐỀ DẠY THÊM TIẾNG ANH LỚP 11 - GLOBAL SUCCESS - NĂM HỌC 2023-2024 - HK...
CHUYÊN ĐỀ DẠY THÊM TIẾNG ANH LỚP 11 - GLOBAL SUCCESS - NĂM HỌC 2023-2024 - HK...
 
How to Show Error_Warning Messages in Odoo 17
How to Show Error_Warning Messages in Odoo 17How to Show Error_Warning Messages in Odoo 17
How to Show Error_Warning Messages in Odoo 17
 
Clinical Pharmacy Introduction to Clinical Pharmacy, Concept of clinical pptx
Clinical Pharmacy  Introduction to Clinical Pharmacy, Concept of clinical pptxClinical Pharmacy  Introduction to Clinical Pharmacy, Concept of clinical pptx
Clinical Pharmacy Introduction to Clinical Pharmacy, Concept of clinical pptx
 

Presentation 4 - SelecVar, ELCmapas and ECOGEO tools