SlideShare a Scribd company logo
Use of the Kerala Bird Atlas to validate analyses that use
eBird Data
o Use less structured eBird data to understand range, abundance
and population trends of India’s birds
Objective
Biases – checklists in 20 km grids
Biases – checklists by month
o eBird data has large biases in space and time (less structured)
o the Atlas provides a unique opportunity to compare statistically
corrected results from non-Atlas eBird data with Atlas data that is
free from spatiotemporal biases; methods can then be finalized
o the previous step is essential as methods may always be open to
criticism until they are validated (using the Atlas).
o is inference from less structured data reliable?
Problems
o Strong correlations
o Use Atlas dry season data to fine tune analytical methods
o Generalised Linear Mixed Models (GLMM)
o p/a ~ log(no. of species) + … + 1|district/hotspot + 1|observer
Calibration of analyses – eBird vs. Kerala Atlas
Calibration of analyses – eBird vs. Kerala Atlas
o the ability to validate methods using structured Atlas data may
provide us with the analytical template to make a first assessment
of the State of India’s Birds.
Validation

More Related Content

What's hot (19)

PPTX
Analysis and Visualisation of Vehicle Emission Data
Mohd Yasar Ahmad
 
PDF
CTR logistic regression
Joseph Duimstra, Ph.D.
 
PDF
A Hybrid Method for Automatic Traffic Control Mechanism
ijcoa
 
PPTX
Visuals & Analysis Planner
Andy Dorn
 
PPT
Item 12a.India
Soils FAO-GSP
 
PDF
PR173 : Automatic Chemical Design Using a Data-Driven Continuous Representati...
Sunghoon Joo
 
PDF
S2P Recipe for Success
Zycus
 
PDF
Reproducible research(1)
건웅 문
 
PDF
A Statewide Archaeological Predictive Model of Pennsylvania: Lessons Learned
Mrecos
 
PDF
Data Management Lab: Session 3 Data Entry Best Practices
IUPUI
 
PDF
AVAA Brochure in English
AvoinTiede
 
PDF
Stochastic Model-Based Analysis of Energy Consumption in a Rail Road Switch ...
Davide Basile
 
PDF
Project TRAIN
Sasa Andrejcenko
 
PDF
BDE ESD Tool - Big Data Met NORWAY Rasmus Benestad
Mandy Vlachogianni
 
PPTX
Geospatial analytics -Spatio-Temporal analysis
Kriti Srivastava
 
PDF
BEST: Dynamic simulation tools for evaluation of biomass supply systems. Olli...
CLIC Innovation Ltd
 
PDF
From Simple Features to Moving Features and Beyond? at OGC Member Meeting, Se...
Anita Graser
 
DOCX
Salient object detection with higher order potentials and learning affinity
I3E Technologies
 
PDF
programming in C
ADITHYAM19
 
Analysis and Visualisation of Vehicle Emission Data
Mohd Yasar Ahmad
 
CTR logistic regression
Joseph Duimstra, Ph.D.
 
A Hybrid Method for Automatic Traffic Control Mechanism
ijcoa
 
Visuals & Analysis Planner
Andy Dorn
 
Item 12a.India
Soils FAO-GSP
 
PR173 : Automatic Chemical Design Using a Data-Driven Continuous Representati...
Sunghoon Joo
 
S2P Recipe for Success
Zycus
 
Reproducible research(1)
건웅 문
 
A Statewide Archaeological Predictive Model of Pennsylvania: Lessons Learned
Mrecos
 
Data Management Lab: Session 3 Data Entry Best Practices
IUPUI
 
AVAA Brochure in English
AvoinTiede
 
Stochastic Model-Based Analysis of Energy Consumption in a Rail Road Switch ...
Davide Basile
 
Project TRAIN
Sasa Andrejcenko
 
BDE ESD Tool - Big Data Met NORWAY Rasmus Benestad
Mandy Vlachogianni
 
Geospatial analytics -Spatio-Temporal analysis
Kriti Srivastava
 
BEST: Dynamic simulation tools for evaluation of biomass supply systems. Olli...
CLIC Innovation Ltd
 
From Simple Features to Moving Features and Beyond? at OGC Member Meeting, Se...
Anita Graser
 
Salient object detection with higher order potentials and learning affinity
I3E Technologies
 
programming in C
ADITHYAM19
 

Similar to How Bird Atlas Data is getting used (15)

PDF
thesis_presentation
Jun Yu
 
PPTX
Keynote Speaker 1 - Data Intensive Challenges in Biodiversity Conservation: a...
TERN Australia
 
PDF
Isec july2 h1_solymos
Peter Solymos
 
PPTX
Kasaragod Bird Monitoring Meet July 2019
Maxim Rodrigues
 
PPTX
Kerala Bird Atlas
Praveen Jayadevan
 
PPTX
Kerala bird monitoring workshop - Winter session
Praveen Jayadevan
 
PPTX
Kasaragod Bird Atlas: Overview 2017-2018
Maxim Rodrigues
 
PPTX
World of Citizen Science Maxim Rodrigues Kollanagana
Maxim Rodrigues
 
DOCX
DATA-DEPENDENT MODELS OF SPECIES-HABITAT RELATIONSHIPS D. Todd ...
butest
 
DOCX
DATA-DEPENDENT MODELS OF SPECIES-HABITAT RELATIONSHIPS D. Todd ...
butest
 
PDF
Bird Studies Canada
Cybera Inc.
 
PPTX
KBM 5th july 2020, Kasaragod Birders
Maxim Rodrigues
 
PDF
Kasaragod Bird Atlas
Praveen Jayadevan
 
PDF
Project Bird species The OrdwayBirds data frame is a histor.pdf
abdulahmad786
 
PPTX
Kerala Bird Monitoring Workshop 2022
Praveen Jayadevan
 
thesis_presentation
Jun Yu
 
Keynote Speaker 1 - Data Intensive Challenges in Biodiversity Conservation: a...
TERN Australia
 
Isec july2 h1_solymos
Peter Solymos
 
Kasaragod Bird Monitoring Meet July 2019
Maxim Rodrigues
 
Kerala Bird Atlas
Praveen Jayadevan
 
Kerala bird monitoring workshop - Winter session
Praveen Jayadevan
 
Kasaragod Bird Atlas: Overview 2017-2018
Maxim Rodrigues
 
World of Citizen Science Maxim Rodrigues Kollanagana
Maxim Rodrigues
 
DATA-DEPENDENT MODELS OF SPECIES-HABITAT RELATIONSHIPS D. Todd ...
butest
 
DATA-DEPENDENT MODELS OF SPECIES-HABITAT RELATIONSHIPS D. Todd ...
butest
 
Bird Studies Canada
Cybera Inc.
 
KBM 5th july 2020, Kasaragod Birders
Maxim Rodrigues
 
Kasaragod Bird Atlas
Praveen Jayadevan
 
Project Bird species The OrdwayBirds data frame is a histor.pdf
abdulahmad786
 
Kerala Bird Monitoring Workshop 2022
Praveen Jayadevan
 
Ad

More from Praveen Jayadevan (14)

PDF
Kerala Bird Monitoring Meet 2023 Introduction.pdf
Praveen Jayadevan
 
PPTX
Redlist of Birds of Kerala
Praveen Jayadevan
 
PPT
Threatened Birds & IBA Network of Kerala
Praveen Jayadevan
 
PDF
Trends in marine bird monitoring in india
Praveen Jayadevan
 
PDF
Birding Gaps in India by Mittal Gala
Praveen Jayadevan
 
PDF
Kerala Bird Monitoring 2019
Praveen Jayadevan
 
PDF
Kerala Bird monitoring Meet 2018
Praveen Jayadevan
 
PPSX
Heronries of Kerala 2016
Praveen Jayadevan
 
PDF
Asian Waterbird Census in Kerala: 2017
Praveen Jayadevan
 
PPSX
eBird Outreach
Praveen Jayadevan
 
PDF
eBird Analysis Tools
Praveen Jayadevan
 
PDF
Great Backyard Bird Count, Onam Bird Count, Endemic Bird Day- in Kerala
Praveen Jayadevan
 
PDF
Kannur Bird Atlas
Praveen Jayadevan
 
PDF
Kerala bird atlas
Praveen Jayadevan
 
Kerala Bird Monitoring Meet 2023 Introduction.pdf
Praveen Jayadevan
 
Redlist of Birds of Kerala
Praveen Jayadevan
 
Threatened Birds & IBA Network of Kerala
Praveen Jayadevan
 
Trends in marine bird monitoring in india
Praveen Jayadevan
 
Birding Gaps in India by Mittal Gala
Praveen Jayadevan
 
Kerala Bird Monitoring 2019
Praveen Jayadevan
 
Kerala Bird monitoring Meet 2018
Praveen Jayadevan
 
Heronries of Kerala 2016
Praveen Jayadevan
 
Asian Waterbird Census in Kerala: 2017
Praveen Jayadevan
 
eBird Outreach
Praveen Jayadevan
 
eBird Analysis Tools
Praveen Jayadevan
 
Great Backyard Bird Count, Onam Bird Count, Endemic Bird Day- in Kerala
Praveen Jayadevan
 
Kannur Bird Atlas
Praveen Jayadevan
 
Kerala bird atlas
Praveen Jayadevan
 
Ad

Recently uploaded (20)

PPTX
Slide pack for insights on cases delivered to Catchment Groups
ferenipeti
 
PPTX
Kamaraj | PPT https://share.google/YQdH7cCYVgCN6JiVs
geolinegeorge2005
 
PPTX
Slide pack for insights and cases delivered to Iwi and Hapū
ferenipeti
 
PPTX
MY BEAUTIFUL CPP NALCO ANGUL ODISHA.pptx
santosh27161
 
PDF
Tandem training modules (tester first draft).pdf
nataschang1
 
PPTX
Slide pack from Regional Council Webinar
ferenipeti
 
PPTX
办理流程德国毕业证范本萨尔音乐和戏剧学院水印成绩单HfM Saar学生证
Taqyea
 
PPTX
原版澳洲拉筹伯大学毕业证(LTU毕业证书)如何办理
Taqyea
 
PDF
NRE 323 Temperature of the Two Lake Slideshows
RowanSales
 
PPTX
El Servicio de Control de Inmigración y Aduanas de los Estados Unidos ​ es un...
Arturo Quiroz
 
PPTX
WELCOME TO OUR CLASS ORIENTATION [Autosaved].pptx
RemelynRodrigo
 
PDF
INDUS VALLEY SCHOOL OF ART AND ARCHITECTURE
shahid4405027
 
PPTX
Aquatic_Ecosystem_Presentation_Shubh.pptx
shubhpandya2009
 
PDF
Comparing Beech Fork Lake and Ritter Park
RowanSales
 
PPTX
LAOCATOION OF ANDAMAN AND NICOBAR ISLAND.pptx
dhruvverma923543
 
PPTX
AIR POLLUTION FOR SCIENCE 5TH 2021 LELVIS.pptx
lelviscastellanos
 
PDF
Documentoquesetratadealgoimportanted.pdf
LEIDYYOHANAFLOREZGOM1
 
PDF
UKPABIA COLLINS PORTFOLIO 2021_REDUCED FILE SIZE.pdf
Collins Ukpabia
 
PDF
Willka Pacha Experience offers life-changing retreats in the heart of Cusco
Willka Pacha Experience
 
PPTX
weather (1).pptx
AmgadMaher5
 
Slide pack for insights on cases delivered to Catchment Groups
ferenipeti
 
Kamaraj | PPT https://share.google/YQdH7cCYVgCN6JiVs
geolinegeorge2005
 
Slide pack for insights and cases delivered to Iwi and Hapū
ferenipeti
 
MY BEAUTIFUL CPP NALCO ANGUL ODISHA.pptx
santosh27161
 
Tandem training modules (tester first draft).pdf
nataschang1
 
Slide pack from Regional Council Webinar
ferenipeti
 
办理流程德国毕业证范本萨尔音乐和戏剧学院水印成绩单HfM Saar学生证
Taqyea
 
原版澳洲拉筹伯大学毕业证(LTU毕业证书)如何办理
Taqyea
 
NRE 323 Temperature of the Two Lake Slideshows
RowanSales
 
El Servicio de Control de Inmigración y Aduanas de los Estados Unidos ​ es un...
Arturo Quiroz
 
WELCOME TO OUR CLASS ORIENTATION [Autosaved].pptx
RemelynRodrigo
 
INDUS VALLEY SCHOOL OF ART AND ARCHITECTURE
shahid4405027
 
Aquatic_Ecosystem_Presentation_Shubh.pptx
shubhpandya2009
 
Comparing Beech Fork Lake and Ritter Park
RowanSales
 
LAOCATOION OF ANDAMAN AND NICOBAR ISLAND.pptx
dhruvverma923543
 
AIR POLLUTION FOR SCIENCE 5TH 2021 LELVIS.pptx
lelviscastellanos
 
Documentoquesetratadealgoimportanted.pdf
LEIDYYOHANAFLOREZGOM1
 
UKPABIA COLLINS PORTFOLIO 2021_REDUCED FILE SIZE.pdf
Collins Ukpabia
 
Willka Pacha Experience offers life-changing retreats in the heart of Cusco
Willka Pacha Experience
 
weather (1).pptx
AmgadMaher5
 

How Bird Atlas Data is getting used

  • 1. Use of the Kerala Bird Atlas to validate analyses that use eBird Data
  • 2. o Use less structured eBird data to understand range, abundance and population trends of India’s birds Objective
  • 3. Biases – checklists in 20 km grids
  • 5. o eBird data has large biases in space and time (less structured) o the Atlas provides a unique opportunity to compare statistically corrected results from non-Atlas eBird data with Atlas data that is free from spatiotemporal biases; methods can then be finalized o the previous step is essential as methods may always be open to criticism until they are validated (using the Atlas). o is inference from less structured data reliable? Problems
  • 6. o Strong correlations o Use Atlas dry season data to fine tune analytical methods o Generalised Linear Mixed Models (GLMM) o p/a ~ log(no. of species) + … + 1|district/hotspot + 1|observer Calibration of analyses – eBird vs. Kerala Atlas
  • 7. Calibration of analyses – eBird vs. Kerala Atlas
  • 8. o the ability to validate methods using structured Atlas data may provide us with the analytical template to make a first assessment of the State of India’s Birds. Validation

Editor's Notes

  • #3: Compare inference from structured and unstructured data, start with a European (non-eBird) case study to illustrate a point
  • #4: Biases in space
  • #5: Biases in time
  • #6: Compare inference from structured and unstructured data, start with a European (non-eBird) case study to illustrate a point