Standardised Recording. Tim Rich

Size: px
Start display at page:

Download "Standardised Recording. Tim Rich"

Transcription

1 Standardised Recording Tim Rich

2 Dot maps have been used for 50+ years for phytogeography, ecology and conservation What do these maps tell us about the species? Atlas of British flora, 1962

3 Biological records are widely collected and used, but several major problems: Most records collected on an ad hoc basis, often in squares of different sizes Predominantly by volunteers, who vary in expertise (as do professionals) Different methods used to collect data Amount of time and effort per square/site/record varies enormously Little or no information available about how records were collected Recording is not comprehensive, so only getting a sample Results in records which are biased in space, time and taxonomy Shropshire Flora, Sinker et al. 1985

4 What can we conclude about distribution and abundance of pollinators in SE Wales from these data? No. butterfly records No. hoverfly records Source: TACP (2015). Green infrastructure action plan for pollinators in South-east Wales. Report to Monmouthshire County Council on behalf of Monmouthshire County Council and Blaenau Gwent, Caerphilly and Torfaen County Borough Councils December TACP UK Ltd.

5 Interpretation of time: Lesser Twayblade, Neottia (Listera) cordata Atlas of British flora, 1962 Open circles pre 1930 Closed circles New Atlas, 2000: Dark blue Light blue Pale blue pre 1950.

6 BSBI Monitoring Scheme Sampled systematically 1 in 9 squares Aimed to compare against Atlas of British flora data Collected recording data (time, route, who etc) Have REAL data, but first look at theory 71 squares with records Assume STABLE distribution Survey 1, Random 50% coverage Survey 2, Random 50% coverage

7 Two surveys combined into one map Survey 1, 50% coverage Survey 2, 50% coverage 2 nd survey 1 st survey only apparent 36% decline?

8 BSBI Monitoring Scheme (actual data) both surveys O (49% coverage) (56% coverage) Actual no. records : 47 records : 48 records Conclusion: No decline And when revisited 8 old squares, refound immediately in 6, and commented likely still to be present in the other 2

9 Cotswold Pennycress, Noccaea (Thlaspi) perfoliatum = native o = native pre-1987 x = alien total 45 native sites in 9 squares by 1996 only 9 sites left (80% decline) (Rich, Biodiversity and Conservation 7: 915 (1998))

10 What is happening to Thlaspi? plot number of records for each year; hard to interpret 12 trend line 10 8 Number of records Year

11 Number of records per decade Number of records Decade all trendlines show Thlaspi is increasing, yet we know it is decreasing number of records is NOT a good measure of frequency

12 Taxonomic bias e.g. Taraxacum duplidentifrons One of commonest species in north and west Walter Scott Olga Stewart John Richards Chris Haworth Andrew Dudman Tom Edmondson Mike Porter Trevor Evans Len Margetts BSBI Taraxacum handbook

13 Correlation with specialist recorders Carex hostiana x viridula

14 Records can depend on which taxa are listed on the record cards, eg apples All records for Malus agg (includes crab and domestic apple) Records for crab apple only Recording cards listing crab apple

15 Relative frequency Relative frequency Relative frequency Seasonal variation in recording All records Month Trifolium repens Month Town hall clock Adoxa moschatellina Graphs from BSBI Monitoring Scheme data, total 985,000 records Month

16 Relative frequency Autumn Lady s tresses 45 Spiranthes spiralis Month Yet rosettes present October to July December 2016, Dawlish

17 Relative frequency Relative frequency Lords and Ladies Arum maculatum Month Mistletoe Viscum album Month

18 So many sources of variation in records, varying between good and bad Recorders Organisms Methods The fewer the recorders and the more species, the worse the bias gets (e.g. birds>mammals>plants>butterflies & moths>tardigrades) Not so much a criticism of recorders, more of how we organise them

19 Quantifying sources of variation: Midhurst, West Sussex recording weekend 1992 Results 4 tetrads selected (good access, varied) 29 volunteers Pairs of botanists sent to tetrads 2.5 hours in each Different botanists paired for different tetrads on rotation Recorded all species (critical species lumped) Marked routes on map Noted habitats recorded Overall: 41 cards completed (+1 rejected) 634 plants recorded (88 other species have previously been recorded) 7254 records (12 errors) No. species recorded varied from 69 to 257 Rich, T. C. G. & Smith, P. A. (1996). Watsonia 21:

20 Records show classic Jaccard distribution, with few common species and many rarer ones 5 species recorded on every card (eg Nettle Urtica dioica) 155 recorded only once (24%) All cards contributed some unique species Cumulative number of species Note even after 100 hours recording the number of species is still going up (=Jaccard rare species)

21 Results by tetrad Tetrad K selected as relatively poor, but not significantly different from other tetrads overall Tetrad K L Q R No. cards No. records Mean distance walked (km) Mean no. habitats recorded Mean no. species recorded Total no. species recorded Mean % of tetrad list 39% 42% 44% 46% Iping Common, tetrad K, relatively species-poor heathland

22 So why does the number of species recorded vary from 69 to 257? Does number of species correlate with number of habitats? Yes, r 2 =0.22, P=0.005

23 Does number of species correlate with length of route (a measure of area covered)? Yes, r 2 =0.148, P=0.017 (no. habitats recorded and length of route recorded are also related) On average only 6% of routes were in common between pairs of cards (range 0-23%) - people pick their own routes

24 How about with recorders? Graded each from 1 (basic) to 5 (expert) and summed score for each card Yes, r 2 =0.506, P<0.001 Conclusion: biggest factor by far in variation in recording is the quality of botanist, despite survey design to minimise it

25 Recommendations to improve the quality of the basic data: 1. improve the recording ability of the botanists (training) 2. visit many different areas rather than concentrate on one area 3. aim for even coverage by recording for the same number of hours or having the same number of visits in each tetrad 4. aim to visit all habitats 5. ensure adequate seasonal coverage

26 Put into practice in demonstration project: Flora of Ashdown Forest (Rich et al 1996) 71 1-km squares in East Sussex (home of Winnie the Poo) Central core heathland, edges rivers/farmland/woodland (some 1987 data) Aim for 10 hrs by different botanists in each square Lots of training/recording meetings Kept track of recording data Free to download!

27 Looks exactly like any other flora, but the maps reflect the plants, not the botanists

28 Results - species 916 species recorded in total 734 species used in analysis (excludes critical species, hybrids etc.) 241 species on average/1-km square (mean 4 species added in 1.7 hours afterwards, so not comprehensive) Standard Jaccard distribution (194 species (21%) in 1 square, 34 (4%) in every square)

29 Habitats recorded 97% habitats recorded Habitats unrecorded generally on private land outside forest boundary Habitat recorded Not recorded

30 Recording information No. visits No. botanists

31 Seasonal recording Time (hours) Mean 11 hrs

32 ANALYSIS No correlations of species diversity with time (hours) recording (r 2 =0.201, p>0.05)

33 No correlation with no. of different botanists r 2 =-0.059, p>0.1) Small correlation of species richness with number of visits (r 2 =0.32, p=0.02), relates to random selection of different areas to record (species are often clustered)

34 No correlation with % square recorded (access not available to all land, especially at edges) r 2 =-0.19, p>0.1) Very strong correlation between species diversity and no. habitats (r 2 =0.43, p<0.001)

35 Multivariate analysis Recording data: Bit mixed, no clear pattern Environment data: Strong difference between edges and centre Species data: Strong difference between edges and centre

36 So Flora of Ashdown Forest shows standardised recording is practical Maps reflect the distributions of the plants, not the botanists Can reliably correlate distribution data against environmental variables Relative frequencies (e.g. rare, common) are reliable Survey can be repeated reliably in the future using same methods

37 Summary Recording bias arising from recorders, organisms and methods Extent of bias varies with different species and areas Extent of bias is virtually impossible to know or quantify Most recording is sampling and should be treated as such Metadata setting out how records were collected/sampled rarely given Bias posses serious limitations on way records can be used, and is largely ignored The implications We need to structure recording much more systematically preferably organised more centrally so records can be used for more things Many methods developed to correct for bias (eg Botts et al. 2012), but most fairly poor quality, giving only relative not absolute answers Much biological recording data limited by lack of meta-data describing the sampling process, and lack of reference data to allow for standardization (Bird et al. 2013).

38 Further reading Bird, T.J., et al. (2013). Statistical solutions for error and bias in global citizen science datasets. Biological Conservation Botts, E. A., Erasmus, B. F. N. & Alexander, G. J. (2012). Methods to detect species range size change from biological atlas data: A comparison using the South African Frog Atlas Project. Biological Conservation 146: Rich, T. C. G. (1997). Is ad hoc good enough? Transactions of the Suffolk Naturalists Society 14: Rich, T. C. G. (1998). Squaring the circles - bias in distribution maps. British Wildlife 9(4): Rich, T. C. G. & Smith, P. A. (1996). Botanical recording, distribution maps and species frequency. Watsonia 21: Rich, T. C. G. & Woodruff, E. R. (1992). Recording bias in botanical surveys. Watsonia 19: Rich, T. C. G., Donovan, P., Harmes, P., Knapp, A., McFarlane, M., Marrable, C., Muggeridge, N., Nicholson, R., Reader, M., Reader, P., Rich, E. & White, P. (1996). Flora of Ashdown Forest. Sussex Botanical Recording Society, East Grinstead.

Botanical recording, distribution maps and species frequency

Botanical recording, distribution maps and species frequency Watsonia 21: 155167 (1996) 155 Botanical recording, distribution maps and species frequency T C G RICH The Annex, Newgale Farm, Priory Road, Forest Row, ast Sussex, RH185JD and P A SMITH Univ,ersity of

More information

Butterfly Report

Butterfly Report Butterfly Report 2012-2014 Why Butterflies are Important Butterflies are one of the UK s most threatened wildlife groups with three-quarters of the species declining either in distribution or population

More information

FRIENDLY MONMOUTHSHIRE

FRIENDLY MONMOUTHSHIRE BEE FRIENDLY MONMOUTHSHIRE POLLINATORS ARE IN TROUBLE! Flowers need pollen from other flowers of the same species to produce seed and reproduce. Bees, hoverflies, butterflies and other pollinator insects

More information

Bryophytes of Glamorgan. George Tordoff

Bryophytes of Glamorgan. George Tordoff Bryophytes of Glamorgan George Tordoff A bit of history 1991-1994 bryophyte atlas (3 vols) published by BBS. Hectad (10km square) scale. At this time, Glamorgan was the best recorded county in South Wales.

More information

DATA and KNOWLEDGE INFRASTRUCTURE ANALYTICS, KNOWLEDGE DISSEMINATION

DATA and KNOWLEDGE INFRASTRUCTURE ANALYTICS, KNOWLEDGE DISSEMINATION DATA and KNOWLEDGE INFRASTRUCTURE ANALYTICS, KNOWLEDGE DISSEMINATION Contributors from multiple sectors add to Map of Life Consumers use Map of Life knowledge for societal needs BUT TO PROPERLY USE THESE

More information

SIF_7.1_v2. Indicator. Measurement. What should the measurement tell us?

SIF_7.1_v2. Indicator. Measurement. What should the measurement tell us? Indicator 7 Area of natural and semi-natural habitat Measurement 7.1 Area of natural and semi-natural habitat What should the measurement tell us? Natural habitats are considered the land and water areas

More information

1. Introduction and Countryside Survey Methodology

1. Introduction and Countryside Survey Methodology Field mapping CEH 1. Introduction and Countryside Survey Methodology Countryside Survey is a unique study of the natural resources of the countryside. The survey has been carried out in the UK at intervals

More information

CHAPTER 7 PRODUCT USE AND AVAILABILITY

CHAPTER 7 PRODUCT USE AND AVAILABILITY CHAPTER 7 PRODUCT USE AND AVAILABILITY Julie Prior-Magee Photo from SWReGAP Training Site Image Library Recommended Citation Prior-Magee, J.S. 2007. Product use and availability. Chapter 7 in J.S. Prior-Magee,

More information

A virtual world comic book by Andrew oleksiuk

A virtual world comic book by Andrew oleksiuk A virtual world comic book by Andrew oleksiuk My name is Ti...... And I Am A mermaid. A mermaid who lives in the chicago river. really. The Chicago River has always been an important waterway...... linking

More information

Barcode UK: saving plants and pollinators using DNA barcoding

Barcode UK: saving plants and pollinators using DNA barcoding Barcode UK: saving plants and pollinators using DNA barcoding Natasha de Vere National Botanic Garden of Wales Gwyddoniaeth yng Ngardd Cymru Science @ the Garden of Wales Cefnogi planhigion, peillwyr a

More information

Marsh Club-moss Lycopodiella inundatum at Stedham and Iping Commons Graeme Lyons January 2013

Marsh Club-moss Lycopodiella inundatum at Stedham and Iping Commons Graeme Lyons January 2013 Marsh Club-moss Lycopodiella inundatum at Stedham and Iping Commons Graeme Lyons January 2013 0 - Summary Two specimens of Marsh Club-moss were recorded at Stedham Common on the 30 th May 2012, the first

More information

Sampling. Where we re heading: Last time. What is the sample? Next week: Lecture Monday. **Lab Tuesday leaving at 11:00 instead of 1:00** Tomorrow:

Sampling. Where we re heading: Last time. What is the sample? Next week: Lecture Monday. **Lab Tuesday leaving at 11:00 instead of 1:00** Tomorrow: Sampling Questions Define: Sampling, statistical inference, statistical vs. biological population, accuracy, precision, bias, random sampling Why do people use sampling techniques in monitoring? How do

More information

Morgan County School District Re-3 Revised Nov. 2007

Morgan County School District Re-3 Revised Nov. 2007 Morgan County School District Re-3 Revised Nov. 2007 Science Kindergarten August Classifying Objects S.(2.1) Examining, describing, classifying, and comparing tangible objects in terms of common physical

More information

20 Common Urban Plants in Ireland

20 Common Urban Plants in Ireland 20 Common Urban Plants in Ireland Leaflet produced by Phoebe O'Brien based on species seen during a Heritage Week walk in August 2017 Annual Meadow-grass (Poa annua) The small Annual Meadow-grass has white

More information

Motivation for project:

Motivation for project: Motivation for project: Shale Gas exploration and development requested of government by Oil Companies. Shale Gas Development Strategic Environment Assessment (SGD SEA) commissioned by DEA Biodiversity

More information

Church Hill and Wain s Hill Butterfly Transect 2017

Church Hill and Wain s Hill Butterfly Transect 2017 Church Hill and Wain s Hill Butterfly Transect 2017 1. Introduction Many thanks to all who contributed again this year and helped to create a 100% record for the transect on Poets Walk. Angela Slotte,

More information

The importance of the Kappi area in the Gunung Leuser National Park and further support for its current core area status

The importance of the Kappi area in the Gunung Leuser National Park and further support for its current core area status The importance of the Kappi area in the Gunung Leuser National Park and further support for its current core area status The results of a recent report entitled ~ Harmonization study into renewable energy

More information

Florida Friendly Landscapes?

Florida Friendly Landscapes? Florida Friendly Landscapes? Backyards as Habitats Ecology Concepts Ecosystem interacting network of living and non-living components Community association of different species living and interacting in

More information

ACRONYMS AREAS COUNTRIES MARINE TERMS

ACRONYMS AREAS COUNTRIES MARINE TERMS Natura 2000 ACRONYMS AREAS COUNTRIES MARINE TERMS DEFINITION A European network of protected sites under the European Habitats and Birds Directives, aiming to protect the most valuable and threatened European

More information

Further Notes on Orchis purpurea Herbivory and Conservation Alfred Gay

Further Notes on Orchis purpurea Herbivory and Conservation Alfred Gay Further Notes on Orchis purpurea Herbivory and Conservation Alfred Gay In the January 2012 edition of the Journal of the Hardy Orchid Society, David Johnson and Mike Gasson (Johnson, 2012; Gasson, 2012)

More information

FIELDWORK FOR ATLAS 2020 A BEGINNERS GUIDE TO RECORDING

FIELDWORK FOR ATLAS 2020 A BEGINNERS GUIDE TO RECORDING FIELDWORK FOR ATLAS 2020 A BEGINNERS GUIDE TO RECORDING The first edition of this guide was produced in 1996 for the Atlas 2000 project. Technology has moved on a bit since then and some plant names have

More information

Comparing losses and gains in biodiversity: Lessons learnt from HS2 Phase One

Comparing losses and gains in biodiversity: Lessons learnt from HS2 Phase One Comparing losses and gains in biodiversity: Lessons learnt from HS2 Phase One John Simmons (URS) & David Collins (HS2 Ltd) IEEM Spring Conference, Birmingham 18 th March 2014 Environmental Overview Consultants

More information

This material is contributed by David Giblin. It is a great introduction about the UW herbarium research, but contents of this presentation will be

This material is contributed by David Giblin. It is a great introduction about the UW herbarium research, but contents of this presentation will be This material is contributed by David Giblin. It is a great introduction about the UW herbarium research, but contents of this presentation will be on the lecture exam. Floristics Research at the University

More information

Butterfly Monitoring at North Dam Meadows, Hanningfield.

Butterfly Monitoring at North Dam Meadows, Hanningfield. Butterfly Monitoring at North Dam Meadows, Hanningfield. 1. Introduction Butterflies act as environmental indicators, being sensitive to changes in climate and habitat. Having short life cycles and high

More information

Pea Patch Pollination Game

Pea Patch Pollination Game Pea Patch Pollination Game Classroom Activity: 5-8 Time: One 45-60-minute class period Overview: In this activity, students play a simulation game modeling changes in a plant population (a Pea Patch) caused

More information

Quantitative Methods Geography 441. Course Requirements

Quantitative Methods Geography 441. Course Requirements Quantitative Methods Geography 441 Course Requirements Equipment: 1. Calculator with statistical functions 2. Three-ring binder 3. A thumb dive 4. Textbook: Statistical Methods for Geography. By Peter

More information

RESPONSE FORM Infraspecific Taxon Protocol. Infraspecific Taxon: Resident Species: Requestor Name and Affiliation: ITP Completed by:

RESPONSE FORM Infraspecific Taxon Protocol. Infraspecific Taxon: Resident Species: Requestor Name and Affiliation: ITP Completed by: Infraspecific Taxon: Lantana camara UF-1013A-2A Resident Species: Lantana camara Requestor Name and Affiliation: Zhanao Deng, Environ Hort., GCREC, UF ITP Completed by: Deah Lieurance Date ITP started:

More information

1. PURPOSE 2. PERIOD OF PERFORMANCE

1. PURPOSE 2. PERIOD OF PERFORMANCE Statement of Work Herbarium Voucher Collection Land Management Section, Environmental Security Department Marine Corps Installations West Marine Corps Base Camp Pendleton, California 1. PURPOSE The purpose

More information

Insect-eaters. eaters (Insectivores)

Insect-eaters. eaters (Insectivores) Insect-eaters eaters (Insectivores) Insect-eating mammals are called insectivores. In Britain, our wild insectivorous mammals include the hedgehog, water shrew, common shrew, pygmy shrew, greater white-toothed

More information

The Earth's Environment - A Marshy Mystery Stage 2 Geography

The Earth's Environment - A Marshy Mystery Stage 2 Geography The Earth's Environment - A Marshy Mystery Stage 2 Geography Summary This unit is written for Stage 2 "The Earth's Environment". It is a Geographical Inquiry, enabling students to work through the 3 stages

More information

Extinctions of pollinators in Britain and the role of large-scale agricultural changes. Jeff Ollerton University of Northampton

Extinctions of pollinators in Britain and the role of large-scale agricultural changes. Jeff Ollerton University of Northampton Extinctions of pollinators in Britain and the role of large-scale agricultural changes Jeff Ollerton University of Northampton Usual estimate of UK pollinators is 1,500 species. Actual figure probably

More information

Biodiversity indicators for UK habitats: a process for determining species-weightings. Ed Rowe

Biodiversity indicators for UK habitats: a process for determining species-weightings. Ed Rowe Biodiversity indicators for UK habitats: a process for determining species-weightings Ed Rowe Outline Progress with UK model chain What can our models predict? Why weight species? Alternative species weightings

More information

So you want to know your plants...

So you want to know your plants... So you want to know your plants... A guide for future field botanists on... what to do where to go who to ask resources to use BOTANICAL FIELD SKILLS PYRAMID 7 6 5 4 3 2 1 0 Outstanding: a national expert

More information

Patterns of impact of three invasive plant species on freshwater ecosystems

Patterns of impact of three invasive plant species on freshwater ecosystems Patterns of impact of three invasive plant species on freshwater ecosystems Iris Stiers & Ludwig Triest Vrije Universiteit Brussel, Plant Biology and Nature Management, BELGIUM freshwater ecosystem WITHOUT

More information

Death Of Soldiers In Iraq During Gulf War II

Death Of Soldiers In Iraq During Gulf War II Death Of Soldiers In Iraq During Gulf War II The field of reliability is concerned with identifying, predicting, and preventing failures. One way to make reliability obvious is to prepare Crow/AMSAA plots

More information

Willmar Public Schools Curriculum Map

Willmar Public Schools Curriculum Map Subject Area Grade First Grade Date June 2005, reviewed June 2009 Unit Content Standards Addressed Skills/Benchmarks Essential Questions Assessments Unit 1 Here We Are and Our Class Our School Our Families

More information

Resolution XIII.23. Wetlands in the Arctic and sub-arctic

Resolution XIII.23. Wetlands in the Arctic and sub-arctic 13th Meeting of the Conference of the Contracting Parties to the Ramsar Convention on Wetlands Wetlands for a Sustainable Urban Future Dubai, United Arab Emirates, 21-29 October 2018 Resolution XIII.23

More information

NATURE MAPPING JACKSON HOLE.

NATURE MAPPING JACKSON HOLE. NATURE MAPPING JACKSON HOLE www.naturemappingjh.org Nature Mapping Jackson Hole A project of the Meg and Bert Raynes Wildlife Fund and the Jackson Hole Wildlife Foundation Purpose Keep common wildlife

More information

Boise Parks & Recreation 2016 Monarch Report

Boise Parks & Recreation 2016 Monarch Report 2016 Monarch Report M onarch butterfly populations are in decline nationwide and Boise Parks & Recreation (BPR) has stepped up to take action, with the launch of Parks, Monarchs, and Milkweeds. Parks,

More information

Keeping well and healthy when it is really cold

Keeping well and healthy when it is really cold Cold Weather Plan for England 2012 Keeping well and healthy when it is really cold Easy Read version of: Cold Weather Plan for England 2012: Protecting health and reducing harm from severe cold. What

More information

Your web browser (Safari 7) is out of date. For more security, comfort and. the best experience on this site: Update your browser Ignore

Your web browser (Safari 7) is out of date. For more security, comfort and. the best experience on this site: Update your browser Ignore Your web browser (Safari 7) is out of date. For more security, comfort and Activitydevelop the best experience on this site: Update your browser Ignore Rescuing, Relocating, and Rehabilitating Wildlife

More information

Name Block Date. The Quadrat Study: An Introduction

Name Block Date. The Quadrat Study: An Introduction Name Block Date The Quadrat Study: An Introduction A quadrat study can almost be thought of as a snapshot of the ecosystem during a particular year and at a particular time of that year. The plant and

More information

Disentangling spatial structure in ecological communities. Dan McGlinn & Allen Hurlbert.

Disentangling spatial structure in ecological communities. Dan McGlinn & Allen Hurlbert. Disentangling spatial structure in ecological communities Dan McGlinn & Allen Hurlbert http://mcglinn.web.unc.edu daniel.mcglinn@usu.edu The Unified Theories of Biodiversity 6 unified theories of diversity

More information

Acer pseudosieboldianum x palmatum 'IslAJ' Arctic Jade -- Minnesota

Acer pseudosieboldianum x palmatum 'IslAJ' Arctic Jade -- Minnesota Plant Risk Evaluator -- PRE Evaluation Report Acer pseudosieboldianum x palmatum 'IslAJ' Arctic Jade -- Minnesota 2017 Farm Bill PRE Project PRE Score: 2 -- Accept (low risk of invasiveness) Confidence:

More information

Vegetation and Terrestrial Wildlife

Vegetation and Terrestrial Wildlife Vegetation and Terrestrial Wildlife Vegetation Plant Communities Disturbance Unique Communities Wildlife Amphibians and Reptiles Birds Mammals Terrestrial Ecology: Vegetation Goals of vegetation sampling

More information

COMMENTS ON THE CONSERVATION STATUS OF SENECIO VELLEIOIDES (FOREST GROUNDSEL) IN TASMANIA

COMMENTS ON THE CONSERVATION STATUS OF SENECIO VELLEIOIDES (FOREST GROUNDSEL) IN TASMANIA COMMENTS ON THE CONSERVATION STATUS OF SENECIO VELLEIOIDES (FOREST GROUNDSEL) IN TASMANIA Mark Wapstra Environmental Consulting Options Tasmania, 28 Suncrest Avenue, Lenah Valley, Tasmania 7008; mark@ecotas.com.au

More information

using data from systematic surveys

using data from systematic surveys Watsonia, 19,97-105 (1992) 97 A method for predicting the probability of species occurrence using data from systematic surveys M. G. LE DUC, M. O. HILL and T. H. SPARKS Institute of Terrestrial Ecology,

More information

Monitoring of Alliaria petiolata in Kleinstuck Preserve

Monitoring of Alliaria petiolata in Kleinstuck Preserve Monitoring of Alliaria petiolata in Kleinstuck Preserve Ben Cooper Kelsey Hassevoort Neil Matthews-Pennanen Zachary Smith Kalamazoo College, Biology Department June 2009 Introduction Invasive species are

More information

LECTURE 4 PRINCIPAL COMPONENTS ANALYSIS / EXPLORATORY FACTOR ANALYSIS

LECTURE 4 PRINCIPAL COMPONENTS ANALYSIS / EXPLORATORY FACTOR ANALYSIS LECTURE 4 PRINCIPAL COMPONENTS ANALYSIS / EXPLORATORY FACTOR ANALYSIS NOTES FROM PRE- LECTURE RECORDING ON PCA PCA and EFA have similar goals. They are substantially different in important ways. The goal

More information

5.2. Historic heritage. Photo: Vaughan Homestead, Long Bay Regional Park, Auckland. (Source: ARC). Historic heritage

5.2. Historic heritage. Photo: Vaughan Homestead, Long Bay Regional Park, Auckland. (Source: ARC). Historic heritage Photo: Vaughan Homestead, Long Bay Regional Park, Auckland. (Source: ARC). 274 Hazards and heritage Contents 5.2 Introduction 276 monitoring programmes 276 The state of historic heritage 277 Heritage items

More information

Appendix A. Linear Relationships in the Real World Unit

Appendix A. Linear Relationships in the Real World Unit Appendix A The Earth is like a giant greenhouse. The sun s energy passes through the atmosphere and heats up the land. Some of the heat escapes back into space while some of it is reflected back towards

More information

emerge Network: CERC Survey Survey Sampling Data Preparation

emerge Network: CERC Survey Survey Sampling Data Preparation emerge Network: CERC Survey Survey Sampling Data Preparation Overview The entire patient population does not use inpatient and outpatient clinic services at the same rate, nor are racial and ethnic subpopulations

More information

Supporting Online Material for

Supporting Online Material for www.sciencemag.org/cgi/content/full/313/5785/351/dc1 Supporting Online Material for Parallel Declines in Pollinators and Insect-Pollinated Plants in Britain and the Netherlands J. C. Biesmeijer,* S. P.

More information

Fish Passage and Abundance around Grade Control Structures on Incised Streams in Western Iowa

Fish Passage and Abundance around Grade Control Structures on Incised Streams in Western Iowa Fish Passage and Abundance around Grade Control Structures on Incised Streams in Western Iowa John Thomas Hungry Canyons Alliance Mary Culler Iowa State University / Missouri DNR Dimitri Dermisis IIHR

More information

Community Involvement in Research Monitoring Pollinator Populations using Public Participation in Scientific Research

Community Involvement in Research Monitoring Pollinator Populations using Public Participation in Scientific Research Overview Community Involvement in Research Monitoring Pollinator Populations using Public Participation in Scientific Research Public Participation in Scientific Research (PPSR) is a concept adopted by

More information

VALIDATING A SURVEY ESTIMATE - A COMPARISON OF THE GUYANA RURAL FARM HOUSEHOLD SURVEY AND INDEPENDENT RICE DATA

VALIDATING A SURVEY ESTIMATE - A COMPARISON OF THE GUYANA RURAL FARM HOUSEHOLD SURVEY AND INDEPENDENT RICE DATA VALIDATING A SURVEY ESTIMATE - A COMPARISON OF THE GUYANA RURAL FARM HOUSEHOLD SURVEY AND INDEPENDENT RICE DATA David J. Megill, U.S. Bureau of the Census I. Background While attempting to validate survey

More information

Lecture 5. 1 Review (Pairwise Independence and Derandomization)

Lecture 5. 1 Review (Pairwise Independence and Derandomization) 6.842 Randomness and Computation September 20, 2017 Lecture 5 Lecturer: Ronitt Rubinfeld Scribe: Tom Kolokotrones 1 Review (Pairwise Independence and Derandomization) As we discussed last time, we can

More information

Factors that Shape Places Stage 3 Geography

Factors that Shape Places Stage 3 Geography Factors that Shape Places Stage 3 Geography Summary This unit is written for Stage 3 "Factors that shape places". It is a Geographical Inquiry, enabling students to work through the 3 stages of inquiry;

More information

Directorate E: Sectoral and regional statistics Unit E-4: Regional statistics and geographical information LUCAS 2018.

Directorate E: Sectoral and regional statistics Unit E-4: Regional statistics and geographical information LUCAS 2018. EUROPEAN COMMISSION EUROSTAT Directorate E: Sectoral and regional statistics Unit E-4: Regional statistics and geographical information Doc. WG/LCU 52 LUCAS 2018 Eurostat Unit E4 Working Group for Land

More information

Question Expected Answers Mark Additional Guidance 1 (a) spread over wider area / more widespread / bigger range / AW ;

Question Expected Answers Mark Additional Guidance 1 (a) spread over wider area / more widespread / bigger range / AW ; Question Expected Answers Mark Additional Guidance (a) spread over wider area / more widespread / bigger range / AW ; ACCEPT geographical description, e.g. they now live in the South / Wales also but answer

More information

Data Dictionary for Network of Conservation Areas Transcription Reports from the Colorado Natural Heritage Program

Data Dictionary for Network of Conservation Areas Transcription Reports from the Colorado Natural Heritage Program Data Dictionary for Network of Conservation Areas Transcription Reports from the Colorado Natural Heritage Program This Data Dictionary defines terms used in Network of Conservation Areas (NCA) Reports

More information

Bryan F.J. Manly and Andrew Merrill Western EcoSystems Technology Inc. Laramie and Cheyenne, Wyoming. Contents. 1. Introduction...

Bryan F.J. Manly and Andrew Merrill Western EcoSystems Technology Inc. Laramie and Cheyenne, Wyoming. Contents. 1. Introduction... Comments on Statistical Aspects of the U.S. Fish and Wildlife Service's Modeling Framework for the Proposed Revision of Critical Habitat for the Northern Spotted Owl. Bryan F.J. Manly and Andrew Merrill

More information

The Earth Orbits the Sun Student Question Sheet (Advanced)

The Earth Orbits the Sun Student Question Sheet (Advanced) The Earth Orbits the Sun Student Question Sheet (Advanced) Author: Sarah Roberts - Faulkes Telescope Project Introduction This worksheet contains questions and activities which will test your knowledge

More information

Achilles: Now I know how powerful computers are going to become!

Achilles: Now I know how powerful computers are going to become! A Sigmoid Dialogue By Anders Sandberg Achilles: Now I know how powerful computers are going to become! Tortoise: How? Achilles: I did curve fitting to Moore s law. I know you are going to object that technological

More information

Cranford Park CE Primary School. Subject Overview for Geography. Autumn 1 Autumn 2 Spring 1 Spring 2 Summer 1 Summer 2 Title of unit.

Cranford Park CE Primary School. Subject Overview for Geography. Autumn 1 Autumn 2 Spring 1 Spring 2 Summer 1 Summer 2 Title of unit. Autumn 1 Autumn 2 Spring 1 Spring 2 Summer 1 Summer 2 Main Objectives /Skills Main Objectives /Skills Main Objectives /Skills Main Objectives /Skills Main Objectives /Skills Main Objectives /Skills Foundation

More information

Phanerozoic Diversity and Mass Extinctions

Phanerozoic Diversity and Mass Extinctions Phanerozoic Diversity and Mass Extinctions Measuring Diversity John Phillips produced the first estimates of Phanerozoic diversity in 1860, based on the British fossil record Intuitively it seems simple

More information

Central Tendency & Graphs of Data Long-Term Memory Review Grade 7, Standard 5.0 Review 1

Central Tendency & Graphs of Data Long-Term Memory Review Grade 7, Standard 5.0 Review 1 Review 1 1. The is the difference between the largest and smallest values in a set of numerical data. The is the middle value in a set of ordered data. 2. Bob took five tests in math class. His scores

More information

(2) Scientists investigated the diversity of plants in a small area within a forest. The table shows their results. Number of individuals

(2) Scientists investigated the diversity of plants in a small area within a forest. The table shows their results. Number of individuals Q1. (a) What is a species? (b) Scientists investigated the diversity of plants in a small area within a forest. The table shows their results. Plant species Number of individuals Himalayan raspberry 20

More information

Responses of temperate mobile. macroinvertebrates to reef habitat. structure and protection from fishing. Timothy John Alexander, B.Sc.

Responses of temperate mobile. macroinvertebrates to reef habitat. structure and protection from fishing. Timothy John Alexander, B.Sc. Responses of temperate mobile macroinvertebrates to reef habitat structure and protection from fishing Timothy John Alexander, B.Sc. (Hons) Submitted in fulfilment of the requirements for the degree of

More information

Business Statistics. Lecture 9: Simple Regression

Business Statistics. Lecture 9: Simple Regression Business Statistics Lecture 9: Simple Regression 1 On to Model Building! Up to now, class was about descriptive and inferential statistics Numerical and graphical summaries of data Confidence intervals

More information

Geography 3251: Mountain Geography Assignment II: Island Biogeography Theory Assigned: May 22, 2012 Due: May 29, 9 AM

Geography 3251: Mountain Geography Assignment II: Island Biogeography Theory Assigned: May 22, 2012 Due: May 29, 9 AM Names: Geography 3251: Mountain Geography Assignment II: Island Biogeography Theory Assigned: May 22, 2012 Due: May 29, 2012 @ 9 AM NOTE: This lab is a modified version of the Island Biogeography lab that

More information

GENERAL CURRICULUM MULTI-SUBJECT SUBTEST

GENERAL CURRICULUM MULTI-SUBJECT SUBTEST GENERAL CURRICULUM MULTI-SUBJECT SUBTEST SUPPLEMENTAL SAMPLE OPEN-RESPONSE ITEM WITH SAMPLE RESPONSES AND ANALYSES NOTE: This sample open-response item is provided as a supplement to the Test Information

More information

Data Dictionary for Observation Data Transcription Reports from the Colorado Natural Heritage Program

Data Dictionary for Observation Data Transcription Reports from the Colorado Natural Heritage Program Data Dictionary for Observation Data Transcription Reports from the Colorado Natural Heritage Program This Data Dictionary defines terms used in Observation Data Reports exported by the Colorado Natural

More information

BGIS Data Submission Guidelines Sediqa Khatieb Biodiversity Planning Forum May 2013

BGIS Data Submission Guidelines Sediqa Khatieb Biodiversity Planning Forum May 2013 BGIS Data Submission Guidelines Sediqa Khatieb Biodiversity Planning Forum May 2013 Statistics - 12 months TEXT File No. of Downloads 1 http://bgis.sanbi.org/ FF_Ecosystem_Guidelines.pdf 82,653 2 http://bgis.sanbi.org/nba/

More information

Factors that Shape Places (Blacktown) Stage 3 Geography

Factors that Shape Places (Blacktown) Stage 3 Geography Factors that Shape Places (Blacktown) Stage 3 Geography Summary This unit is written for Stage 3 "Factors that shape places". It is a Geographical Inquiry, enabling students to work through the 3 stages

More information

Vanishing Species 5.1. Before You Read. Read to Learn. Biological Diversity. Section. What do biodiversity studies tell us?

Vanishing Species 5.1. Before You Read. Read to Learn. Biological Diversity. Section. What do biodiversity studies tell us? Vanishing Species Before You Read Dinosaurs are probably the most familiar organisms that are extinct, or no longer exist. Many plants and animals that are alive today are in danger of dying out. Think

More information

Common Name: FLORIDA LADIES-TRESSES. Scientific Name: Spiranthes floridana (Wherry) Cory. Other Commonly Used Names: none

Common Name: FLORIDA LADIES-TRESSES. Scientific Name: Spiranthes floridana (Wherry) Cory. Other Commonly Used Names: none Common Name: FLORIDA LADIES-TRESSES Scientific Name: Spiranthes floridana (Wherry) Cory Other Commonly Used Names: none Previously Used Scientific Names: Spiranthes brevilabris var. floridana (Wherry)

More information

Biodiversity Through Earth History. What does the fossil record tell us about past climates and past events?

Biodiversity Through Earth History. What does the fossil record tell us about past climates and past events? Biodiversity Through Earth History What does the fossil record tell us about past climates and past events? Useful terminology: Evolution Natural Selection Adaptation Extinction Taxonomy Logistic Growth

More information

Introduction to Biosystematics. Course Website: Lecture 1: Introduction to Biological Systematics Outline: The role and value of Systematics

Introduction to Biosystematics. Course Website: Lecture 1: Introduction to Biological Systematics Outline: The role and value of Systematics Introduction to Biosystematics Course Website: http://homepages.ucalgary.ca/~dsikes/courses.htm Check weekly for lecture updates, readings, etc. D. S. Sikes University of Calgary There have been many authorities

More information

CHAPTER VI GENERAL CONCLUSION

CHAPTER VI GENERAL CONCLUSION CHAPTER VI GENERAL CONCLUSION Kerala is situated on the southwest, wet side of the Western Ghats, one of the biodiversity hot spots of the world. Many studies are there on algae of different localities

More information

LC OL - Statistics. Types of Data

LC OL - Statistics. Types of Data LC OL - Statistics Types of Data Question 1 Characterise each of the following variables as numerical or categorical. In each case, list any three possible values for the variable. (i) Eye colours in a

More information

EcoServ-GIS. EcoServ GIS Stage I. Why EcoServ GIS? 17/12/2012

EcoServ-GIS. EcoServ GIS Stage I. Why EcoServ GIS? 17/12/2012 EcoServ-GIS Ecosystem Services Mapping: A Wildlife Trust GIS Toolkit to map ecosystem services at a county scale Dr Jonathan Winn Living Landscape Coordinator Durham Wildlife Trust Dr Chloe Bellamy Ecosystem

More information

LOWER PRIMARY SCHOOL WORKBOOK

LOWER PRIMARY SCHOOL WORKBOOK CORAL CAY CONSERVATION & JFA EDUCATIONAL AIDS LOWER PRIMARY SCHOOL WORKBOOK ECOLOGY, RELATIONSHIPS & INTERACTIONS - Prepared by - Alexia Tamblyn, Director of Ecology, JFA Craig Turner, Managing Director,

More information

Amy Driskell. Laboratories of Analytical Biology National Museum of Natural History Smithsonian Institution, Wash. DC

Amy Driskell. Laboratories of Analytical Biology National Museum of Natural History Smithsonian Institution, Wash. DC DNA Barcoding Amy Driskell Laboratories of Analytical Biology National Museum of Natural History Smithsonian Institution, Wash. DC 1 Outline 1. Barcoding in general 2. Uses & Examples 3. Barcoding Bocas

More information

Comments about the 2014 Agglomeration Land Use and Development Plan, November 17, 2014

Comments about the 2014 Agglomeration Land Use and Development Plan, November 17, 2014 Comments about the 2014 Agglomeration Land Use and Development Plan, November 17, 2014 By Tracey Arial The Agglomeration Land Use and Development Plan is a great opportunity to discuss Montreal s future

More information

Assessment of pollination rates and colonization of revegetation areas of Cygnet Park

Assessment of pollination rates and colonization of revegetation areas of Cygnet Park Project report to Nature Foundation South Australia John Butler School of Earth and Environmental Science The University of Adelaide Project title: Assessment of pollination rates and colonization of revegetation

More information

Use of benthic invertebrate biological indicators in evaluating sediment deposition impairment on the Middle Truckee River, California

Use of benthic invertebrate biological indicators in evaluating sediment deposition impairment on the Middle Truckee River, California Use of benthic invertebrate biological indicators in evaluating sediment deposition impairment on the Middle Truckee River, California David B. Herbst Sierra Nevada Aquatic Research Laboratory University

More information

Neighborhood Locations and Amenities

Neighborhood Locations and Amenities University of Maryland School of Architecture, Planning and Preservation Fall, 2014 Neighborhood Locations and Amenities Authors: Cole Greene Jacob Johnson Maha Tariq Under the Supervision of: Dr. Chao

More information

Getting On the Same Page and Parcel

Getting On the Same Page and Parcel Getting On the Same Page and Parcel Local flair is a valued and cherished quality of small Vermont towns and cities. The Agency of Natural Resources works daily with town officials and local committee

More information

Riocan Centre Study Area Frontenac Mall Study Area Kingston Centre Study Area

Riocan Centre Study Area Frontenac Mall Study Area Kingston Centre Study Area OVERVIEW the biggest challenge of the next century (Dunham Jones, 2011). New books are continually adding methods and case studies to a growing body of literature focused on tackling this massive task.

More information

Biology 272: Local Flora

Biology 272: Local Flora Page 1 of 8 Biology 272: Local Flora Instructor: Alan Weakley INVITATION STRATEGIES REQUIREMENTS DETAILS CALENDAR AN INVITATION TO THE COURSE Local Flora (Biology 272, Ecology 891) teaches students about

More information

Track 1: From CRM to decision support. Steven Halsall, Director, GeoBusiness Solutions Ltd

Track 1: From CRM to decision support. Steven Halsall, Director, GeoBusiness Solutions Ltd the agi conference at GIS 2001 Track 1: From CRM to decision support t1.4 Identifying the Real Catchments of UK Shopping Locations Steven Halsall, Director, GeoBusiness Solutions Ltd Abstract One of the

More information

Conserving Brownfield Biodiversity. Jamie Roberts Biodiversity Projects Manager

Conserving Brownfield Biodiversity. Jamie Roberts Biodiversity Projects Manager Conserving Brownfield Biodiversity Jamie Roberts Biodiversity Projects Manager Brownfield: A hotbed of biodiversity 15% of all Red Data Book invertebrates occur on brownfields as important a resource as

More information

Business Statistics: A First Course

Business Statistics: A First Course Business Statistics: A First Course 5 th Edition Chapter 7 Sampling and Sampling Distributions Basic Business Statistics, 11e 2009 Prentice-Hall, Inc. Chap 7-1 Learning Objectives In this chapter, you

More information

Adaptive survey designs for monitoring animal and plant distributions. Outline of Presentation. Equal probability sampling. Equal probability sampling

Adaptive survey designs for monitoring animal and plant distributions. Outline of Presentation. Equal probability sampling. Equal probability sampling Adaptive survey designs for monitoring animal and plant distributions Outline of Presentation Unequal probability sampling Adaptive sampling Two stage sampling for rare and clustered populations Case study

More information

First application of Habitat Evaluation Procedure to EIA in Japan: How to quantify loss and gain of habitats?

First application of Habitat Evaluation Procedure to EIA in Japan: How to quantify loss and gain of habitats? First application of Habitat Evaluation Procedure to EIA in Japan: How to quantify loss and gain of habitats? Akira Tanaka tanaka@yc.musashi-tech.ac.jp Background and objective of the study Recently, many

More information

Netherlands-Mongolia Trust Fund for Environmental Reform NEMO II Project PARTICIPATORY MONITORING OF MARMOT DISTRIBUTION AND RESOURCE IN MONGOLIA

Netherlands-Mongolia Trust Fund for Environmental Reform NEMO II Project PARTICIPATORY MONITORING OF MARMOT DISTRIBUTION AND RESOURCE IN MONGOLIA Ministry of Nature, Environment and Tourism World Bank Mongolian Marmot Conservation Society Netherlands-Mongolia Trust Fund for Environmental Reform NEMO II Project PARTICIPATORY MONITORING OF MARMOT

More information

Land invertebrates. Activity sheets 1-9. KS2. Experimental & Investigative Science Life Process and Living Things. L. Merrick

Land invertebrates. Activity sheets 1-9. KS2. Experimental & Investigative Science Life Process and Living Things. L. Merrick Land invertebrates Activity sheets 1-9 KS2. Experimental & Investigative Science Life Process and Living Things L. Merrick The Land Invertebrates Activity sheet 1 Sampling Recognising that there are different

More information

Biodiversity measures and the role of species similarity

Biodiversity measures and the role of species similarity Biodiversity measures and the role of species similarity Christina Cobbold University of Glasgow, Boyd Orr Centre for Population and Ecosystem Health Quantifying diversity Richness: How many species? pecies

More information

Data Presentation. Naureen Ghani. May 4, 2018

Data Presentation. Naureen Ghani. May 4, 2018 Data Presentation Naureen Ghani May 4, 2018 Data is only as good as how it is presented. How do you take hundreds or thousands of data points and create something a human can understand? This is a problem

More information