Aerial Ungulate Survey (2014) Moose in WMU 511 (Pelican Mountains)

Size: px
Start display at page:

Download "Aerial Ungulate Survey (2014) Moose in WMU 511 (Pelican Mountains)"

Transcription

1 Aerial Ungulate Survey (2014) Moose in WMU 511 (Pelican Mountains) Hanna Neufeld and Jim Castle Environment and Sustainable Resource Development Upper Athabasca Region Suggested Citation: Neufeld, H. and J. Castle Aerial Ungulate Survey (2014), Moose in WMU 511 (Pelican Mountains). Environment and Sustainable Resource Development, Government of Alberta. Edmonton, Alberta.

2 EXECUTIVE SUMMARY An aerial moose survey was conducted in Wildlife Management Unit (WMU) 511 (Pelican Mountains) from February 22 nd -26 th, The survey was completed by Alberta Environment and Sustainable Resource Development staff using distance sampling methods to estimate a population density for the WMU. In total, 226 transects were surveyed totalling km. The WMU was divided into two strata based on the natural subregions of the area, foothills and boreal. Across both strata, the encounter rate was moose/km 2 (90% CI ), the estimated density was moose/km 2 ( ) and the estimated population across the WMU was 721 (90% CI ). Of the 109 moose observed 107 were classified; 24% were bulls, 58% cows, and 18% calves. Key words: Alberta, aerial survey, ungulates, population estimates, density estimates, age/sex ratios, moose, distance sampling.

3 1 INTRODUCTION 1.1 Background The most recent moose population survey to be completed in WMU 511 occurred in Prior to that, two other surveys had taken place in 1994 and 1999 (table 1). Table 1 historical data for WMU 511 population estimates. Year Pop. Estimate* Ratio to 100 Cows Density Bulls Calves sq. km (22.9%) (20.2%) (21.3%) (20.9%) *Confidence limit of survey in brackets 1.2 Survey objectives This survey was completed to provide updated moose population estimates in WMU 511. Population parameters included size, density, adult sex ratio and calf ratio. This WMU lies within the Joint Oil Sands Monitoring Program (JOSM) area. Within this program the objective is to increase the sampling frequency to every five years to better understand ungulate population trends. 2 METHODS 2.1 Study area The general boundary of WMU 511 is delineated by the Lesser Slave and Athabasca Rivers in the south and by secondary highways 813 and 754 to Wabasca in the north (Figure 1). WMU 511 is 5794 km 2 and encompasses the boreal (62%) and foothills (38%) natural subregions (Natural Regions Committee 2006). The central portion of the WMU consists largely of the Marten Hills which is a mature spruce/aspen habitat. Both the southern and northeastern portions of the WMU are considered to be a

4 peatland complex and the southeast part of the WMU is dominated by aspen forest. The southern portion of this study area is also a part of the Slave Lake woodland caribou range. Figure 1 Location of the Pelican Mountains Wildlife Management Unit No. 511, east of Slave Lake, Alberta. The foothills stratum is portrayed in blue while the boreal stratum is in pink. 2.2 Survey methods This aerial survey was completed using distance sampling methods (Buckland et al. 2001). Transects were generated by constructing a grid of rectangles (w=1,200 m, l = 10,000 m) oriented north-south. A random sample of rectangles were selected and the centre line of the rectangle was used as the transect. The length of a transect was a product of the habitat placement and spacing which resulted in transects ranging between 2 and 10 kilometers in length. Transects less than 2 km long were not sampled. The survey design incorporated the two subregions which make up WMU 511, boreal and foothills. Transects were located in both subregions but a single transect would not cross subregional

5 boundaries; therefore, each transect line was classified as either a foothills or boreal transect. The survey was flown as described in the Distance Sampling chapter of the Aerial Ungulate Survey Protocol Manual (ESRD, 2010) Two Bell 206 Jet Ranger helicopters equipped with bubble windows were used in this survey, with a survey crew of 3 per machine, excluding the pilot. Transects were flown at approximately 300 feet AGL and 80 knots. Survey crew information was reported to the Slave Lake Environment and Sustainable Resource Development Fire Centre daily which included information pertaining to crew positioning in the aircraft, manifest and weight. The observer in the front of the aircraft was responsible for detecting all animals within 50m of the transect. The rear left and right observers were responsible for all areas beyond 50m from the transect. When an animal was detected, a waypoint was collected and the flight path was maintained until the helicopter became perpendicular to the animal(s). At this point, the aircraft would leave the transect and travel to the originally observed location of the animal. Once over the original location of the animal, a waypoint was recorded to document the distance between the transect and the detected animal. Age class, sex and antler class were classified during this time. Animals within 30m of the original observation point were considered to be in the same group. If the group size was larger than 1 animal, the waypoint was taken at the centre point between animals. Exact coordinates for all groups observed were recorded. It was especially important to collect exact waypoints when the animal appeared to be directly on the transect line in order to avoid a spike in the detection function for observations close to the transect line. Other measurements collected for each observation included crown closure (0-30%, 31-70%, %), light intensity (flat or bright), snow cover (none, some vegetation showing, completely snow covered), terrain (flat, moderate, steep), and activity of the moose when first observed (bedded, standing or moving). Weather conditions were documented daily. Weather parameters recorded included temperature, percentage cloud cover, and precipitation. 2.3 Analysis Techniques The data were analyzed using the program Distance 6.0 (Release 2.0; Thomas et al., 2010). Data were truncated to improve the model fit based on the examination of histograms. Five candidate models were fitted to the data (half-normal + cosine, half-normal + hermite, uniform + cosine, uniform + polynomial, and hazard + cosine) with half-normal key and cosine adjustment terms being the default model. All models were evaluated, however, if models other than the default did not improve the fit or precision of the detection function, or change the estimate, then the preferred default model of halfnormal key and cosine adjustment terms were kept (Buckland et al. 2001). The fit of the model to the data was primarily assessed by observing Akaike Information Criterion (AIC), QQ-plots and Chi-square goodness of fit tests. Right truncation was used when outliers existed or when relatively small frequencies were noted in the chi-square goodness of fit test. Left truncation was used when there was

6 a prevalent gap in the data within 100m of the transect line. Although left truncation is not optimal, it can be used to resolve a detection error issue to improve the model s fit. Including strata in the chosen model was considered by looking at the effect of strata on density estimates and strata specific encounter rates. The detection function and cluster size remained at the regional level. 3 RESULTS A total of 226 transects were surveyed from February 22-26, totalling 1588 km and 42.5 flying hours Temperatures during this survey ranged from -10 C to -29 C. 109 moose were observed from 80 independent groups. 107 out of the 109 moose were successfully classified, 26 (24%) were bulls, 62 (58%) were cows, and 19 (18%) were calves. The estimated moose density was 0.12 moose/km 2 (CV 0.24, 90% C.I ) and the total population within WMU 511 was 721 moose (CV 0.24, 90% C.I ). The detection function with the half normal key and cosine adjustment terms was chosen because of its fit and simplicity. The results from applying stratification (foothills versus boreal) and fitting the detection function with a uniform key and cosine adjustment terms did not improve precision or change the density estimates, therefore strata was not included in the final model. Strata specific data can be viewed in Appendix B. The half normal key with cosine adjustment terms was best supported by truncated data. Data were left truncated at 100 m and right truncated at 500 m for the final model. Analysis results without truncation can be seen in Appendix B and Figure 3. Table 2 Parameter estimates for the leading models. Confidence limits are based on a 90% confidence interval. Density units are reported in moose/km 2. Model names reflect the detection function model keys (HN = half normal, UNI = uniform, HAZ = hazard), adjustment terms (cos = cosine, poly = simple polynomial) and associated levels (T = left truncation at 100m and right truncation at 500m, s = with stratification) for each model. Model N D CV DLCL DUCL NLCL NUCL AIC k HN(cos)T* Boreal HN(cos)T(s) Foothills Total UNI(cos)T UNI(poly)T HAZ(cos)T *model chosen for analysis

7 Figure 2 Two hundred and twenty six transects were flown in WMU 511 from February 22 nd -26 th, The foothills stratum is portrayed in blue while the boreal stratum is in pink. 4 DISCUSSION Eleven years had passed since our last moose population survey and we had lost confidence in the huntable population estimate. Therefore a moose population survey was conducted in February 2014 which unfortunately confirmed predictions of a declining moose population of only 721 animals; well below the 2003 survey estimate of 2033 moose and the 1999 survey estimate of 1868 moose. This evidence of a declining moose population warranted a reduction in the tags allocated to the Alberta resident hunters and will later influence the allocation to tourist outfitters in this WMU. According to the survey data, the tag fill rate has continued to fluctuate and does not show a trend over the last decade. The tag fill rate ranged from 27-52% and 15-30% in the early and late season, respectively. Early season permit allocations increased between the years 2003 to 2008 but have since decreased to a low of 132 moose permits in Allocated permits have steadily decreased in the late season from 485 permits in 2003 to a low of 199 moose permits in Oddly the online hunter survey data suggests the number of hunter days per animal has remained relatively steady over the last decade with hunters reporting an average of 20 hunter days per animal in

8 the early season and an average of 34 hunter days per animal in the late season. One might expect the required hunter effort to increase as the moose population decreased; however, it s possible the lower number of allocated tags may have increased a hunter s accessibility to the moose (less hunter interference) or it s possible the rough survey results provided by the sample of hunters (approximately 40% of hunters responded) are not representative of the hunting population. Not only is the moose density in WMU511 much lower than densities reported in previous surveys but there is also evidence of a potential recruitment issue. The observed bull ratio was 42 bulls per 100 cows which is similar to previous surveys in this unit. However, recruitment rate (% calves per total population) was lower than we ve seen over the past 20 years. Calf production equates to only 31 calves per hundred cows which is 38-45% lower than previous surveys conducted in 2003, 1999 and Given what we know about the continental moose recruitment issues in the southern periphery of their range we believe this data should not be overlooked. These comparisons likely indicate an older mean age of the present population which in turn provides evidence that a population reduction is occurring. However, while it s important to acknowledge the evidence we should wait to see the results of neighbouring units and look for widespread moose recruitment issues across the province that match the declining trends other provinces and states. Aerial Survey Data suggests we did not meet the assumption that all moose on the transect were detected, as observations close to the transect are under-represented (Figure 3). Therefore, the data were analyzed both with and without left truncation at 100m to determine how sensitive the results are to this issue (Buckland, et al. 2001). Figure 3: Detection probability plots with data fitted to a half normal key with cosine adjustments without truncation (left), and data fitted to a half normal key with cosine adjustments with truncation at 100m and 500m (right).

9 5 MANAGEMENT RECOMMENDATIONS Rather than affecting the hunters with a massive drop in hunting permits in 2014 a prudent response was to step-down the moose allocation over a two-year span. In 2013 we allocated 130 moose permits in the early season and 199 moose permits in the late season. To adjust to the lower population, early and late season allocation for the 2014 hunting season totalled 85 and 179 moose permits respectively with further refinements expected in the 2015 hunting season. While Alberta s moose population and related habitat might be unique we need to continue to monitor our moose populations and be conservative in our allocations until researchers across Canada and the USA pinpoint the cause of the widespread moose recruitment issues. Once further information is gathered we should adjust accordingly. 6 ACKNOWLEDGEMENTS Surveys were conducted by the following Environment and Sustainable Resource employees: Jim Castle, Kevin Downing, Mike Banko, Jordan Besenski, Justin Gilligan, Hanna Neufeld and Scott Donker. The pilots for this survey were Rod Drake (Highland Helicopters) and Evan Cole (Delta). Krista Josey (ESRD) from the Slave Lake Fire Centre provided flight following. Finally we would like to thank Hannah McKenzie for all her insight into the finer points of Distance. 7 LITERATURE CITED Buckland, S. T., Anderson, D. R., Burnham, K.P., Laake, J.L Distance Sampling: Estimating Abundance of Biological Populations. Environment and Sustainable Resource Development Aerial Ungulate Survey Protocol Manual. Natural Regions Committee Natural Regions and Subregions of Alberta. Compiled by D.J. Downing and W.W. Pettapiece. Government of Alberta. Pub. No. T/852. Thomas, L., S.T. Buckland, E.A. Rexstad, J.L Laake, S. Strindberg, S.L Hedley, J. R, B. Bishop, T. A. Marques, and K.P Burnham Distance software: design and analysis of distance sampling surveys for estimating population size. Journal of Applied Ecology 47: DOI: /j x

10 8 APPENDICES A) Basic survey data presented in an abbreviated listing WMU 511(Pelican Mountains) Dates of survey February 22 nd 26 th 2014 Observers Jim Castle, Kevin Downing, Mike Banko, Jordan Besenski, Justin Gilligan, Hanna Neufeld, Scott Donker Aircraft 206 Bell Jet Ranger (Delta and Highland) Pilot Evan Cole and Rod Drake Cost and time breakdown Total hours flown: 42.5 Total cost: $45, Design Distance sampling design with 568 North-South transects generated 1.2km apart. These transects were identified as either being within the foothills or boreal subregion. Data for individual transects Strat_ID Area (km2) TransID TransLength PerpDist (m) ClusterSize (km) Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B

11 Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B

12 Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B

13 Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Boreal B Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F

14 Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F

15 Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F

16 Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Foothills F Total Survey Area (km 2 ) Total transect length surveyed (km) Total number of groups observed Total number of animals observed B) Density Estimation Results Table: Analysis results without truncation Model N D CV DLCL DUCL NLCL NUCL AIC k HN(cos) HN(cos)(s) Boreal Foothills Total UNI(cos) UNI(poly) HAZ(cos) Table: Strata specific results with truncated data Stratum Total area (km 2 ) Total transect length surveyed (km) Number of groups detected Encounter rate Detection Probability Boreal Foothills Total Survey Summary Effort : # samples : 226

17 Width : Left : # observations: 61 Model selection results Model 1 Half-normal key, k(y) = Exp(-y**2/(2*A(1)**2)) Component Percentages of Var(D) Detection probability : 60.9 Encounter rate : 34.6 Cluster size : 4.5 Estimation Summary Encounter Rate Estimate %CV df 90% Confidence Interval n k L n/l E E E-01 Left Width Estimation Summary Expected cluster size Estimate %CV df 90% Confidence Interval Average cluster size Half-normal/Cosine r E-01 r-p E(S) Estimation Summary Density and Abundance Half-normal/Cosine Estimate %CV df 90% Confidence Interval DS D N

18 Chi-squared goodness of fit test. This test provides a measure of how adequately the detection function fits the distance data. Kolmogorov-Smirnov test D_n = p = Cramer-von Mises family tests W-sq (uniform weighting) = < p <= Relevant critical values: W-sq crit(alpha=0.600) = W-sq crit(alpha=0.500) = C-sq (cosine weighting) = < p <= Relevant critical values: C-sq crit(alpha=0.600) = C-sq crit(alpha=0.500) = Expected cluster size estimation table. This compares the mean cluster size with the expected cluster size calculated using regression. It provides a measure of how strongly cluster size biases the results. Expected cluster size estimated based on regression of: log(s(i)) on g(x(i)) Regression Estimates Slope = E-01 Std error = Intercept = Std error = Correlation= Students-t = Df = 59 Pr(T < t) = Expected cluster size = Standard error = E-01 Mean cluster size = Standard error = E-01

Aerial Ungulate Survey (2014) Moose in WMU 726 (Cold Lake Air Weapons Range)

Aerial Ungulate Survey (2014) Moose in WMU 726 (Cold Lake Air Weapons Range) Aerial Ungulate Survey (2014) Moose in WMU 726 (Cold Lake Air Weapons Range) Scott Donker and Barb Maile Environment and Sustainable Resource Development Lower Athabasca Region Citation: Donker, S and

More information

Aerial Ungulate Survey (2014) for

Aerial Ungulate Survey (2014) for Aerial Ungulate Survey (2014) for Moose and White-tailed Deer in WMU 515 (Heart Lake), WMU 651 (Lakeland Provincial Park) and WMU 841(Lakeland Provincial Recreation Area) January 7-11, 2014 Grant Chapman,

More information

Design of an eastern tropical Pacific (ETP) dolphin survey

Design of an eastern tropical Pacific (ETP) dolphin survey Design of an eastern tropical Pacific (ETP) dolphin survey Cornelia S. Oedekoven 1, Stephen T. Buckland 1, Laura Marshall 1 & Cleridy E. Lennert-Cody 2 [MOP-37-02] 1 Centre for Research into Ecological

More information

BC Boreal Caribou Implementation Plan:

BC Boreal Caribou Implementation Plan: 2013 BC Boreal Caribou Implementation Plan: Mortality Investigation Summary Report No. 3: June 28-July 07 Diversified Environmental Services Fort St. John, BC BACKGROUND During the winter of 2012-13, 164

More information

Study Design Considerations for Aerial Surveys in the Spring and Fall to Estimate the Abundance of Pacific Walrus

Study Design Considerations for Aerial Surveys in the Spring and Fall to Estimate the Abundance of Pacific Walrus Study Design Considerations for Aerial Surveys in the Spring and Fall to Estimate the Abundance of Pacific Walrus Prepared by Bryan F.J. Manly Western EcoSystems Technology Inc. 2003 Central Avenue, Cheyenne,

More information

Erratum to: Functional response to fruiting seasonality by a primate seed predator,

Erratum to: Functional response to fruiting seasonality by a primate seed predator, Erratum to: Functional response to seasonality by a primate seed predator, red leaf monkey (Presbytis rubicunda) GORO HANYA 1 * and HENRY BERNARD 2 1 Primate Research Institute, Kyoto University, Inuyama,

More information

MANITOBA HEALTH, HEALTHY LIVING & SENIORS WEEKLY WEST NILE VIRUS SURVEILLANCE REPORT (WEEK 36)

MANITOBA HEALTH, HEALTHY LIVING & SENIORS WEEKLY WEST NILE VIRUS SURVEILLANCE REPORT (WEEK 36) MANITOBA HEALTH, HEALTHY LIVING & SENIORS WEEKLY WEST NILE VIRUS SURVEILLANCE REPORT (WEEK 36) The weekly West Nile Virus Surveillance Report outlines the most current surveillance data and is posted weekly

More information

Appendix 44 Meadowbank and Whale Tail 2018 Noise Monitoring Program

Appendix 44 Meadowbank and Whale Tail 2018 Noise Monitoring Program Meadowbank Gold Project 2018 Annual Report Appendix 44 Meadowbank and Whale Tail 2018 Noise Monitoring Program MEADOWBANK GOLD PROJECT 2018 Noise Monitoring Report In Accordance with NIRB Project Certificates

More information

SPOTTED BEAR RIVER PROJECT REVISED ENVIRONMENTAL ASSESSMENT

SPOTTED BEAR RIVER PROJECT REVISED ENVIRONMENTAL ASSESSMENT SPOTTED BEAR RIVER PROJECT REVISED ENVIRONMENTAL ASSESSMENT TABLE OF CONTENTS CHAPTER 1 PURPOSE AND NEED I. INTRODUCTION.. 1-1 II. PROJECT AREA....... 1-2 III. PURPOSE AND NEED.. 1-2 IV. PROJECT SCOPE.....

More information

AP Statistics Practice Test Unit Seven Sampling Distributions. Name Period Date

AP Statistics Practice Test Unit Seven Sampling Distributions. Name Period Date AP Statistics Practice Test Unit Seven Sampling Distributions Name Period Date Vocabulary: 1. Define and provide an example of a statistic.. Define Sampling Distribution. 3. Define the variability of a

More information

Ecological Statistics

Ecological Statistics A Primer of Ecological Statistics Second Edition Nicholas J. Gotelli University of Vermont Aaron M. Ellison Harvard Forest Sinauer Associates, Inc. Publishers Sunderland, Massachusetts U.S.A. Brief Contents

More information

Basic Biostatistics. Chapter 1. Content

Basic Biostatistics. Chapter 1. Content Chapter 1 Basic Biostatistics Jamalludin Ab Rahman MD MPH Department of Community Medicine Kulliyyah of Medicine Content 2 Basic premises variables, level of measurements, probability distribution Descriptive

More information

Shrimp adjust their sex ratio to fluctuating age distributions

Shrimp adjust their sex ratio to fluctuating age distributions Evolutionary Ecology Research, 2002, 4: 239 246 Shrimp adjust their sex ratio to fluctuating age distributions Eric L. Charnov 1,2 and Robert W. Hannah 3 1 Department of Biology, The University of New

More information

This module illustrates SEM via a contrast with multiple regression. The module on Mediation describes a study of post-fire vegetation recovery in

This module illustrates SEM via a contrast with multiple regression. The module on Mediation describes a study of post-fire vegetation recovery in This module illustrates SEM via a contrast with multiple regression. The module on Mediation describes a study of post-fire vegetation recovery in southern California woodlands. Here I borrow that study

More information

HENDERSONVILLE FIRE DEPARTMENT VOLUNTARY PREP CLASSES FOR PHYSICAL AGILITY TESTING

HENDERSONVILLE FIRE DEPARTMENT VOLUNTARY PREP CLASSES FOR PHYSICAL AGILITY TESTING HENDERSONVILLE FIRE DEPARTMENT VOLUNTARY PREP CLASSES FOR PHYSICAL AGILITY TESTING In order to assist applicants in preparing for the Physical Agility Test, the Hendersonville Fire Department is offering

More information

MANITOBA HEALTH, HEALTHY LIVING & SENIORS WEEKLY WEST NILE VIRUS SURVEILLANCE REPORT (WEEK 34)

MANITOBA HEALTH, HEALTHY LIVING & SENIORS WEEKLY WEST NILE VIRUS SURVEILLANCE REPORT (WEEK 34) MANITOBA HEALTH, HEALTHY LIVING & SENIORS WEEKLY WEST NILE VIRUS SURVEILLANCE REPORT (WEEK 34) The weekly West Nile Virus Surveillance Report outlines the most current surveillance data and is posted weekly

More information

The Mapping and Analysis of Transportation Needs in Haliburton County Analytical Report. Breanna Webber Viyanka Suthaskaran

The Mapping and Analysis of Transportation Needs in Haliburton County Analytical Report. Breanna Webber Viyanka Suthaskaran The Mapping and Analysis of Transportation Needs in Haliburton County Analytical Report Breanna Webber Viyanka Suthaskaran Host Organization: Haliburton Transportation Task Force Table Of Contents Introduction

More information

Conservation status of chimpanzees Pan troglodytes verus and other large mammals in Liberia: a nationwide survey

Conservation status of chimpanzees Pan troglodytes verus and other large mammals in Liberia: a nationwide survey Conservation status of chimpanzees Pan troglodytes verus and other large mammals in Liberia: a nationwide survey CLEMENT G. TWEH, MENLADI M. LORMIE, CÉLESTIN Y. KOUAKOU, ANNIKA HILLERS HJALMAR S. KÜHL

More information

Bulletin of the Southern California Academy of Sciences

Bulletin of the Southern California Academy of Sciences Bulletin of the Southern California Academy of Sciences Volume 110 Issue 3 Article 2 October 2012 Abundance of long-beaked common dolphin (Delphinus capensis) in California and western Baja California

More information

Supplementary Figures

Supplementary Figures Supplementary Figures Supplementary Fig. 1: Map of the ten countries included in the analysis. Showing the first sub-national administrative boundaries in light grey, and DHS survey locations representing

More information

Final Report: Aerial Surveys of Pinniped Haulout Sites in Pacific Northwest Inland Waters

Final Report: Aerial Surveys of Pinniped Haulout Sites in Pacific Northwest Inland Waters Final Report: Aerial Surveys of Pinniped Haulout Sites in Pacific Northwest Inland Waters Report for Contract No. N62470-10-D-3011 - CTO JP02 June 2013 Prepared by: Prepared for: Steven Jeffries Washington

More information

As sea ice melts, some say walruses need better protection 13 October 2018, by Dan Joling

As sea ice melts, some say walruses need better protection 13 October 2018, by Dan Joling As sea ice melts, some say walruses need better protection 13 October 2018, by Dan Joling the Center for Biological Diversity petitioned to do the same for walruses. However, the U.S. Fish and Wildlife

More information

West Nile Virus Surveillance Report, 2018: For week ending July 7

West Nile Virus Surveillance Report, 2018: For week ending July 7 West Nile Virus Surveillance Report, 2018: For week ending July 7 Table of Contents 1. West Nile virus transmission risk page 2 2. Degree day accumulations page 3 3. Mosquito surveillance results page

More information

Urban Drainage and Flood Control District. Goldsmith Iliff Pond E-19 Survey

Urban Drainage and Flood Control District. Goldsmith Iliff Pond E-19 Survey Urban Drainage and Flood Control District Goldsmith Gulch @ Iliff Pond E-19 Survey GOLDSMITH GULCH @ ILIFF ALERT ID: 653/654 LID: ILFC2 Prepared by: HDR Engineering, Inc. 303 E 17 th Ave. Suite 700 Denver

More information

Manitoba Weekly West Nile virus Surveillance Report

Manitoba Weekly West Nile virus Surveillance Report Manitoba Weekly West Nile virus Surveillance Report Week 36 & 37 (September 2 September 8 and September 9-15, 2018) Communicable Disease Control Public Health Branch Active Living, Indigenous Relations,

More information

All Possible Regressions Using IBM SPSS: A Practitioner s Guide to Automatic Linear Modeling

All Possible Regressions Using IBM SPSS: A Practitioner s Guide to Automatic Linear Modeling Georgia Southern University Digital Commons@Georgia Southern Georgia Educational Research Association Conference Oct 7th, 1:45 PM - 3:00 PM All Possible Regressions Using IBM SPSS: A Practitioner s Guide

More information

SELECTED OBSERVATIONS OF CORALS AND SPONGES

SELECTED OBSERVATIONS OF CORALS AND SPONGES APPENDIX D SELECTED OBSERVATIONS OF CORALS AND SPONGES Appendix D maps depict the spatial distribution of selected observations of corals and sponges from visual surveys conducted by a number of agencies

More information

PROFILE AND PROJECTION OF DRUG OFFENCES IN CANADA. By Kwing Hung, Ph.D. Nathalie L. Quann, M.A.

PROFILE AND PROJECTION OF DRUG OFFENCES IN CANADA. By Kwing Hung, Ph.D. Nathalie L. Quann, M.A. PROFILE AND PROJECTION OF DRUG OFFENCES IN CANADA By Kwing Hung, Ph.D. Nathalie L. Quann, M.A. Research and Statistics Division Department of Justice Canada February 2000 Highlights From 1977 to 1998,

More information

cloglog link function to transform the (population) hazard probability into a continuous

cloglog link function to transform the (population) hazard probability into a continuous Supplementary material. Discrete time event history analysis Hazard model details. In our discrete time event history analysis, we used the asymmetric cloglog link function to transform the (population)

More information

Simple Linear Regression

Simple Linear Regression Simple Linear Regression Assoc. Prof Dr Sarimah Abdullah Unit of Biostatistics & Research Methodology School of Medical Sciences, Health Campus Universiti Sains Malaysia Regression Regression analysis

More information

Alberta West Nile virus wild bird surveillance 2006

Alberta West Nile virus wild bird surveillance 2006 Alberta West Nile virus wild bird surveillance 2006 SUMMARY: In 2006, the West Nile virus (WNv) wild bird surveillance program conducted by the Fish and Wildlife Division of Alberta Sustainable Resource

More information

Lake George Asian Clam Post-Treatment Survey

Lake George Asian Clam Post-Treatment Survey Lake George Asian Clam Post-Treatment Survey Submitted by Sandra Nierzwicki Bauer & Jeremy Farrell, Darrin Fresh Water Institute (Rensselaer Polytechnic Institute), Bolton Landing, NY Steven C. Resler,

More information

Effect of elephants on vegetation in Pongola Game Reserve. Dr Heather Gilbert, Operation Wallacea

Effect of elephants on vegetation in Pongola Game Reserve. Dr Heather Gilbert, Operation Wallacea Effect of elephants on vegetation in Pongola Game Reserve Dr Heather Gilbert, Operation Wallacea Contents Key Findings... 2 Introduction... 2 Research Site... 3 Results and discussion... 4 Changes over

More information

Conserving Red Pandas in Western Nepal

Conserving Red Pandas in Western Nepal Conserving Red Pandas in Western Nepal Progress Report September 2018 Progress Report RPN is committed to the conservation of wild red pandas and their habitat through the education and empowerment of

More information

Name MATH0021Final Exam REVIEW UPDATED 8/18. MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question.

Name MATH0021Final Exam REVIEW UPDATED 8/18. MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question. Name MATH0021Final Exam REVIEW UPDATED 8/18 MULTIPLE CHOICE. Choose the one alternative that best completes the statement or answers the question. Solve the equation. 1) 6x - (3x - 1) = 2 1) A) - 1 3 B)

More information

Analysis and Interpretation of Data Part 1

Analysis and Interpretation of Data Part 1 Analysis and Interpretation of Data Part 1 DATA ANALYSIS: PRELIMINARY STEPS 1. Editing Field Edit Completeness Legibility Comprehensibility Consistency Uniformity Central Office Edit 2. Coding Specifying

More information

West Nile Virus Surveillance Report, 2017: September 2

West Nile Virus Surveillance Report, 2017: September 2 West Nile Virus Surveillance Report, 2017: September 2 Table of Contents 1. West Nile virus transmission risk page 2 2. Degree-day accumulations page 3 3. Mosquito surveillance results page 5 4. West Nile

More information

Consistent with trends in other countries,1,2 the

Consistent with trends in other countries,1,2 the 9 Trends in weight change among Canadian adults Heather M. Orpana, Mark S. Tremblay and Philippe Finès Abstract Objectives Longitudinal analyses were used to examine the rate of change of self-reported

More information

Alberta s Response Plan (2005)

Alberta s Response Plan (2005) W E S T N I L E V I R U S : Alberta s Response Plan (2005) Alberta s West Nile virus Response Plan (2005) An Interdepartmental Plan Under the leadership of the Provincial Health Office, five government

More information

Sampling Problems in Estimating Small Mammal Population Size1

Sampling Problems in Estimating Small Mammal Population Size1 Sampling Problems in Estimating Small Mammal Population Size1 George E. Menkens, Jr.2 and Stanley H. Anderson3 Abstract. -Estimates of population size are influenced by four sources of error: measurement,

More information

Nepal - Unmet Need for Family Planning,

Nepal - Unmet Need for Family Planning, Nepal - Unmet Need for Family Planning, 2008-2009 One in four currently married women in Nepal has an unmet need for family planning, with the highest rates of unmet need occurring in the Eastern mountain

More information

The Wildland Fire Chemical

The Wildland Fire Chemical United States Department of Agriculture Forest Service Technology & Development Program Airtanker 57-2866-MTDC October 2 51/57 Drop Guides Ground Pattern n Perfor formance of the Columbia BV-234 Helicopter

More information

Unit 1 Exploring and Understanding Data

Unit 1 Exploring and Understanding Data Unit 1 Exploring and Understanding Data Area Principle Bar Chart Boxplot Conditional Distribution Dotplot Empirical Rule Five Number Summary Frequency Distribution Frequency Polygon Histogram Interquartile

More information

Ground Sampling Standards

Ground Sampling Standards Ground Sampling Standards MINISTRY OF FORESTS RESOURCES INVENTORY BRANCH JULY 1997 Table of Contents GROUND SAMPLING STANDARDS...1 INTRODUCTION...1 MEASUREMENT OF ATTRIBUTES...2 Continuous Attributes...2

More information

Figure 1. Location of 43 benchmark sites across Alberta.

Figure 1. Location of 43 benchmark sites across Alberta. 1.0 INTRODUCTION This report describes the micronutrient and trace element status of the AESA (Alberta Environmentally Sustainable Agriculture) Soil Quality Benchmark Sites. Previous reports completed

More information

MEMORANDUM. Dan Fitzgerald Horizon Wind Energy 52 James Street, 4 th Floor Albany, New York Diane Enders Date: September 7, 2010

MEMORANDUM. Dan Fitzgerald Horizon Wind Energy 52 James Street, 4 th Floor Albany, New York Diane Enders Date: September 7, 2010 MEMORANDUM To: From: Dan Fitzgerald Horizon Wind Energy 52 James Street, 4 th Floor Albany, New York 12207 Ben Brazell Diane Enders Date: September 7, 2010 Reference: Marble River Wind Farm Update Shadow

More information

Chapter 8. Appendices

Chapter 8. Appendices Chapter 8. Appendices Appendix A: Noise and Vibration Analysis Metro Gold Line Foothill Extension Phase 2A Supplemental EIR No. 2 for Additional Project Refinements MEMORANDUM To: From: Robb Fishman, Environmental

More information

Mark J. Anderson, Patrick J. Whitcomb Stat-Ease, Inc., Minneapolis, MN USA

Mark J. Anderson, Patrick J. Whitcomb Stat-Ease, Inc., Minneapolis, MN USA Journal of Statistical Science and Application (014) 85-9 D DAV I D PUBLISHING Practical Aspects for Designing Statistically Optimal Experiments Mark J. Anderson, Patrick J. Whitcomb Stat-Ease, Inc., Minneapolis,

More information

Arizona Western College Math 81 Course Review. Name Class Time

Arizona Western College Math 81 Course Review. Name Class Time Arizona Western College Math 81 Course Review Name Class Time Questions from Chapter 1 Simplify. 1) -1.2 + 0.2 + (-0.9) + 0.1 6) -1.8 0.06 7) (-4) 3 2) -14 - (-11) 8) (2.8) 3 3) - 4 7 (- 2) 4) -4(-4)(5)(-4)

More information

Wallowa Falls Habitat Modeling Results

Wallowa Falls Habitat Modeling Results Wallowa Falls Habitat Modeling Results Preliminary Results for IFIM Stakeholder Meeting La Grande, OR April 25, 2013 1.0 INTRODUCTION This document provides the results of the instream flow incremental

More information

Behavioural Response Study 2008

Behavioural Response Study 2008 DISTRIBUTION STATEMENT A. Approved for public release; distribution is unlimited. Behavioural Response Study 2008 I. L. Boyd Sea Mammal Research Unit, Scottish Oceans Institute University of St. Andrews,

More information

ATTACHMENT E. Selection of Soil Ingestion Rates

ATTACHMENT E. Selection of Soil Ingestion Rates ATTACHMENT E Selection of Soil Ingestion Rates In assessing exposures and risks from the ingestion of floodplain soil, the HHRA evaluates eleven exposure scenarios (including residential, recreational,

More information

West Nile Virus Surveillance Report, 2018: June 23

West Nile Virus Surveillance Report, 2018: June 23 West Nile Virus Surveillance Report, 2018: June 23 Table of Contents 1. West Nile virus transmission risk page 2 2. Degree day accumulations page 3 3. Mosquito surveillance results page 5 4. West Nile

More information

Eurocopter Maintenance Failure:

Eurocopter Maintenance Failure: Dickemore 1 Maya Dickemore PILT 1010 AM 15 September 2013 NTSB Report Eurocopter Maintenance Failure: Lack of sufficient sleep, a sudden change in work hours, and working without clearly written work instructions

More information

Module 3B The First Officer & Systematic Searches. Forensic Science Teacher Professional Development

Module 3B The First Officer & Systematic Searches. Forensic Science Teacher Professional Development Module 3B The First Officer & Systematic Searches Forensic Science Teacher Professional Development Unit 1.4: Responsibilities of First Responding Officers 0 The first level of assessment is conducted

More information

Annual Statistical Update: HIV and AIDS

Annual Statistical Update: HIV and AIDS Annual Statistical Update: HIV and AIDS 2015 Data reported to December 31, 2015 Epidemiology & Surveillance Public Health Branch Public Health and Primary Health Care Division Manitoba Health, Seniors

More information

West Nile Virus Surveillance Report, 2017: August 19

West Nile Virus Surveillance Report, 2017: August 19 West Nile Virus Surveillance Report, 2017: August 19 Table of Contents 1. West Nile virus transmission risk page 2 2. Degree-day accumulations page 3 3. Mosquito surveillance results page 5 4. West Nile

More information

1.4 - Linear Regression and MS Excel

1.4 - Linear Regression and MS Excel 1.4 - Linear Regression and MS Excel Regression is an analytic technique for determining the relationship between a dependent variable and an independent variable. When the two variables have a linear

More information

Math 215, Lab 7: 5/23/2007

Math 215, Lab 7: 5/23/2007 Math 215, Lab 7: 5/23/2007 (1) Parametric versus Nonparamteric Bootstrap. Parametric Bootstrap: (Davison and Hinkley, 1997) The data below are 12 times between failures of airconditioning equipment in

More information

Universal Newborn Hearing Screening and Early Intervention Programme (UNHSEIP) Monitoring Report

Universal Newborn Hearing Screening and Early Intervention Programme (UNHSEIP) Monitoring Report Universal ewborn Hearing Screening and Early Intervention Programme (UHSEIP) Monitoring Report January to December 2015 Released 2016 health.govt.nz Copyright The copyright owner of this publication is

More information

PREDICTING DISTRIBUTIONS OF ENDEMIC BIRD SPECIES IN THE NORTHERN MARIANA ISLANDS

PREDICTING DISTRIBUTIONS OF ENDEMIC BIRD SPECIES IN THE NORTHERN MARIANA ISLANDS PREDICTING DISTRIBUTIONS OF ENDEMIC BIRD SPECIES IN THE NORTHERN MARIANA ISLANDS BRAD EICHELBERGER DIVISION OF FISH AND WILDLIFE COMMONWEALTH OF THE NORTHERN MARIANA ISLANDS BACKGROUND 12 endemic bird

More information

Decision Document. Grid Point - CO Site - Rio Blanco Lake. Location - Meeker, Colorado

Decision Document. Grid Point - CO Site - Rio Blanco Lake. Location - Meeker, Colorado Decision Document Grid Point - CO401810772 Site - Rio Blanco Lake Location - Meeker, Colorado 1. Selection Survey Contents: 2. Summary of Other Surveys 3. Installation Package: A. Site Survey Checklist

More information

Chapter 6 Measures of Bivariate Association 1

Chapter 6 Measures of Bivariate Association 1 Chapter 6 Measures of Bivariate Association 1 A bivariate relationship involves relationship between two variables. Examples: Relationship between GPA and SAT score Relationship between height and weight

More information

Seasonal Influenza in Alberta 2010/2011 Summary Report

Seasonal Influenza in Alberta 2010/2011 Summary Report Seasonal Influenza in Alberta 21/211 Summary Report Government of Alberta October 211 ISSN 1927-4114, Surveillance and Assessment Branch Send inquiries to: Health.Surveillance@gov.ab.ca Executive Summary

More information

Methodology for the Survival Estimates

Methodology for the Survival Estimates Methodology for the Survival Estimates Inclusion/Exclusion Criteria Cancer cases are classified according to the International Classification of Diseases for Oncology - Third Edition (ICDO-3) Disease sites

More information

Dr. Allen Back. Oct. 7, 2016

Dr. Allen Back. Oct. 7, 2016 Dr. Allen Back Oct. 7, 2016 al Was it Fair? The first draft lottery during the Vietnam War: 366 balls labeled by dates. Mixed up and pulled out in a random order. al Was it Fair? Scatterplot al Was it

More information

BIODIVERSITY ANNUAL REPORT 2016 STATUS OF DOLPHINS IN ABU DHABI

BIODIVERSITY ANNUAL REPORT 2016 STATUS OF DOLPHINS IN ABU DHABI BIODIVERSITY ANNUAL REPORT 2016 STATUS OF DOLPHINS IN ABU DHABI EXECUTIVE SUMMARY Dolphins are apex predators that bio-accumulate marine toxins, consequently, they are good indicators of marine environmental

More information

MBG* Animal Breeding Methods Fall Final Exam

MBG* Animal Breeding Methods Fall Final Exam MBG*4030 - Animal Breeding Methods Fall 2007 - Final Exam 1 Problem Questions Mick Dundee used his financial resources to purchase the Now That s A Croc crocodile farm that had been operating for a number

More information

INTRODUCTION MATERIAL AND METHODS

INTRODUCTION MATERIAL AND METHODS Monitoring density and abundance of cetaceans in the seas around Italy through aerial surveys: a summary contribution to conservation and the future ACCOBAMS survey GIANCARLO LAURIANO 1, SIMONE PANIGADA

More information

Latest developments in WHO estimates of TB disease burden

Latest developments in WHO estimates of TB disease burden Latest developments in WHO estimates of TB disease burden WHO Global Task Force on TB Impact Measurement meeting Glion, 1-4 May 2018 Philippe Glaziou, Katherine Floyd 1 Contents Introduction 3 1. Recommendations

More information

Building national consensus for Asian elephant conservation in Cambodia Final report for the International Elephant Foundation

Building national consensus for Asian elephant conservation in Cambodia Final report for the International Elephant Foundation Building national consensus for Asian elephant conservation in Cambodia Final report for the International Elephant Foundation Award Recipient: Point of Contact: Project Manager: Fauna & Flora International,

More information

By Neal Smith Extension Area Specialist 4-H

By Neal Smith Extension Area Specialist 4-H By Neal Smith Extension Area Specialist 4-H Module 8: Sheep Judging Breeding Ewes Ideal breeding ewe: Possess an abundance of scale Bigger, longer, heavy-boned sheep are preferred Long, level topline High

More information

Simple Linear Regression the model, estimation and testing

Simple Linear Regression the model, estimation and testing Simple Linear Regression the model, estimation and testing Lecture No. 05 Example 1 A production manager has compared the dexterity test scores of five assembly-line employees with their hourly productivity.

More information

SUPPLEMENTARY INFORMATION

SUPPLEMENTARY INFORMATION doi:10.1038/nature16467 Supplementary Discussion Relative influence of larger and smaller EWD impacts. To examine the relative influence of varying disaster impact severity on the overall disaster signal

More information

SAMPLING AND SCREENING PROBLEMS IN RHEUMATIC HEART DISEASE CASE. FINDING STUDY

SAMPLING AND SCREENING PROBLEMS IN RHEUMATIC HEART DISEASE CASE. FINDING STUDY This is a discussion of statistical methods in case-finding studies where there is no accurate or precise diagnostic test for the disease and where the frequency of its occurrence in the population is

More information

Neuron, Volume 63 Spatial attention decorrelates intrinsic activity fluctuations in Macaque area V4.

Neuron, Volume 63 Spatial attention decorrelates intrinsic activity fluctuations in Macaque area V4. Neuron, Volume 63 Spatial attention decorrelates intrinsic activity fluctuations in Macaque area V4. Jude F. Mitchell, Kristy A. Sundberg, and John H. Reynolds Systems Neurobiology Lab, The Salk Institute,

More information

1. What is the I-T approach, and why would you want to use it? a) Estimated expected relative K-L distance.

1. What is the I-T approach, and why would you want to use it? a) Estimated expected relative K-L distance. Natural Resources Data Analysis Lecture Notes Brian R. Mitchell VI. Week 6: A. As I ve been reading over assignments, it has occurred to me that I may have glossed over some pretty basic but critical issues.

More information

Saskatchewan Cancer Control Report. Profiling Cancer in Regional Health Authorities

Saskatchewan Cancer Control Report. Profiling Cancer in Regional Health Authorities Saskatchewan Cancer Control Report Profiling Cancer in Regional Health Authorities Saskatchewan Cancer Control Report Profiling Cancer in Regional Health Authorities Recommended citation: Phillips Z, Narasimhan

More information

Preliminary results of parentage analyses of 2010 Tobique River pre-smolt

Preliminary results of parentage analyses of 2010 Tobique River pre-smolt Preliminary results of parentage analyses of 2010 Tobique River pre-smolt Patrick O Reilly, Ross Jones, Trevor Goff, Stephanie Ratelle, and Lorraine Hamilton Presented by: Sherisse McWilliam-Hughes The

More information

MANITOBA HEALTH, HEALTHY LIVING & SENIORS WEEKLY WEST NILE VIRUS SURVEILLANCE REPORT (WEEK 31)

MANITOBA HEALTH, HEALTHY LIVING & SENIORS WEEKLY WEST NILE VIRUS SURVEILLANCE REPORT (WEEK 31) MANITOBA HEALTH, HEALTHY LIVING & SENIORS WEEKLY WEST NILE VIRUS SURVEILLANCE REPORT (WEEK 31) The weekly West Nile Virus Surveillance Report outlines the most current surveillance data and is posted weekly

More information

Correlation and Regression

Correlation and Regression Dublin Institute of Technology ARROW@DIT Books/Book Chapters School of Management 2012-10 Correlation and Regression Donal O'Brien Dublin Institute of Technology, donal.obrien@dit.ie Pamela Sharkey Scott

More information

1. The Role of Sample Survey Design

1. The Role of Sample Survey Design Vista's Approach to Sample Survey Design 1978, 1988, 2006, 2007, 2009 Joseph George Caldwell. All Rights Reserved. Posted at Internet website http://www.foundationwebsite.org. Updated 20 March 2009 (two

More information

HOLIDAY FITNESS CHALLENGE BROUGHT TO YOU BY

HOLIDAY FITNESS CHALLENGE BROUGHT TO YOU BY 4 WEEK HOLIDAY FITNESS CHALLENGE BROUGHT TO YOU BY FOREWORD Pressed for time this holiday season? Don t skip the gym! I have workouts that will keep you fit year-round. These workouts combine strength-training

More information

Chapter 5: Summarizing Bivariate Data Review Pack

Chapter 5: Summarizing Bivariate Data Review Pack Chapter 5: Summarizing Bivariate Data Review Pack Name 1. What is it that the Pearson correlation coefficient quantifies? 2. If a scatter plot exhibits a strong positive relationship, what can be said

More information

Transmitted by the Institute of Makers of Explosives (IME)

Transmitted by the Institute of Makers of Explosives (IME) Committee of Experts on the Transport of Dangerous Goods and on the Globally Harmonized System of Classification and Labelling of Chemicals 7 June 2018 Sub-Committee of Experts on the Transport of Dangerous

More information

C2 Training: August 2010

C2 Training: August 2010 C2 Training: August 2010 Introduction to meta-analysis The Campbell Collaboration www.campbellcollaboration.org Pooled effect sizes Average across studies Calculated using inverse variance weights Studies

More information

Discriminability objective for training descriptive image captions

Discriminability objective for training descriptive image captions Discriminability objective for training descriptive image captions Ruotian Luo TTI-Chicago Joint work with Brian Price Scott Cohen Greg Shakhnarovich (Adobe) (Adobe) (TTIC) Discriminability objective for

More information

Chapter 3 CORRELATION AND REGRESSION

Chapter 3 CORRELATION AND REGRESSION CORRELATION AND REGRESSION TOPIC SLIDE Linear Regression Defined 2 Regression Equation 3 The Slope or b 4 The Y-Intercept or a 5 What Value of the Y-Variable Should be Predicted When r = 0? 7 The Regression

More information

Culturally Competent Substance Abuse Treatment Project

Culturally Competent Substance Abuse Treatment Project Culturally Competent Substance Abuse Treatment Project Final Report 2010 Kristin White, MA Program Evaluator Rebecca Clayton, BS Associate Director Stephan Arndt, PhD Director Iowa Consortium for Substance

More information

Lesson 1: Distributions and Their Shapes

Lesson 1: Distributions and Their Shapes Lesson 1 Name Date Lesson 1: Distributions and Their Shapes 1. Sam said that a typical flight delay for the sixty BigAir flights was approximately one hour. Do you agree? Why or why not? 2. Sam said that

More information

The North Carolina Health Data Explorer

The North Carolina Health Data Explorer The North Carolina Health Data Explorer The Health Data Explorer provides access to health data for North Carolina counties in an interactive, user-friendly atlas of maps, tables, and charts. It allows

More information

Growth in the Asian elephant

Growth in the Asian elephant Proc. Indian Acad. Sci. (Anim. Sci.), VoL 97. No.6. November 1988, pp. 561-571. Printed in India. Growth in the Asian elephant R SUKUMAR, N V JOSHI and V KRISHNAMURTHY* Centre for Ecological Sciences.

More information

Scientific Forum. The Comparative Dimensions of Round and Anatomical Saline-filled Breast Implants

Scientific Forum. The Comparative Dimensions of Round and Anatomical Saline-filled Breast Implants The Comparative Dimensions of Round and Anatomical Saline-filled Breast Implants Robert S. Hamas, MD Background: Anatomical saline-filled breast implants have been portrayed as having a more natural shape

More information

Potential for Phytotoxicity of Mogeton 25 WP (Quinoclamine) on Coral Bells (Heuchera sanguinea Firefly )

Potential for Phytotoxicity of Mogeton 25 WP (Quinoclamine) on Coral Bells (Heuchera sanguinea Firefly ) Potential for Phytotoxicity of Mogeton 25 WP (Quinoclamine) on Coral Bells (Heuchera sanguinea Firefly ) By Heiner Lieth, Director Linda Dodge Ron Lane Dylan Hodgkiss Project Interregional Research Project

More information

Joint Pacific Alaska Range Complex

Joint Pacific Alaska Range Complex Joint Pacific Alaska Range Complex Environmental Impact Statement for the Modernization and Enhancement of Ranges, Airspace, and Training Areas in the Joint Pacific Alaska Range Complex in Alaska Volume

More information

PROGRESS REPORTS: STRAWBERRY VALLEY SAGE GROUSE RECOVERY PROJECT 2010

PROGRESS REPORTS: STRAWBERRY VALLEY SAGE GROUSE RECOVERY PROJECT 2010 PROGRESS REPORTS: STRAWBERRY VALLEY SAGE GROUSE RECOVERY PROJECT 2010 Presented to: The Utah Reclamation Mitigation and Conservation Commission Utah Division of Wildlife Resources Uinta National Forest

More information

A Comparison of Homicide Trends in Local Weed and Seed Sites Relative to Their Host Jurisdictions, 1996 to 2001

A Comparison of Homicide Trends in Local Weed and Seed Sites Relative to Their Host Jurisdictions, 1996 to 2001 A Comparison of Homicide Trends in Local Weed and Seed Sites Relative to Their Host Jurisdictions, 1996 to 2001 prepared for the Executive Office for Weed and Seed Office of Justice Programs U.S. Department

More information

Seeds of Stewardship Summer of Service

Seeds of Stewardship Summer of Service Seeds of Stewardship Summer of Service American Conservation Experience and the Arizona Trail Association Location : Coconino National Forest, Flagstaff, Arizona Position Description : The American Conservation

More information

Improving flight safety through analysis of spatial disorientation incidents

Improving flight safety through analysis of spatial disorientation incidents Improving flight safety through analysis of spatial disorientation incidents Crown Copyright/MOD 2013 Presenter: Tracy Grimshaw Co-authors: Dr. Rollin Stott Dr. Andrew Belyavin Crown Copyright/MOD 2013

More information

Frequency Distributions

Frequency Distributions Frequency Distributions In this section, we look at ways to organize data in order to make it user friendly. We begin by presenting two data sets, from which, because of how the data is presented, it is

More information