!"#$%&'($)*$*"+,-$."$/0-0*,'1223$0-/,-0040.$ 56789:$%1,;0$<21-*=$1'*&1223$<4".&'0>

Size: px
Start display at page:

Download "!"#$%&'($)*$*"+,-$."$/0-0*,'1223$0-/,-0040.$ 56789:$%1,;0$<21-*=$1'*&1223$<4".&'0>"

Transcription

1 !"#$%&'($)*$*"+,-$"$/0-0*,'1223$0-/,-0040$ 56789:$%1,;0$<21-*=$1'*&1223$<4"&'0>!"#$%&$'&"()"*%&#*&#+*',-#,)&"/#+(%0#1'(0)&2#)&-#3)*&

2 How much Bt toxin do genetically engineered MON810 maize plants actually produce? Bt concentration in field plants from Germany and Spain 1 The variation of Bt concentrations2 2 The risk assessment of the plants2 3 The actual Bt toxin concentrations2 4 The methods for determining Bt concentrations3 Published values of Bt concentrations4 MON810 Bt concentrations according to Monsanto5 Bt concentrations in Germany (BMBF project)6 Bt concentrations of different varieties7 Sampling8 Analysis of the Bt concentration8 Statistical analysis8 ELISA protocol8 Fresh weight or dry weight?9 Variability of Bt concentrations in the field9 Differences between fields and during the cultivation period12 Plants without Bt toxin12 Bt content in relation to fresh and dry weight 13 High variability in the field13 Consider high and low Bt levels14 Is the gene expression unstable owing to environmental factors?14 Controlled test conditions vs variable field conditions15 Standardise the methods15 Publish existing data16 Is MON810 actually effective against pests, or is the Bt toxin more potent than expected?16 Hypothesis 1: Low Bt concentrations fail to control ECB larvae or only do so incompletely16 Hypothesis 2: Even low Bt levels in MON810 control ECB larvae17 Risk assessment studies?18 Inconsistent results18 Materials used20 Sample extraction20 ELISA Protocol20 Literature22

3 1 The variation of Bt concentrations 2 The risk assessment of the plants 3 The actual Bt toxin concentrations

4 4 The methods for determining Bt concentrations

5 MON810 Bt concentrations according to Monsanto

6 Table 1: Original table from Monsanto on the Bt concentration of MON810 plants: Cry1Ab Protein Levels in YieldGard Corn Plants ( g/g fwt issue) 1 US is United States; EU is European Union 2 The mean was calculated from the analyses of plant samples from each field site 3 For the 1994 US trials, values represent the analysis of whole plants; for the remaining trials, values represent the analysis of forage tissue Whole plants were collected two weeks after pollination; forage samples were collected at the soft dough or early dent stage Means were determined from the analysis of plant samples from one site in the US and all sites in the EU A plant sample was a pool of two individual plants 4 Mean of a pooled leaf sample collected at two week intervals, from V4 stage until pollination, at one site Note: The table contains no data on Bt concentrations in either roots or pollen Source: Monsanto 2002 Safety assessment of YieldGard insect-protected event MON810 Published on agbioscom 12

7 Bt concentrations in Germany (BMBF project)

8 Table 2: Bt concentration of MON810 leaves in publicly available literature Bt concentrations of different varieties

9

10

11 Table 3: Minimum and maximum Bt concentrations, by region 14 Bt content: Bavaria: fresh w eight, 2 fields pooled, w eekly sam pling high medium medium medium 12 Monsanto 1994: 94 µg Bt/g medium low 10 8 Jehle 2005:: µg Bt/g fw 6 Meant: 22 µg Bt/g fw 4 Median: 13 µg Bt/g fw 2 0 BAY_602 BAY_605 BAY_611 BAY_618 BAY_628 BAY_703 BAY_711 BAY_724 BAY_731 BAY_806 BAY_817 BAY_826 BAY_903 BAY_909 BAY_917 BAY_924 Field/ Week Fig 1: Bt contents of MON810 leaves in Bavaria Every bar shows the levels of six (or three) plants pooled from two fields and sampled onthe same day Dates are indicated as month and day, eg BAY_602 was sampled on 2 June The levels are stacked so that the lowest line (above the dark part of the bar) indicates the lowest Bt content of that day The top end of the bar indicates the maximum value, while additional lines indicate the different levels measured in the other samples See also Figure 3, p 25

12 Borken (North Rhine-Westphalia) 12 plots on one field, sampled three times over three weeks Mean: 05 µg Bt/ g f w 2 0 BOR1,1_728 BOR1,2_728 BOR1,6_728 BOR19,10_728 BOR31,4_728 BOR31,6_728 BOR35,3_728 BOR35,7_728 BOR35,9_728 BOR7,1_728 BOR7,11_728 BOR7,3_728 BOR1,1_803 BOR1,2_803 BOR1,6_803 BOR11,7_803 BOR19,10_803 BOR31,4_803 BOR31,6_803 BOR35,3_803 BOR35,7_803 BOR35,9_803 BOR7,1_803 BOR7,11_803 BOR7,3_803 BOR1,1_817 BOR1,2_817 BOR1,6_817 BOR19,10_817 BOR31,4_817 BOR31,6_817 BOR35,3_817 BOR35,7_817 BOR35,9_817 BOR7,1_817 BOR7,11_817 BOR7,3_817 Week / plot Fig 2: Bt contents in MON810 leaves in Borken (North-Rhine Westphalia) Each bar shows the levels of three plants taken from one of twelve plots in the same field Samples were taken on three dates within three weeks The scale of the graphics is the same as Fig 1 Compared to the results from the other fields, these plans produced a much more uniform Bt content with a mean average of only 05 µg Bt/g fw in these three weeks

13 Table 4: Bt content of MON810 leaves from four different regions in Germany and Spain, by fresh and dry weight (fw, dw) of the plant material

14

15

16 Hypothesis 1: Low Bt concentrations fail to control ECB larvae or only do so incompletely

17 Hypothesis 2: Even low Bt levels in MON810 control ECB larvae

18

19

20 µ

21

22 Literature

23 Table 5: Tabulated fresh weight (fw) and dry weight(dw) by sampling month (month fieldsample) and field/country fw dw Month fieldsample country field N Mean Std Dev CV N Mean Std Dev Brandenburg LEB PRA SEL Bavaria FIN POI Brandenburg LEB NTR PRA SEL Spain AL1a AL1b BE BE BE Bavaria FIN POI Brandenburg LEB NTR PRA SEL Spanien AL1a AL1b BE BE BE Borken BOR1, BOR1, BOR1, BOR19, BOR31, BOR31, BOR35, BOR35, BOR35, BOR7, BOR7, BOR7, Bayern FIN POI Borken BOR1, BOR1, BOR1, BOR19, BOR2, BOR31, BOR31, BOR35,

24 fw dw Month fieldsample country field N Mean Std Dev CV N Mean Std Dev BOR35, BOR35, BOR7, BOR7, BOR7, Brandenburg LEB NTR PRA SEL Spanien AL1a AL1b BE BE BE Bayern FIN POI Brandenburg LEB NTR PRA SEL Spanien AL1a AL1b BE BE BE Spanien AL1a AL1b BE BE

25 14 12 Bt content: Bavaria: fresh weight, 2 fields, weekly sampling high medium low µg Bt/g fw POI_602 FIN_605 POI_605 FIN_611 POI_611 FIN_618 POI_618 FIN_628 POI_628 FIN_703 POI_704 FIN_711 POI_711 FIN_724 POI_724 FIN_731 POI_731 Field (FIN & POI)/Week FIN_805 POI_806 FIN_817 POI_817 FIN_826 POI_826 FIN_903 POI_903 FIN_909 POI_909 FIN_917 FIN_924 Monsanto 1994: 94 µg Bt/g fw Jehle 2005:: µg Bt/g fw Mean: 22 µg Bt/g fw Median: 13 µg Bt/g fw Fig 3: B concnetration of MON80 leaves, Bavaria Each bar gives the Bt contents of 3 plants on one sampling event on one of two locations The values are stacked so that the lower line represents the lowest Bt content measured on that day, while the top end of the bar gives the maximum Bt content of that day The second inner line shows the Bt content of the third plant

26 Fig 4: Bt concentration in MON810 leaves, Brandenburg Field( LEB, NTR, PRA &SEL)/Week LEB_523 PRA_523 SEL_523 LEB_529 PRA_529 SEL_529 LEB_606 NTR_606 SEL_606 LEB_612 NTR_612 PRA_612 SEL_612 LEB_619 NTR_619 PRA_619 SEL_619 LEB_626 NTR_626 PRA_626 SEL_626 LEB_703 NTR_703 PRA_703 SEL_703 LEB_710 NTR_710 PRA_710 SEL_710 LEB_718 NTR_718 PRA_718 SEL_718 LEB_724 NTR_724 SEL_724 LEB_801 NTR_801 PRA_801 SEL_801 LEB_808 NTR_808 PRA_808 SEL_808 LEB_814 NTR_814 PRA_814 SEL_814 LEB_823 NTR_823 PRA_823 SEL_823 LEB_830 NTR_830 PRA_830 SEL_830 LEB_904 NTR_904 PRA_904 SEL_904 LEB_912 SEL_912 LEB_921 SEL_ µg Bt/ g fw Bt content: Brandenburg fresh weigt, 4 fields, weekly sampling high medium low Monsanto: 94 µg Bt/g fw Jehle: µg Bt/gfw Mittelwert 13 µg µg Bt/g fw Median: 07 µg Bt/g fw

27 Fig 5: Bt concentration in MON810 leaves, Spanien 2006 Field (AL1a,b, Be1,2 & 3)/Week AL1b_601 BE1_601 BE2_601 BE3_601 AL1a_615 AL1b_615 BE1_615 BE2_615 BE3_615 AL1a_629 AL1b_629 BE1_629 BE2_629 BE3_629 AL1a_713 AL1b_713 BE1_713 BE2_713 BE3_713 AL1a_731 AL1b_731 BE1_731 BE2_731 BE3_731 AL1a_814 AL1b_814 BE1_814 BE2_814 BE3_814 AL1a_824 AL1b_824 BE1_824 BE2_824 BE3_824 AL1a_911 AL1b_911 BE1_911 BE2_911 BE3_ µ Bt/gfw Bt content: Spain Fresh weight, 5 fields, biweekly sampling AL1a_1009 AL1b_1009 BE1_1009 BE2_1009 high medium low Monsanto: 94 µg Bt/g fw M ean: 16 µg Bt/g fw M edian: 06 µg Bt/g fw

MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question. B) Blood type Frequency

MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question. B) Blood type Frequency MATH 1342 Final Exam Review Name Construct a frequency distribution for the given qualitative data. 1) The blood types for 40 people who agreed to participate in a medical study were as follows. 1) O A

More information

Lecture 5 Understanding and Comparing Distributions

Lecture 5 Understanding and Comparing Distributions Lecture 5 Understanding and Comparing Distributions 1 Recall the 5-summary from our Tim Horton s example: Calories of 30 donuts. min=180, max=400, median=250, Q1=210, Q3=280 Below is the boxplot for calories

More information

NUMERICAL DATA and OUTLIERS

NUMERICAL DATA and OUTLIERS ESSENTIAL MATHEMATICS 2 WEEK 2 NOTES AND EXERCISES NUMERICAL DATA and OUTLIERS Example Peter asked eight friends about the amount of pocket money they received each week. The results were: $20 $32 $32

More information

One-Sample Z: C1, C2, C3, C4, C5, C6, C7, C8,... The assumed standard deviation = 110

One-Sample Z: C1, C2, C3, C4, C5, C6, C7, C8,... The assumed standard deviation = 110 SMAM 314 Computer Assignment 3 1.Suppose n = 100 lightbulbs are selected at random from a large population.. Assume that the light bulbs put on test until they fail. Assume that for the population of light

More information

Comparing Means. Chapter 24. Case Study Gas Mileage for Classes of Vehicles. Case Study Gas Mileage for Classes of Vehicles Data collection

Comparing Means. Chapter 24. Case Study Gas Mileage for Classes of Vehicles. Case Study Gas Mileage for Classes of Vehicles Data collection Chapter 24 One-Way Analysis of Variance: Comparing Several Means BPS - 5th Ed. Chapter 24 1 Comparing Means Chapter 18: compared the means of two populations or the mean responses to two treatments in

More information

Learning Objectives. Describing Data: Displaying and Exploring Data. Dot Plot. Dot Plot 12/9/2015

Learning Objectives. Describing Data: Displaying and Exploring Data. Dot Plot. Dot Plot 12/9/2015 Describing Data: Displaying and Exploring Data Chapter 4 Learning Objectives Develop and interpret a dot plot. Develop and interpret a stem-and-leaf display. Compute and understand quartiles. Construct

More information

Describing Data: Displaying and Exploring Data. Chapter 4

Describing Data: Displaying and Exploring Data. Chapter 4 Describing Data: Displaying and Exploring Data Chapter 4 Learning Objectives Develop and interpret a dot plot. Develop and interpret a stem-and-leaf display. Compute and understand quartiles. Construct

More information

Mathematics. Pre-Leaving Certificate Examination, Paper 2 Ordinary Level Time: 2 hours, 30 minutes. 300 marks L.19 NAME SCHOOL TEACHER

Mathematics. Pre-Leaving Certificate Examination, Paper 2 Ordinary Level Time: 2 hours, 30 minutes. 300 marks L.19 NAME SCHOOL TEACHER L.19 NAME SCHOOL TEACHER Pre-Leaving Certificate Examination, 2016 Name/vers Printed: Checked: To: Updated: Name/vers Complete ( Paper 2 Ordinary Level Time: 2 hours, 30 minutes 300 marks School stamp

More information

Effect of Oyster Stocking Density and Floating Bag Mesh Size on Commercial Oyster Production

Effect of Oyster Stocking Density and Floating Bag Mesh Size on Commercial Oyster Production Effect of Oyster Stocking Density and Floating Bag Mesh Size on Commercial Oyster Production Year 2015 Project AAF15-008 Prepared by : André Mallet Mallet Research Services 4 Columbo Drive Dartmouth (Nova

More information

Developed by BioDiscovery, Inc. DualChip evaluation software User Manual Version 1.1

Developed by BioDiscovery, Inc. DualChip evaluation software User Manual Version 1.1 Developed by BioDiscovery, Inc. DualChip evaluation software User Manual Version 1.1 1 Table of contents 1. INTRODUCTION...3 2. SCOPE OF DELIVERY...4 3. INSTALLATION PROCEDURES...5 3.1. SYSTEM REQUIREMENTS...

More information

Chapter 11. Sampling Distributions. BPS - 5th Ed. Chapter 11 1

Chapter 11. Sampling Distributions. BPS - 5th Ed. Chapter 11 1 Chapter 11 Sampling Distributions BPS - 5th Ed. Chapter 11 1 Sampling Terminology Parameter fixed, unknown number that describes the population Example: population mean Statistic known value calculated

More information

CORN YIELD TRIAL CENTRAL LAKES AG CENTER. Central Lakes College 1830 Airport Rd. Staples MN

CORN YIELD TRIAL CENTRAL LAKES AG CENTER. Central Lakes College 1830 Airport Rd. Staples MN CORN YIELD TRIAL 2009 CENTRAL LAKES AG CENTER Central Lakes College 1830 Airport Rd. Staples MN 56479 218-894-5161 CORN YIELD TRIAL - 2009 Central Lakes Agricultural Center Date Planted: May 4, 2009 Date

More information

Going back to the definition of Biostatistics. Organizing and Presenting Data. Learning Objectives. Nominal Data 10/10/2016. Tabulation and Graphs

Going back to the definition of Biostatistics. Organizing and Presenting Data. Learning Objectives. Nominal Data 10/10/2016. Tabulation and Graphs 1/1/1 Organizing and Presenting Data Tabulation and Graphs Introduction to Biostatistics Haleema Masud Going back to the definition of Biostatistics The collection, organization, summarization, analysis,

More information

Chapter 25. One-Way Analysis of Variance: Comparing Several Means. BPS - 5th Ed. Chapter 24 1

Chapter 25. One-Way Analysis of Variance: Comparing Several Means. BPS - 5th Ed. Chapter 24 1 Chapter 25 One-Way Analysis of Variance: Comparing Several Means BPS - 5th Ed. Chapter 24 1 Comparing Means Chapter 18: compared the means of two populations or the mean responses to two treatments in

More information

Business Statistics:

Business Statistics: Department of Quantitative Methods & Information Systems Business Statistics: Chapter 2 Graphs, Charts, and Tables Describing Your Data QMIS 120 Dr. Mohammad Zainal Chapter Goals After completing this

More information

Player Speed vs. Wild Pokémon Encounter Frequency in Pokémon SoulSilver Joshua and AP Statistics, pd. 3B

Player Speed vs. Wild Pokémon Encounter Frequency in Pokémon SoulSilver Joshua and AP Statistics, pd. 3B Player Speed vs. Wild Pokémon Encounter Frequency in Pokémon SoulSilver Joshua and AP Statistics, pd. 3B In the newest iterations of Nintendo s famous Pokémon franchise, Pokémon HeartGold and SoulSilver

More information

Statistics is the study of the collection, organization, analysis, interpretation and presentation of data.

Statistics is the study of the collection, organization, analysis, interpretation and presentation of data. Statistics is the study of the collection, organization, analysis, interpretation and presentation of data. What is Data? Data is a collection of facts, such as values or measurements. It can be numbers,

More information

Chapter 1: Stats Starts Here Chapter 2: Data

Chapter 1: Stats Starts Here Chapter 2: Data Chapter 1: Stats Starts Here Chapter 2: Data Statistics data, datum variation individual respondent subject participant experimental unit observation variable categorical quantitative Calculator Skills:

More information

Strep-tag Purification using MagStrep type3 XT Beads

Strep-tag Purification using MagStrep type3 XT Beads Strep-tag Purification using MagStrep type3 XT Beads Instruction manual Last date of revision November 2016 Version PR83-0004 For research only Important licensing information Products featuring Strep-Tactin

More information

kg per litre

kg per litre AS Physics - Experiment Questions for Unit 2 1. Explain what is meant by the term polarisation when referring to light............. Sugar is produced from plants such as sugar cane. The stems are crushed

More information

Combining Images for SNR improvement. Richard Crisp 04 February 2014

Combining Images for SNR improvement. Richard Crisp 04 February 2014 Combining Images for SNR improvement Richard Crisp 04 February 2014 rdcrisp@earthlink.net Improving SNR by Combining Multiple Frames The typical Astro Image is made by combining many sub-exposures (frames)

More information

Strep-tag Purification using MagStrep type3 XT Beads

Strep-tag Purification using MagStrep type3 XT Beads Strep-tag Purification using MagStrep type3 XT Beads Instruction manual Last date of revision November 2016 Version PR83-0004 For research only Important licensing information Products featuring Strep-Tactin

More information

Steady State Operating Curve Voltage Control System

Steady State Operating Curve Voltage Control System UTC Engineering 39 Steady State Operating Curve Voltage Control System Michael Edge Partners: Michael Woolery Nathan Holland September 5, 7 Introduction A steady state operating curve was created to show

More information

Biology 559R: Introduction to Phylogenetic Comparative Methods Topics for this week (Feb 3 & 5):

Biology 559R: Introduction to Phylogenetic Comparative Methods Topics for this week (Feb 3 & 5): Biology 559R: Introduction to Phylogenetic Comparative Methods Topics for this week (Feb 3 & 5): Chronogram estimation: Penalized Likelihood Approach BEAST Presentations of your projects 1 The Anatomy

More information

RAYCOP RS2-100 Used in Futon mattress mode

RAYCOP RS2-100 Used in Futon mattress mode Issue: NB1508001 Sample type Cleaner for bedding Reception method Received (2015/08/12) Name of the sample (Trade name, etc.) Study name RAYCOP RS2-100 Used in Futon mattress mode Cedar pollen recovery

More information

Strep-tag Purification using MagStrep type3 XT Beads

Strep-tag Purification using MagStrep type3 XT Beads Strep-tag Purification using MagStrep type3 XT Beads Instruction manual Last date of revision April June 2014 2012 Version PR24-0001 PR83-0004 www.strep-tag.com For research only Important licensing information

More information

Separating the Signals from the Noise

Separating the Signals from the Noise Quality Digest Daily, October 3, 2013 Manuscript 260 Donald J. Wheeler The second principle for understanding data is that while some data contain signals, all data contain noise, therefore, before you

More information

Mason Chen (Black Belt) Morrill Learning Center, San Jose, CA

Mason Chen (Black Belt) Morrill Learning Center, San Jose, CA Poster ID 12 Google Robot Mason Chen (Black Belt) Morrill Learning Center, San Jose, CA D1 Observations and Research Google Cars stop at the red light and speed up at green light how & why Google Car can

More information

Polk County Beekeeper's Association Meeting

Polk County Beekeeper's Association Meeting Polk County Beekeeper's Association Meeting August 18, 2016 Meeting Notes Seventeen folks attended our meeting this time. Mr. Phil Holbert was our guest speaker and after a great potluck, he discussed

More information

Ramie (Boehmeria nivea L.) and Ramie Breeding in China

Ramie (Boehmeria nivea L.) and Ramie Breeding in China Ramie (Boehmeria nivea L.) and Ramie Breeding in China prof. Yu Chunming Institute of Bast Fiber Crops, CAAS, China Tel:+86 0731-88998511 E-mail:nxycm@163.com Contents 1. Introduction 2.Origin and distribution

More information

NON UNIFORM BACKGROUND REMOVAL FOR PARTICLE ANALYSIS BASED ON MORPHOLOGICAL STRUCTURING ELEMENT:

NON UNIFORM BACKGROUND REMOVAL FOR PARTICLE ANALYSIS BASED ON MORPHOLOGICAL STRUCTURING ELEMENT: IJCE January-June 2012, Volume 4, Number 1 pp. 59 67 NON UNIFORM BACKGROUND REMOVAL FOR PARTICLE ANALYSIS BASED ON MORPHOLOGICAL STRUCTURING ELEMENT: A COMPARATIVE STUDY Prabhdeep Singh1 & A. K. Garg2

More information

Canton, 10/6/03 10:56 PM -0600, A day at the EPCOT center

Canton, 10/6/03 10:56 PM -0600, A day at the EPCOT center X-ClientAddr: 216.155.166.193 X-Sender: c@mail.ontology.com Date: Tue, 7 Oct 2003 00:56:18-0400 To: c@ontology.com From: Canton Subject: A day at the EPCOT center Status: O 1 Hi everyone!

More information

CALFED MERCURY PROJECT

CALFED MERCURY PROJECT CALFED MERCURY PROJECT Subtask 3A: Field assessment of avian mercury/selenium exposure in San Francisco Bay, Suisun Bay and the Sacramento -San Joaquin Delta. Primary Research Team: Dr. Steven Schwarzbach,

More information

Exam Time. Final Exam Review. TR class Monday December 9 12:30 2:30. These review slides and earlier ones found linked to on BlackBoard

Exam Time. Final Exam Review. TR class Monday December 9 12:30 2:30. These review slides and earlier ones found linked to on BlackBoard Final Exam Review These review slides and earlier ones found linked to on BlackBoard Bring a photo ID card: Rocket Card, Driver's License Exam Time TR class Monday December 9 12:30 2:30 Held in the regular

More information

Eventos Aprovados na União Europeia

Eventos Aprovados na União Europeia Eventos Aprovados na União Europeia Algodão 5 Aprovações antes de 2003 nenhuma para produção Cravo 4 Aprovações (3 antes de 2003) cor e armazenamento Milho 12 Aprovações (7 antes de 2003) Para produção

More information

REDCEDAR CONE MIDGE (Mayetiola thujae)

REDCEDAR CONE MIDGE (Mayetiola thujae) Cone and Seed Insect Pest Leaflet No. 1 British Columbia Ministry of Forests and Range, Tree Improvement Branch, Saanichton, BC REDCEDAR CONE MIDGE (Mayetiola thujae) Mayetiola thujae adult on redcedar

More information

Detiding DART R Buoy Data and Extraction of Source Coefficients: A Joint Method. Don Percival

Detiding DART R Buoy Data and Extraction of Source Coefficients: A Joint Method. Don Percival Detiding DART R Buoy Data and Extraction of Source Coefficients: A Joint Method Don Percival Applied Physics Laboratory Department of Statistics University of Washington, Seattle 1 Overview variability

More information

BASLER A601f / A602f

BASLER A601f / A602f Camera Specification BASLER A61f / A6f Measurement protocol using the EMVA Standard 188 3rd November 6 All values are typical and are subject to change without prior notice. CONTENTS Contents 1 Overview

More information

Quantitative Analysis of Tone Value Reproduction Limits

Quantitative Analysis of Tone Value Reproduction Limits Robert Chung* and Ping-hsu Chen* Keywords: Standard, Tonality, Highlight, Shadow, E* ab Abstract ISO 12647-2 (2004) defines tone value reproduction limits requirement as, half-tone dot patterns within

More information

8th ESA ADVANCED TRAINING COURSE ON LAND REMOTE SENSING

8th ESA ADVANCED TRAINING COURSE ON LAND REMOTE SENSING Urban Mapping Practical Sebastian van der Linden, Akpona Okujeni, Franz Schug Humboldt Universität zu Berlin Instructions for practical Summary The Urban Mapping Practical introduces students to the work

More information

What Type Of Light Microscope Is Used To View Large Objects Such As Flowers

What Type Of Light Microscope Is Used To View Large Objects Such As Flowers What Type Of Light Microscope Is Used To View Large Objects Such As Flowers However, preparing objects for SEM and other common imaging methods can explains researcher Jacob Landis, "there are alternatives

More information

36, 21, 27, 24, 54, 28,36, 43, 22, 29, 37, 40, 26, 25, 38, 23, 44, 30, 26, 39, 37, 40, 38, 36, 41, 45, 52, 42, 43, 42, 48, 50, 53

36, 21, 27, 24, 54, 28,36, 43, 22, 29, 37, 40, 26, 25, 38, 23, 44, 30, 26, 39, 37, 40, 38, 36, 41, 45, 52, 42, 43, 42, 48, 50, 53 Frequency and Data Distribution - Step-by-Step Lesson A police officer monitored the speed (mph) of the cars in a particular traffic area. 36, 21, 27, 24, 54, 28,36, 43, 22, 29, 37, 40, 26, 25, 38, 23,

More information

Measurement of Skin Hydration with a Permittivity Contact Imaging System

Measurement of Skin Hydration with a Permittivity Contact Imaging System Measurement of Skin Hydration with a Permittivity Contact Imaging System Wei Pan 1, Xu Zhang 1, Elena Chirikhina 1, Christos Bontozoglou 1,2 & Perry Xiao 1,2 1 School of Engineering, London South Bank

More information

Basler ral km. Camera Specification. Measurement protocol using the EMVA Standard 1288 Document Number: BD Version: 01

Basler ral km. Camera Specification. Measurement protocol using the EMVA Standard 1288 Document Number: BD Version: 01 Basler ral8-8km Camera Specification Measurement protocol using the EMVA Standard 188 Document Number: BD79 Version: 1 For customers in the U.S.A. This equipment has been tested and found to comply with

More information

Interface Trap States in Organic Photodiodes. Supplementary Information

Interface Trap States in Organic Photodiodes. Supplementary Information Interface Trap States in Organic Photodiodes Supplementary Information Francesco Arca 1,2 *, Sandro F. Tedde 1, Maria Sramek 1, Julia Rauh 3, Paolo Lugli 2 and Oliver Hayden 1 * * Corresponding authors:

More information

Answers for Chapter 3 Masters

Answers for Chapter 3 Masters Answers for Chapter 3 Masters Scaffolding Answers Scaffolding for Getting Started Activity (Master) p. 55 D. For example, Comparing the Number of Cubes Removed by Each Method 3 Number of cubes 25 2 15

More information

Beam Analysis BeamWatch Non-contact, Focus Spot Size and Position monitor for high power YAG, Diode and Fiber lasers. Disruptive Technology

Beam Analysis BeamWatch Non-contact, Focus Spot Size and Position monitor for high power YAG, Diode and Fiber lasers. Disruptive Technology 3.8 BeamWatch Non-contact, Focus Spot Size and Position monitor for high power YAG, Diode and Fiber lasers Instantly measure focus spot size Dynamically measure focal plane location during start-up From

More information

Some of these slides have been borrowed from Dr. Paul Lewis, Dr. Joe Felsenstein. Thanks!

Some of these slides have been borrowed from Dr. Paul Lewis, Dr. Joe Felsenstein. Thanks! Some of these slides have been borrowed from Dr. Paul Lewis, Dr. Joe Felsenstein. Thanks! Paul has many great tools for teaching phylogenetics at his web site: http://hydrodictyon.eeb.uconn.edu/people/plewis

More information

How to Grow Wheat. Growing Wheat For Grain Make Your Own Flour! Different Types of Wheat

How to Grow Wheat. Growing Wheat For Grain Make Your Own Flour! Different Types of Wheat How to Grow Wheat ) 888 246 5233 Growing Wheat For Grain Make Your Own Flour! If you re deep into gardening and self-sufficiency, sooner or later you ll want to try growing wheat. Among other benefits,

More information

Chapter 5 Exercise Solutions

Chapter 5 Exercise Solutions -bar R Chapter Eercise Solutions Notes:. Several eercises in this chapter differ from those in the th edition. An * indicates that the description has changed. A second eercise number in parentheses indicates

More information

PUNCTUAL SHELVING SYSTEM PRODUCT INFO

PUNCTUAL SHELVING SYSTEM PRODUCT INFO PRODUCT INFO Design by Wild Horses Studio Punctual is a high quality shelving system from ferm LIVING. The powder coated metal elements come in different heights and in the two soft colours grey and dark

More information

Photo shooting from 9.50? Market analysis 2014 for photo shootings from professional photographers

Photo shooting from 9.50? Market analysis 2014 for photo shootings from professional photographers Photo shooting from 9.50? Market analysis 2014 for photo shootings from professional photographers XXLPIX March 2014 Photo shooting from 9.50 Euro? About that market analysis XXLPIX GmbH test regular business

More information

Scientific and technical support to nuclear and radiation safety regulatory authorities and international cooperation in this field

Scientific and technical support to nuclear and radiation safety regulatory authorities and international cooperation in this field Scientific and technical support to nuclear and radiation safety regulatory authorities and international cooperation in this field Uwe Stoll, Technical and Scientific Managing Director of GRS The 11 th

More information

Ch Analyzing Data and Graphs

Ch Analyzing Data and Graphs How to find the Median Value It's the middle number in a sorted list. To find the Median, place the numbers you are given in value order and find the middle number. Look at these numbers: 3, 13, 7, 5,

More information

Astronomy 341 Fall 2012 Observational Astronomy Haverford College. CCD Terminology

Astronomy 341 Fall 2012 Observational Astronomy Haverford College. CCD Terminology CCD Terminology Read noise An unavoidable pixel-to-pixel fluctuation in the number of electrons per pixel that occurs during chip readout. Typical values for read noise are ~ 10 or fewer electrons per

More information

Klaus Kempf. Beyond the catalog. Standardized metadata creation and linked open data in the German-speaking world.

Klaus Kempf. Beyond the catalog. Standardized metadata creation and linked open data in the German-speaking world. Klaus Kempf Beyond the catalog. Standardized metadata creation and linked open data in the German-speaking world. Klaus Kempf Roma, AIB Convegno, 21 ottobre 2016 Introduction For linked open data and the

More information

11-1 Practice. Designing a Study

11-1 Practice. Designing a Study 11-1 Practice Designing a Study Determine whether each situation calls for a survey, an experiment, or an observational study. Explain your reasoning. 1. You want to compare the health of students who

More information

Statistics for Managers using Microsoft Excel 3 rd Edition

Statistics for Managers using Microsoft Excel 3 rd Edition Statistics for Managers using Microsoft Excel 3 rd Edition Chapter 2 Presenting Data in Tables and Charts 22 Prentice-Hall, Inc. Chap 2-1 Chapter Topics Organizing numerical data The ordered array and

More information

CAMBRIDGE INTERNATIONAL EXAMINATIONS International General Certificate of Secondary Education BIOLOGY 0610/06

CAMBRIDGE INTERNATIONAL EXAMINATIONS International General Certificate of Secondary Education BIOLOGY 0610/06 Centre Number Candidate Number Name CAMBRIDGE INTERNATIONAL EXAMINATIONS International General Certificate of Secondary Education BIOLOGY 0610/06 Paper 6 Alternative to practical Candidates answer on the

More information

2016 Study Update: Field and Lab Validation of XRF Method. Robert Brent Hunter Wines, Joseph Luther

2016 Study Update: Field and Lab Validation of XRF Method. Robert Brent Hunter Wines, Joseph Luther 2016 Study Update: Field and Lab Validation of XRF Method Robert Brent Hunter Wines, Joseph Luther Review: 2016 Field Study Approach AECOM collected cores or surficial soil Samples shipped to Lancaster

More information

Variables. Lecture 13 Sections Wed, Sep 16, Hampden-Sydney College. Displaying Distributions - Quantitative.

Variables. Lecture 13 Sections Wed, Sep 16, Hampden-Sydney College. Displaying Distributions - Quantitative. - - Lecture 13 Sections 4.4.1-4.4.3 Hampden-Sydney College Wed, Sep 16, 2009 Outline - 1 2 3 4 5 6 7 Even-numbered - Exercise 4.7, p. 226. According to the National Center for Health Statistics, in the

More information

Please Turn Over Page 1 of 7

Please Turn Over Page 1 of 7 . Page 1 of 7 ANSWER ALL QUESTIONS Question 1: (25 Marks) A random sample of 35 homeowners was taken from the village Penville and their ages were recorded. 25 31 40 50 62 70 99 75 65 50 41 31 25 26 31

More information

WORLD TRADE ORGANIZATION

WORLD TRADE ORGANIZATION WORLD TRADE ORGANIZATION WT/DS291/R/Add.1 29 September 2006 (06-4232) Original: English EUROPEAN COMMUNITIES MEASURES AFFECTING THE APPROVAL AND MARKETING OF BIOTECH PRODUCTS Reports of the Panel Addendum

More information

REPORT FROM THE COMMISSION. of TO THE ECONOMIC AND FINANCIAL COMMITTEE

REPORT FROM THE COMMISSION. of TO THE ECONOMIC AND FINANCIAL COMMITTEE EUROPEAN COMMISSION Brussels, 14.10.2015 C(2015) 6960 final REPORT FROM THE COMMISSION of 14.10.2015 TO THE ECONOMIC AND FINANCIAL COMMITTEE under Article 12(4) of Regulation (EU) No 1210/2010 of the European

More information

A study of digital clock usage in 7-point matches in backgammon

A study of digital clock usage in 7-point matches in backgammon A study of digital clock usage in 7-point matches in backgammon Chuck Bower Abstract The results of a study of 179 seven point backgammon matches is presented. It is shown that 1 ¾ hours is sufficient

More information

Digital Audio. Lecture-6

Digital Audio. Lecture-6 Digital Audio Lecture-6 Topics today Digitization of sound PCM Lossless predictive coding 2 Sound Sound is a pressure wave, taking continuous values Increase / decrease in pressure can be measured in amplitude,

More information

You must have: Pen, HB pencil, eraser, calculator, ruler, protractor.

You must have: Pen, HB pencil, eraser, calculator, ruler, protractor. Write your name here Surname Other names Pearson Edexcel Award Statistical Methods Level 2 Calculator allowed Centre Number Candidate Number Wednesday 14 May 2014 Morning Time: 1 hour 30 minutes You must

More information

The Impact of Reduced Solder Alloy Powder Size on Solder Paste Print Performance. Presented by Karl Seelig, V.P. Technology AIM Metals & Alloys

The Impact of Reduced Solder Alloy Powder Size on Solder Paste Print Performance. Presented by Karl Seelig, V.P. Technology AIM Metals & Alloys The Impact of Reduced Solder Alloy Powder Size on Solder Paste Print Performance Presented by Karl Seelig, V.P. Technology AIM Metals & Alloys Solder Powder Solder Powder Manufacturing and Classification

More information

The Use of Low-Cost, Differentially-Corrected GPS for Reporting Field Position of Self-Propelled Irrigation Systems 1.

The Use of Low-Cost, Differentially-Corrected GPS for Reporting Field Position of Self-Propelled Irrigation Systems 1. The Use of Low-Cost, Differentially-Corrected GPS for Reporting Field Position of Self-Propelled Irrigation Systems 1. R. Troy Peters 2, Dale F. Heermann 3, Kristine M. Stahl 3 Abstract Precision irrigation

More information

Chapter 11. Sampling Distributions. BPS - 5th Ed. Chapter 11 1

Chapter 11. Sampling Distributions. BPS - 5th Ed. Chapter 11 1 Chapter 11 Sampling Distributions BPS - 5th Ed. Chapter 11 1 Sampling Terminology Parameter fixed, unknown number that describes the population Statistic known value calculated from a sample a statistic

More information

Figure 1. Map Showing City Limits, Pico y Placa Restricted Zone, and Monitoring Station Locations. CO not measured at Los Chillos (G) and Tumbaco (H). 36 Table 1. Summary Statistics for Hourly CO Concentrations

More information

Case studies in research commercialisation

Case studies in research commercialisation Case studies in research commercialisation Dr. Eugene Sweeney Oxford 11th/12th September 2014 Get your ticket to innovation. Case Studies 1. Creating market acceptance 2. Further development to unlock

More information

Secure Multiparty Computations

Secure Multiparty Computations Secure Multiparty Computations CS 6750 Lecture 11 December 3, 2009 Riccardo Pucella The Last Few Lectures... Secret sharing: How to get two or more parties to share a secret in such a way that each individual

More information

THE NEW SOCIAL CONTRACT: A JUST TRANSITION

THE NEW SOCIAL CONTRACT: A JUST TRANSITION changepartnership.org THE NEW SOCIAL CONTRACT: A JUST TRANSITION FEPS, 28 SEPTEMBER, 2016 SANJEEV KUMAR +32 499 539731 sanjeev@changepartnership.org This research was carried out together with FEPS. Political

More information

Automated Thermal Camouflage Generation Program Status

Automated Thermal Camouflage Generation Program Status David J. Thomas (Chairman SCI114) US Army TACOM, Warren, MI, USA thomadav@tacom.army.mil ABSTRACT The art of camouflage pattern generation has been based on heuristic techniques, combining both art and

More information

Temperature Reductions to Mitigate the WF4 Anomaly

Temperature Reductions to Mitigate the WF4 Anomaly Instrument Science Report WFPC2 2007-01 Temperature Reductions to Mitigate the WF4 Anomaly V. Dixon, J. Biretta, S. Gonzaga, and M. McMaster April 18, 2007 ABSTRACT The WF4 anomaly is characterized by

More information

MARK SCHEME for the May/June 2011 question paper for the guidance of teachers 0610 BIOLOGY

MARK SCHEME for the May/June 2011 question paper for the guidance of teachers 0610 BIOLOGY UNIVERSITY OF CAMBRIDGE INTERNATIONAL EXAMINATIONS International General Certificate of Secondary Education MARK SCHEME for the May/June 2011 question paper for the guidance of teachers 0610 BIOLOGY 0610/61

More information

proc plot; plot Mean_Illness*Dose=Dose; run;

proc plot; plot Mean_Illness*Dose=Dose; run; options pageno=min nodate formdlim='-'; Title 'Illness Related to Dose of Therapeutic Drug'; run; data Lotus; input Dose N; Do I=1 to N; Input Illness @@; output; end; cards; 0 20 101 101 101 104 104 105

More information

Chapter 4. Displaying and Summarizing Quantitative Data. Copyright 2012, 2008, 2005 Pearson Education, Inc.

Chapter 4. Displaying and Summarizing Quantitative Data. Copyright 2012, 2008, 2005 Pearson Education, Inc. Chapter 4 Displaying and Summarizing Quantitative Data Copyright 2012, 2008, 2005 Pearson Education, Inc. Dealing With a Lot of Numbers Summarizing the data will help us when we look at large sets of quantitative

More information

Basler aca km. Camera Specification. Measurement protocol using the EMVA Standard 1288 Document Number: BD Version: 03

Basler aca km. Camera Specification. Measurement protocol using the EMVA Standard 1288 Document Number: BD Version: 03 Basler aca-18km Camera Specification Measurement protocol using the EMVA Standard 188 Document Number: BD59 Version: 3 For customers in the U.S.A. This equipment has been tested and found to comply with

More information

An NDVI image provides critical crop information that is not visible in an RGB or NIR image of the same scene. For example, plants may appear green

An NDVI image provides critical crop information that is not visible in an RGB or NIR image of the same scene. For example, plants may appear green Normalized Difference Vegetation Index (NDVI) Spectral Band calculation that uses the visible (RGB) and near-infrared (NIR) bands of the electromagnetic spectrum NDVI= + An NDVI image provides critical

More information

SNR IMPROVEMENT FOR MONOCHROME DETECTOR USING BINNING

SNR IMPROVEMENT FOR MONOCHROME DETECTOR USING BINNING SNR IMPROVEMENT FOR MONOCHROME DETECTOR USING BINNING Dhaval Patel 1, Savitanandan Patidar 2, Pranav Parmar 3 1 PG Student, Electronics and Communication Department, VGEC Chandkheda, Gujarat, India 2 PG

More information

Bt COTTON EVALUATION REPORT CENTRAL & SOUTH ZONE

Bt COTTON EVALUATION REPORT CENTRAL & SOUTH ZONE Bt Cotton Evaluation Report Central & South Zones-2001-02 1 Bt COTTON EVALUATION REPORT CENTRAL & SOUTH ZONE Submitted to INDIAN COUNCIL OF AGRICULTURAL RESEARCH Project Co-ordinator (Cotton Improvement)

More information

ABUNDANCE OF HELIOTHINE MOTHS IN TRAPS AT THE INTERFACE OF BT COTTON WITH VARIOUS CROPS IN FOUR GEORGIA COUNTIES: 2003.

ABUNDANCE OF HELIOTHINE MOTHS IN TRAPS AT THE INTERFACE OF BT COTTON WITH VARIOUS CROPS IN FOUR GEORGIA COUNTIES: 2003. ABUNDANCE OF HELIOTHINE MOTHS IN TRAPS AT THE INTERFACE OF BT COTTON WITH VARIOUS CROPS IN FOUR GEORGIA COUNTIES: 23. Stan K. Diffie 1, John R. Ruberson 1, Scott Brown 2, Forrest Connelly 3, Scott Utley

More information

Basler aca gm. Camera Specification. Measurement protocol using the EMVA Standard 1288 Document Number: BD Version: 01

Basler aca gm. Camera Specification. Measurement protocol using the EMVA Standard 1288 Document Number: BD Version: 01 Basler aca5-14gm Camera Specification Measurement protocol using the EMVA Standard 188 Document Number: BD563 Version: 1 For customers in the U.S.A. This equipment has been tested and found to comply with

More information

Resistance to Tarnished Plant Bugs in Cotton Varieties? Fred Bourland Glenn Studebaker Tina Gray Teague

Resistance to Tarnished Plant Bugs in Cotton Varieties? Fred Bourland Glenn Studebaker Tina Gray Teague Resistance to Tarnished Plant Bugs in Cotton Varieties? Fred Bourland Glenn Studebaker Tina Gray Teague Resistance to TPB in Cotton Varieties? Major Insect Pests Insect species have changed: Boll weevil

More information

EVALUATION OF FEEDERS FOR GROWING AND FINISHING PIGS:

EVALUATION OF FEEDERS FOR GROWING AND FINISHING PIGS: EVALUATION OF FEEDERS FOR GROWING AND FINISHING PIGS: EVALUATION OF FEEDERS FOR GROWING AND FINISHING PIGS: THE PRODUCTION STUDY Harold Gonyou and Zhensheng Lou SUMMARY Twelve commercial feeders were evaluated

More information

Exploring Data Patterns. Run Charts, Frequency Tables, Histograms, Box Plots

Exploring Data Patterns. Run Charts, Frequency Tables, Histograms, Box Plots Exploring Data Patterns Run Charts, Frequency Tables, Histograms, Box Plots 1 Topics I. Exploring Data Patterns - Tools A. Run Chart B. Dot Plot C. Frequency Table and Histogram D. Box Plot II. III. IV.

More information

Basler aca640-90gm. Camera Specification. Measurement protocol using the EMVA Standard 1288 Document Number: BD Version: 02

Basler aca640-90gm. Camera Specification. Measurement protocol using the EMVA Standard 1288 Document Number: BD Version: 02 Basler aca64-9gm Camera Specification Measurement protocol using the EMVA Standard 1288 Document Number: BD584 Version: 2 For customers in the U.S.A. This equipment has been tested and found to comply

More information

Spatial distribution and sequential sampling plans for the banded sunflower moth (Lepidoptera: Cochylidae) eggs on sunflower

Spatial distribution and sequential sampling plans for the banded sunflower moth (Lepidoptera: Cochylidae) eggs on sunflower University of Nebraska - Lincoln From the SelectedWorks of Gary J. Brewer 1996 Spatial distribution and sequential sampling plans for the banded sunflower moth (Lepidoptera: Cochylidae) eggs on sunflower

More information

Statistics, Probability and Noise

Statistics, Probability and Noise Statistics, Probability and Noise Claudia Feregrino-Uribe & Alicia Morales-Reyes Original material: Rene Cumplido Autumn 2015, CCC-INAOE Contents Signal and graph terminology Mean and standard deviation

More information

Using Root Locus Modeling for Proportional Controller Design for Spray Booth Pressure System

Using Root Locus Modeling for Proportional Controller Design for Spray Booth Pressure System 1 University of Tennessee at Chattanooga Engineering 3280L Using Root Locus Modeling for Proportional Controller Design for Spray Booth Pressure System By: 2 Introduction: The objectives for these experiments

More information

Supplement of Vertical and horizontal variability of PM 10 source contributions in Barcelona during SAPUSS

Supplement of Vertical and horizontal variability of PM 10 source contributions in Barcelona during SAPUSS Supplement of Atmos. Chem. Phys., 16, 6785 6804, 2016 http://www.atmos-chem-phys.net/16/6785/2016/ doi:10.5194/acp-16-6785-2016-supplement Author(s) 2016. CC Attribution 3.0 cense. Supplement of ertical

More information

Two-Factor unbalanced experiment with factors of Power and Humidity Example compares LSmeans and means statement for unbalanced data

Two-Factor unbalanced experiment with factors of Power and Humidity Example compares LSmeans and means statement for unbalanced data STAT:5201 Anaylsis/Applied Statistic II (LSmeans vs. means) Two-Factor unbalanced experiment with factors of Power and Humidity Example compares LSmeans and means statement for unbalanced data Power (levels

More information

ACV-Transcom Visserij:

ACV-Transcom Visserij: ACV-Transport en Communicatie Register No: 22039112812-17 ACV-Transcom Visserij: Opinion on the 2009 Fisheries Green Paper. In April 2009 the European Commission published its Green Paper on a reform of

More information

Application of Machine Vision Technology in the Diagnosis of Maize Disease

Application of Machine Vision Technology in the Diagnosis of Maize Disease Application of Machine Vision Technology in the Diagnosis of Maize Disease Liying Cao, Xiaohui San, Yueling Zhao, and Guifen Chen * College of Information and Technology Science, Jilin Agricultural University,

More information

b. to study the potential and effects of microwave treatment during various stages of turmeric processing techniques.

b. to study the potential and effects of microwave treatment during various stages of turmeric processing techniques. CHAPTER VII: CONCLUSION AND SCOPE FOR FUTURE Formatted: Font: 14 pt WORK 7.1 ASPECTS OF THIS RESEARCH WORK Formatted: Space Before: 6 pt The principle objectives of this research work were: a. to clarify

More information

Virginia Employment Commission

Virginia Employment Commission Small-Area Data and Graphs for New Kent County Virginia Employment Commission 703 East Main Street Richmond, Virginia 23219 Tel: (804) 786-8223 www.virginialmi.com Last updated: 2/6/2017 2:25:29 PM Table

More information

Frequency Tables, Stem-and-Leaf Plots, and Line Plots

Frequency Tables, Stem-and-Leaf Plots, and Line Plots Practice A Tables, Stem-and-Leaf Plots, and Line Plots The table shows normal monthly temperatures for Tampa, Florida, for each month of the year. Month Normal Monthly Temperatures in Tampa Month January

More information

14:40-15:10 Gene Editing in New Zealand: Building Social Acceptance of Emerging Opportunities

14:40-15:10 Gene Editing in New Zealand: Building Social Acceptance of Emerging Opportunities Part II. Challenges and efforts towards social implementation (including regulatory considerations) 14:40-15:10 Gene Editing in New Zealand: Building Social Acceptance of Emerging Opportunities Dr. David

More information