Hair color. Circumference of a tree trunk

Size: px
Start display at page:

Download "Hair color. Circumference of a tree trunk"

Transcription

1 Stat 04 Eam September 30, 0 Name: INSTRUCTIONS: Read the quetio carefull ad completel. Awer each quetio ad how work i the pace provided. Partial credit will ot be give if work i ot how. Whe aked to eplai, decribe, or commet, do o withi the cotet of the problem. Be ure to iclude uit whe dealig with quatitative variable.. [0 pt] Short awer. a) [3] Statitic i about. (Fill i the blak with oe word.) b) [4] For each variable lited below idicate what tpe of variable it i, categorical/qualitative or umerical/quatitative. For categorical/qualitative variable give everal categorie. For umerical/quatitative variable idicate the uit that would accompa the value of the variable. Hair color Circumferece of a tree truk c) [4] A ample of 0 home ha a mea price of $07,500. The mot epeive home i the ample i $500,000. If the mot epeive home i removed from the ample, what i the mea price of the remaiig 9 home? I order to get credit ou mut how our work. d) [] O the firt eam i Stat 04 i fall 00, the mea core wa 8. poit ad the tadard deviatio wa.84 poit. A tudet cored 60 poit o the eam. What i that tudet tadardized core? e) [] Phical fleibilit ratig are recorded for a ample of oug adult male. A value of idicate ver low phical fleibilit. A value of 0 idicate ver high phical fleibilit. The five-umber ummar i: miimum =, Q = 5, media = 7.5, Q 3 = 9, maimum = 0. What i the hape of the ditributio? Eplai how ou determied the hape.

2 f) [3] Match the Plot with the correct value of the correlatio coefficiet, r. g) [] Wh i radom aigmet of treatmet to ubject importat i a eperimet?. [8 pt] A tud i performed o the effect of temperature o the tregth of platic weld. There are eve differet temperature (40, 50, 60, 70, 80, 90 ad 00 C). At each temperature five pecime of the platic material are welded. The weld are the ubjected to a load util the weld break. The maimum load (i Newto) before the weld break i the tregth of the weld. The thirt five weld (5 pecime at each of 7 temperature) are ru i a radom order. All weld are made with the ame equipmet b the ame operator. All tregth are meaured with the ame equipmet with the ame operator. a) [3] Wh i thi tud a eperimet ad ot a obervatioal tud? b) [3] What i the repoe variable? I thi variable categorical or umerical? If categorical give the categorie if umerical give uit of meauremet.

3 c) [3] What i the eplaator variable? I thi variable categorical or umerical? If categorical give the categorie if umerical give the uit of meauremet. d) [3] Idetif a outide variable that i cotrolled i the tud ad idicate how that variable i cotrolled. e) [3] I there a cotrol group i the tud? Eplai briefl. f) [3] How i replicatio withi thi tud accomplihed? 3. [7 pt] Data from the group of 35 weld tregth i diplaed below. 00.0% maimum % quartile % media % quartile % miimum 5. Cout Mea 7.00 Std Dev N 35 Stregth (N) a) [3] Lookig at the hitogram decribe the hape of the ditributio of tregth. 3

4 b) [3] What are the value of the ample mea tregth ad the ample media tregth? Iclude appropriate uit. c) [3] What are the value of the ample tadard deviatio ad the ample IQR? Iclude appropriate uit. d) [3] Which ummarie of ceter ad variabilit are mot appropriate for thee data? Eplai briefl. e) [5] Below are bo plot for the tregth of weld for two differet platic material, Material ad Material. The loger horizotal lie through each bo repreet the mea weld tregth. Ue the iformatio give i the bo plot to compare the material i term of their effect o the mea tregth ad the variabilit i tregth. 4

5 4. [5 pt] The ivetigator that performed the tud o platic weld tregth decribed i problem thought that the temperature ued to create the weld would have a effect o the tregth. Below i iformatio o the tregth of weld uig Material ad the temperature ued to make thoe weld Temperature Temperature (C) Stregth (N) Mea 70 Mea 7.00 Std Dev 0.9 Std Dev Correlatio 0.88 a) [] What i the eplaator variable? What i the repoe variable? b) [] Decribe the relatiohip betwee temperature ad tregth. c) [4] Compute the leat quare etimate of the lope, b. Roud our fial awer to 4 decimal place. 5

6 d) [4] Give a iterpretatio of the lope withi the cotet of the problem. e) [3] Compute the leat quare etimate of the -itercept, a. Roud our fial awer to decimal place. f) [3] Give the equatio of the leat quare regreio lie ad ue it to predict the tregth for a weld that i welded at 00 C. g) [] Oe of the weld made at 00 C ha tregth of 5.7 N. What i the reidual for thi weld? h) [3] Graph the leat quare regreio lie o the plot o the previou page. I order to get full credit it mut be obviou to me that ou are uig the equatio to draw the lie. i) [] What percetage of variatio i weld tregth i eplaied b the liear relatiohip with temperature? 6

7 5. [0 pt] A ample of 37 tudet i grade 4 6 i elected chool i Michiga were aked the followig quetio about their chool goal, pecificall What would ou mot like to do at chool? The tudet could chooe either make good grade, be good at port or be popular. It wa alo oted whether the tudet wa from a rural chool or a urba chool. A ummar of how ma tudet from each tpe of chool ad their awer to the quetio i give i the table below. Grade Popular Sport Rural Urba a) [] Who wa data collected o? b) [] What data wa collected? c) [] Coiderig ol tudet from urba chool, what proportio of tudet from urba chool awered that the wat to make good grade? d) [5] Below i a moaic plot of the row percetage. What doe thi plot tell ou about the differece i chool goal for tudet from rural ad urba chool? Be ure to refer pecificall to the moaic plot, ad the percetage thi plot dipla, i awerig thi quetio Sport Popular Goal Grade 0.00 Rural Urba/Rural Urba 7

8 6. [0 pt] A tud reported i Alzheimer ad Demetia: the Joural of the Alzheimer Aociatio i 005 looked at the relatiohip betwee folate i the diet ad Alzheimer dieae. The tud ued iformatio gathered from the Baltimore Logitudial Stud of Agig. The tud foud that diet high i folate might help reduce the rik of Alzheimer dieae. Source: I that tud the reearcher erolled 579 voluteer (359 me, 0 wome) 60 ad older without Alzheimer' dieae ad followed them for ie ear. The reearcher looked at the percetage of atioidat vitami (E, C, caroteoid) ad B vitami (folate, B-6, ad B-) cotaied i participat diet. Durig the ie ear follow-up period 57 participat developed Alzheimer' dieae. The reearcher the compared the utriet itake of thoe who developed Alzheimer dieae with the utriet itake of thoe who did ot develop the dieae. The reearcher foud that thoe with a higher dietar itake of folate had a almot 60 percet lower rate of Alzheimer dieae. a) [3] Wh i thi tud a obervatioal tud ad ot a eperimet? Eplai briefl. b) [3] Wa thi a propective or a retropective tud? Eplai briefl. c) [] What i the eplaator variable? I it categorical or umerical? d) [] What i the repoe variable? I it categorical or umerical? 8

9 Formula b a b a r b r z z r z z Q Q Q Q error approimate margi of ˆ reidual ˆ predictio equatio - itercept lope R correlatio coefficiet tadard core tadard deviatio mea IQR Mi Ma Rage Ma Media Mi five umber ummar 3 3 9

Examinations for Semester II. / 2014 Semester I

Examinations for Semester II. / 2014 Semester I Programme Cohort BMAN/10/PT Aug BSc (Hos) Maagemet F/G/M/L F/G/M BMAN/1/FT Ja L/G Eamiatios for 013-014 Semester II / 014 Semester I MODULE: OPERATIONS MANAGEMENT MODULE CODE: MGMT 307 DURATION: HOURS

More information

Interval Estimation & Sampel Size

Interval Estimation & Sampel Size Iterval Estimatio & Sampel Size Week 02 Preseted by : W. Rofiato Iterval Estimatio Iterval Estimatio of a Populatio Mea: - Large-Sample Case - Small-Sample Case Determiig the Sample Size Iterval Estimatio

More information

Section 5.2: Using the Normal Distribution with Sample Means, Quality Control

Section 5.2: Using the Normal Distribution with Sample Means, Quality Control Sectio 5.2: Usig the Normal Distributio with Sample Meas, Quality Cotrol Learig goals for this chapter: Defie samplig variability ad uderstad how to miimize it. Uderstad the differece betwee parameters

More information

Chem 155 Spring 2009 Terrill Quiz 1 Page 1 of 6

Chem 155 Spring 2009 Terrill Quiz 1 Page 1 of 6 Chem 55 Sprig 2009 Terrill Quiz Page of 6. Arseic is a toxic metal. The EPA has set a upper limit of 0 ppb of Arseic i drikig water. The expected value i muicipal water is 5 ppb. Your ICP- MS istrumet

More information

CHAPTER 8: CONFIDENCE INTERVAL ESTIMATES for Means and Proportions

CHAPTER 8: CONFIDENCE INTERVAL ESTIMATES for Means and Proportions CHAPTER 8: CONFIDENCE INTERVAL ESTIMATES for Meas ad Proportios Itroductio: We wat to kow the value of a parameter for a populatio. We do t kow the value of this parameter for the etire populatio because

More information

SLIDES. BY. John Loucks. St. Edward s University

SLIDES. BY. John Loucks. St. Edward s University . SLIDES. BY Joh Loucks St. Edward s Uiversity 2014 Cegage Learig. All Rights Reserved. May ot be scaed, copied or duplicated, or posted to a publicly accessible website, i whole or i part. 1 Chapter 17,

More information

Chapter Statistics for Business and Economics 7 th Edition. Chapter 8. Estimation: Additional Topics. Chapter Goals

Chapter Statistics for Business and Economics 7 th Edition. Chapter 8. Estimation: Additional Topics. Chapter Goals Chapter 8 8-1 Statistics for Busiess a Ecoomics 7 th Eitio Chapter 8 Estimatio: Aitioal Topics Ch. 8-1 Chapter Goals After completig this chapter, ou shoul be able to: Form cofiece itervals for the ifferece

More information

differences between two groups (Will Begin Momentarily) Copyright 2009 BCG Institute for Workforce Development Visit BCGi Online

differences between two groups (Will Begin Momentarily) Copyright 2009 BCG Institute for Workforce Development   Visit BCGi Online /4/009 Itroductio ti to t-tests t t for measurig differeces betwee two groups (Will Begi Mometarily) Brought to you by: www.bcgistitute.org Copyright 009 BCG Istitute for Workforce Developmet www.bcgistitute.org

More information

OUTLIERS AND SOME NON-TRADITIONAL MEASURES OF LOCATION IN ANALYSIS OF WAGES

OUTLIERS AND SOME NON-TRADITIONAL MEASURES OF LOCATION IN ANALYSIS OF WAGES Europea Scietific Joural September 0 /SPECIAL/ editio Vol. ISSN: 857 788 (Prit) e - ISSN 857-73 OUTLIERS AND SOME NON-TRADITIONAL MEASURES OF LOCATION IN ANALYSIS OF WAGES Mila Terek, Prof., PhD Matúš

More information

Skills Essential for the Successful Completion of the Forest Measurements Section of the MSU Forestry Summer Field Program

Skills Essential for the Successful Completion of the Forest Measurements Section of the MSU Forestry Summer Field Program Page 1 of 3 Skills Essetial for the Successful Completio of the Forest Measuremets Sectio of the MSU Forestry Summer Field Program Commuity College studets who trasfer to the MSU Forestry program are expected

More information

Regression trees. DAAG Chapter 11

Regression trees. DAAG Chapter 11 Regressio trees DAAG Chapter 11 Learig objectives I this sectio, we will lear about regressio trees. What is a regressio tree? What tpes of problems ca be addressed with regressio trees? How complex a

More information

Design of Single Acceptance Sampling Plan Using Maximum Allowable Proportion Defective (MAPD) and Producer s Allowable Risk (PAR)

Design of Single Acceptance Sampling Plan Using Maximum Allowable Proportion Defective (MAPD) and Producer s Allowable Risk (PAR) Desig of Sigle Acceptace Samplig Pla Usig Maximum Allowable Proportio Defective (MAPD) ad Producer s Allowable Risk (PAR) Edokpa Idemudia Waziri 1* ad Oduayo J. Braimah 2 1 Departmet of Mathematics/Statistics,

More information

Simulation-based Switching Algorithm for Inventory Management in a Multi-echelon Supply Chain

Simulation-based Switching Algorithm for Inventory Management in a Multi-echelon Supply Chain Simulatio-based Switchig Algorithm for Ivetory Maagemet i a Multi-echelo Supply Chai GALINA MERKURYEVA (a) ad OLESYA VECHERINSKA (b) Departmet of Modellig ad Simulatio Riga Techical Uiversity 1 Kalku Street,

More information

Management information systems and their impact on job performance among employees in the private sector: SAUDI Telecommunications companies

Management information systems and their impact on job performance among employees in the private sector: SAUDI Telecommunications companies Iteratioal Joural of Computer Applicatio (05 888) Volume 16 o 11, April 01 Maagemet iformatio ytem ad their impact o job performace amog employee i the private ector: SAUDI Telecommuicatio compaie Waleed

More information

Baan Manufacturing Routing

Baan Manufacturing Routing Baa Maufacturig Routig Module Procedure UP089A US Documetiformatio Documet Documet code : UP089A US Documet group : User Documetatio Documet title : Routig Editio : A Date : July 1998 Copyright 1998 Baa

More information

= p(1 p)/n If the Rule of 15 and Large Population Rule are satisfied.

= p(1 p)/n If the Rule of 15 and Large Population Rule are satisfied. Estimatig a Populatio Proportio-Example To estimate the proportio p of college studets who disbelieve i evolutio, take a simple radom sample of 1112 college studets, ad fid the sample proportio, say ˆp

More information

LOGISTIC FUNCTION AND ARCUS TANGENT. 1. Introduction

LOGISTIC FUNCTION AND ARCUS TANGENT. 1. Introduction Piotr Diestrzaski (Wrocaw) LOGISTIC FUNCTION AND ARCUS TANGENT Abstract. The paper presets some deliberatios o approimatio methods used i describig certai pheomea o the basis of logistic fuctio. A attempt

More information

SHRM CUSTOMIZED PAID LEAVE BENCHMARKING REPORT

SHRM CUSTOMIZED PAID LEAVE BENCHMARKING REPORT SHRM CUSTOMIZED PAID LEAVE BENCHMARKING REPORT THANK YOU FOR ORDERING A SHRM CUSTOMIZED PAID LEAVE Your report is based o the followig criteria: SELECTION CRITERIA Idustry: Staff Size: Chemical Maufacturig

More information

ORACLE COMMERCE CLOUD INTRODUCTION TO PROMOTIONS

ORACLE COMMERCE CLOUD INTRODUCTION TO PROMOTIONS ORACLE COMMERCE CLOUD INTRODUCTION TO PROMOTIONS INTRODUCTION Oracle Commerce Cloud makes it easy to create ad maage promotios, but we kow it takes more coordiatio creativity aalytical kow-how to deliver

More information

INVESTIGATION ON INFLUENCE OF POROSITY ON WIND

INVESTIGATION ON INFLUENCE OF POROSITY ON WIND The Seveth Asia-Pacific Coferece o Wid Egieerig, November 8-2, 29, Taipei, Taiwa INVESTIGATION ON INLUENCE O POROSITY ON WIND LOADING ON POROUS SUNSHADE ROO COVER SHEETS ON A LOW-RISE BUILDING Vu Thah

More information

Calculating Approximate PPPs Using the Price Factor Method

Calculating Approximate PPPs Using the Price Factor Method Iteratioal Compariso Program Calculatig Approximate PPPs Usig the Price Factor Method Global Office Operatioal Material Table of Cotets 1. Pros ad cos of the Price Factor Method (PFM)... 3 2. From ex-factory

More information

Selection of Input-Output Variables in Data Envelopment Analysis - Indian Commercial Banks

Selection of Input-Output Variables in Data Envelopment Analysis - Indian Commercial Banks Selectio of Iput-Output Variables i Data Evelopmet Aalysis - Idia Commercial Baks Subramayam T Departmet of Statistics, Christ Uiversity, Bagalore ABSTRACT Data Evelopmet aalysis is a oparametric method

More information

Department of Chemistry University of Texas at Austin

Department of Chemistry University of Texas at Austin Electrochemistry Uit Activity Cocetratio of Electrochemical Cells KEY MINI LECTURE CONCENTRATION ELECTROCHEMICAL CELLS Cells are remarkably complex systems. However, we ca uderstad some key characteristics

More information

Types of simulation w.r.t. output analysis

Types of simulation w.r.t. output analysis Types of simulatio w.r.t. output aalysis Termiatig: Edpoit of simulatio ru is defied by your model. No-termiatig 0 Aalysis: first cosider termiatig simulatio i output result, value of a certai performace

More information

Procedure Statistical Assessment of Sample Test Results

Procedure Statistical Assessment of Sample Test Results BAM - 3.2: Sectio Pressure Equipmet Pressure Receptacles; Fuel Gas Storage Systems 26 th September 204 Techical Aex Statistical Assessmet Samples (SAS) of the Cocept Additioal Tests (CAT): Procedure Statistical

More information

Section 8.2 Confidence Intervals for One Population Mean When is known and Margin of Error

Section 8.2 Confidence Intervals for One Population Mean When is known and Margin of Error Sectio 8.2 Cofidece Itervals for Oe Populatio Mea Whe is kow ad Margi of Error There is a procedure that we use to costruct a cofidece iterval for oe populatio mea whe is kow. Oe Mea z-iterval Procedure

More information

A study on copper recovery from the slag of Outokumpu direct-to-copper process

A study on copper recovery from the slag of Outokumpu direct-to-copper process A study o copper recovery from the slag of Outokumpu direct-to-copper process M. Kucharski (*), T. Sak, P. Madej, M. Wędrychowicz, W. Mróz AGH Uiversity of Sciece ad Techology, Departmet of Metallurgy

More information

TESTING HYPOTHESIS ABOUT MEANS

TESTING HYPOTHESIS ABOUT MEANS TESTING HYPOTHESIS ABOUT MEANS PROBLEM : TESTING HYPOTHESIS ABOUT A POPULATION MEAN Norepiephrie (alo referre to a arealie) i a i a hormoe a eurotramitter ue a a rug to treat cariac arret a other cariac

More information

Numerical Summary Measures

Numerical Summary Measures Eample: Brth weghts ( lb) of 5 babes bor from two groups of wome uder dfferet care programs. Group : 7, 6, 8, 7, 7 Group : 3, 4, 8, 9, 6 7 8 Numercal Summary Measures Descrbe Dstrbuto wth Numbers Measure

More information

Variability estimates and data comparison with higher order structure data

Variability estimates and data comparison with higher order structure data Variability estimates ad data compariso with higher order structure data Iva L. Budyak Biopharmaceutical Research ad Developmet Eli Lilly ad Compay April 03-05, 2017 HOS characterizatio data far-uv CD

More information

Capacity Guide Maximum GPM Water Main Line. Nominal. Maximum Differential Pressure Pipe Size

Capacity Guide Maximum GPM Water Main Line. Nominal. Maximum Differential Pressure Pipe Size Data Sheet Field IT Variable Area Flowmeters Ori-Flowrator TM Meters 10B4000 Low istallatio cost Liear idicatio over 12-1/2 to 1 flow rage Iexpesive method of measurig large flow rates i direct flow uits

More information

Cystatin C. Package Insert for Cystatin C Immunoassay on Beckman Coulter AU Systems (AU5800, AU680, AU480, AU2700, DxC 700 AU)

Cystatin C. Package Insert for Cystatin C Immunoassay on Beckman Coulter AU Systems (AU5800, AU680, AU480, AU2700, DxC 700 AU) Cystati C Package Isert for Cystati C Immuoassay o Beckma Coulter AU Systems (AU5800, AU680, AU480, AU2700, DxC 700 AU) REF B08179 Iteded Use The Cystati C Immuoassay o the Beckma Coulter AU Systems is

More information

Production Order Costing

Production Order Costing BaaERP 5.0c Maufacturig Productio Order Costig Module Procedure UP127A US Documetiformatio Documet Documet code : UP127A US Documet group : User Documetatio Documet title : Productio Order Costig Applicatio/Package

More information

Metropolis. Supervisor: Prof. Jeffrey Rosenthal. Student: Xin Wang

Metropolis. Supervisor: Prof. Jeffrey Rosenthal. Student: Xin Wang Local scale adaptatio for Radom Walk Metropolis Supervisor: Prof. Jeffrey Rosethal Studet: Xi Wag Summer 0 Cotets Abstract. Itroductio. itroductio. Metropolis-Hastigs algorithm.3 optimal scalig.4 optimal

More information

A Note on the Reliability Tests of Estimates from ARMS Data

A Note on the Reliability Tests of Estimates from ARMS Data A Note o the Reliability Tests of Estimates from ARMS Data C. S. Kim, C. Hallaha, W. Lidamood, G. Schaible, ad J. Paye USDA uses the cocept of publish-ability rather tha statistical reliability of a estimate

More information

FINNING UK GENDER PAY GAP REPORT 2017.

FINNING UK GENDER PAY GAP REPORT 2017. FINNING UK GENDER PAY GAP REPORT 2017. Message from Scott Thomso Presidet & CEO Fiig Iteratioal Ic. Fiig globally is committed to buildig a iclusive workplace where ay idividual regardless of ethic backgroud,

More information

BaanERP Distribution Item Sales Data

BaanERP Distribution Item Sales Data BaaERP Distributio Module Procedure UP028A US Documetiformatio Documet Documet code : UP028A US Documet group : User Documetatio Documet title : Editio : A Date : May 1998 Copyright 1998 Baa Developmet

More information

I.J.E.M.S., VOL.4 (2) 2013: ISSN X

I.J.E.M.S., VOL.4 (2) 2013: ISSN X I.J.E.M.S., VOL.4 () 013: 108-11 ISSN 9-600X 1 Sigh, P. V., 1 Kumar Akhilesh, * Rawat J. S., & 1 Kumar Devedra 1 Departmet of Soil & Water Coservatio Egieerig, College of Techology, GBPUAT, Patgar-63145

More information

Baan Service Contract Management

Baan Service Contract Management Baa Service Cotract Maagemet Module Procedure UP067A US Documetiformatio Documet Documet code : UP067A US Documet group : User Documetatio Documet title : Cotract Maagemet Editio : A Date : Jue 1998 Copyright

More information

Shear behavior of glue-laminated composite sandwich beams

Shear behavior of glue-laminated composite sandwich beams CICE 2010 - The 5th Iteratioal Coferee o FR Compoite i Civil Egieerig September 27-29, 2010 eijig, Chia Shear behavior of glue-lamiated ompoite adwih beam Alla Maalo (maalo@uq.edu.au ), Thiru Aravitha

More information

The Nature of Subsurface Waters and Sources of Pollutants

The Nature of Subsurface Waters and Sources of Pollutants The Nature of Subsurface Waters ad Sources of Pollutats odule 3: Subsurface Waters, Lecture 1 Chemical Fate ad Trasport i the Eviromet, d editio. H.F. Hemod ad E.J. Fecher-Levy. Academic Press. Lodo. 000.

More information

Determination of Optimum Temperature and Moisture Content for Crop Germination

Determination of Optimum Temperature and Moisture Content for Crop Germination Determiatio of Optimum Temperature a Moisture Cotet for Crop Germiatio Yusuf* K. O., Iyaa, M. O. a Olayiwola, T. E Departmet of Agricultural a Biosystems Egieerig, Uiversity of Ilori, Ilori, Nigeria. *Correspoig

More information

EXPERIMENTAL AND STATISTICAL INVESTIGATION ON MECHANICAL PROPERTIES AND IMPACT RESISTANCE OF SYNTHETIC FIBER REINFORCED CONCRETE *

EXPERIMENTAL AND STATISTICAL INVESTIGATION ON MECHANICAL PROPERTIES AND IMPACT RESISTANCE OF SYNTHETIC FIBER REINFORCED CONCRETE * IJST, Trasactios of Civil Egieerig, Vol. 39, No. C +, pp 449-468 Prited i The Islamic Republic of Ira, 05 Shiraz Uiversity EXPERIMENTAL AND STATISTICAL INVESTIGATION ON MECHANICAL PROPERTIES AND IMPACT

More information

DETERMINATION OF HEATING AND COOLING DEGREE DAYS FOR BROILER BREEDING IN THE TIGRIS BASIN

DETERMINATION OF HEATING AND COOLING DEGREE DAYS FOR BROILER BREEDING IN THE TIGRIS BASIN Scietific Papers. Series D. Aimal Sciece. Vol. LIX, 2016 ISSN 2285-5750; ISSN CD-ROM 2285-5769; ISSN Olie 2393-2260; ISSN-L 2285-5750 DETERMINATION OF HEATING AND COOLING DEGREE DAYS FOR BROILER BREEDING

More information

Adamu Mustapha., IJSIT, 2013, 2(6),

Adamu Mustapha., IJSIT, 2013, 2(6), THE INFLUENCE OF SILICONE ANTIFOAM FROM LEATHER AND DYING WASTE WATER EFFLUENT ON TURBIDITY AND CHEMICAL OXYGEN DEMAND IN BOMPAI INDUSTRIAL ESTATE KANO REGION NIGERIA Adamu Mutapha Faculty of Earth ad

More information

Energy Optimization of Chiller Plant with Branch and Bound Method

Energy Optimization of Chiller Plant with Branch and Bound Method 2014 3rd Iteratioal Coferece o Iformatics, Eviromet, Eergy ad Applicatios IPCBEE vol.66 (2014) (2014) IACSIT Press, Sigapore DOI: 10.7763/IPCBEE. 2014. V66. 5 Eergy Optimizatio of Chiller Plat with Brach

More information

Journal of Applied Science and Agriculture. The Studding of Accuracy of Soil Moisture Measurement by Time Domain Reflectometry (TDR)

Journal of Applied Science and Agriculture. The Studding of Accuracy of Soil Moisture Measurement by Time Domain Reflectometry (TDR) Joural of Applied Sciece ad Agriculture, 9() Febuary 014, Pages: 707-711 AENSI Jourals Joural of Applied Sciece ad Agriculture ISSN 1816-911 Joural home page: www.aesiweb.com/jasa/idex.html The Studdig

More information

Evaluation of Bekker Model in Predicting Soil Pressure-Sinkage Behaviour under Field Conditions

Evaluation of Bekker Model in Predicting Soil Pressure-Sinkage Behaviour under Field Conditions Middle-East Joural of Scietific Research 1 (10): 1364-1369, 01 ISSN 1990-933 IDOSI Publicatios, 01 DOI: 10.589/idosi.mejsr.01.1.10.1897 Evaluatio of Bekker Model i Predictig Soil Pressure-Sikage Behaviour

More information

4. Thermodynamic modeling of multicomponent phase equilibria

4. Thermodynamic modeling of multicomponent phase equilibria 49 4. hermodyamic modelig of multicompoet phase equilibria t the early stages of this work, it was ecessary to select a adequate material to be used as a dopat for the metal-carbo eutectic. he first metalcarbo

More information

Brammer Standard Company, Inc.

Brammer Standard Company, Inc. Brammer Stadard Compay, Ic. Certificate of Aalysis BS 304B Certified Referece Material for Stailess Steel Grade 304 - UNS Number S30403 Certified Estimate of Certified Values 3 Certified Estimate of Value

More information

BaanErp5.0b Manufacturing Product Configuration (PCF)

BaanErp5.0b Manufacturing Product Configuration (PCF) BaaErp5.0b Maufacturig Product Cofiguratio (PCF) Fuctioal Release Iformatio P3096A US Documetiformatio Documet Documet code : P3096A US Documet group : Product Iformatio Documet title : Product Cofiguratio

More information

Development Rate Monitoring (DRM)

Development Rate Monitoring (DRM) MCEE 505 Lithography Materials ad Processes Page 1 of 5 Developmet Rate Moitorig (DRM) Microelectroic Egieerig 1. OBJECTIVE The objective of this experimet is to uderstad ad characterize the developmet

More information

MODELLING OF HVAC SYSTEM COMPONENTS FOR BUILDING DYNAMIC SIMULATION

MODELLING OF HVAC SYSTEM COMPONENTS FOR BUILDING DYNAMIC SIMULATION 13th Coferece of Iteratioal Buildig rformace Simulatio Associatio, Chambéry, Frace, August 26-28 MODELLING OF HVAC SYSTEM COMPONENTS FOR BUILDING DYNAMIC SIMULATION Luigi Schibuola, Massimiliao Scarpa,

More information

This guide assists printers to understand the Finsbury Green Star Rating (FGSR) questionnaire by:

This guide assists printers to understand the Finsbury Green Star Rating (FGSR) questionnaire by: A GUIDE TO THE FINSBURY GREEN STAR RATING This guide assists priters to uderstad the Fisbury Gree Star Ratig (FGSR) questioaire by: clarifyig the meaig of questios outliig scorig criteria i greater detail

More information

Brammer Standard Company, Inc.

Brammer Standard Company, Inc. Brammer Stadard Compay, Ic. Certificate of Aalysis BS 14500A Certified Referece Material for Tellurium Copper Alloy - UNS Number C14500 Certified Estimate of Certified Values 3 Certified Estimate of Value

More information

Analysis on Allowable Catch Policy for Fisheries Resource Utilization in Pasuruan, East Java

Analysis on Allowable Catch Policy for Fisheries Resource Utilization in Pasuruan, East Java J-PAL, Vol. 7, No. 2, 2016 ISSN: 2087-3522 E-ISSN: 2338-1671 Aalysis o Allowable Catch Policy for Fisheries Resource Utilizatio i Pasurua, East Java Wilda Alfarizi 1, Gutur 2, Ami Setyo Leksoo 3 1 Evirometal

More information

Brammer Standard Company, Inc.

Brammer Standard Company, Inc. Brammer Stadard Compay, Ic. Certificate of Aalysis BS 291DH Certified Referece Material for Chill-cast Iro Certified Estimate of Certified Values 3 Certified Estimate of Value 1 Ucertaity 2 Value 1 Ucertaity

More information

Brammer Standard Company, Inc.

Brammer Standard Company, Inc. Brammer Stadard Compay, Ic. Certificate of Aalysis BS SiM-1 Certified Referece Material for Silicomagaese Powder Certified Estimate of Certified Values 3 Value 1 Ucertaity 2 C 1.80 0.06 Cr 0.019 0.001

More information

Brammer Standard Company, Inc.

Brammer Standard Company, Inc. Brammer Stadard Compay, Ic. Certificate of Aalysis BS 8620F Certified Referece Material for ASTM A331 Grade 8620 - UNS Number G86200 Certified Estimate of Certified Values 3 Certified Estimate of Value

More information

Brammer Standard Company, Inc.

Brammer Standard Company, Inc. Brammer Stadard Compay, Ic. Certificate of Aalysis BS 1016 Certified Referece Material for Carbo Steel Grade 1016 - UNS Number G10160 Certified Estimate of Certified Values 3 Certified Estimate of Value

More information

Run Length Distribution of Synthetic Double Sampling Chart

Run Length Distribution of Synthetic Double Sampling Chart Iteratioal Joural of Applied Egieerig Research ISSN 97-456 Volume, Number 4 (7) pp 468-47 Research Idia Publicatios http://wwwripublicatiocom Ru egth Distributio of Sythetic Double Samplig Chart You Huay

More information

CUSTOMIZED BENCHMARKING. fering. ng a PTO plan Percent me employees Number of paid sick days adva. enta of organizations offering paid military

CUSTOMIZED BENCHMARKING. fering. ng a PTO plan Percent me employees Number of paid sick days adva. enta of organizations offering paid military g paid militaryy lea leave Percetage of orgaizat zatios offerig offerig offeri g a PTO PT O pla pl a Percetage of org ees Number of paid sick da days advaced to ew atios with with paid persoal persoal

More information

Brammer Standard Company, Inc.

Brammer Standard Company, Inc. Brammer Stadard Compay, Ic. Certificate of Aalysis BS 690B Certified Referece Material for Icoel 690 - UNS Number N06690 Certified Estimate of Certified Values 3 Certified Estimate of Value 1 Ucertaity

More information

INTRODUCTION. Authors:

INTRODUCTION. Authors: SJI First Editio CJ-Series Stadard Specificatios for Composite Steel Joists, Weight Tables, Bridgig Tables ad Code of Stadard Practice A Brief Overview Authors: Perry S. Gree, Techical Director, 3127 Mr.

More information

Brammer Standard Company, Inc.

Brammer Standard Company, Inc. Brammer Stadard Compay, Ic. Certificate of Aalysis BS 1018 Certified Referece Material for AISI 1018 - UNS Number G10180 Certified Estimate of Certified Values 3 Certified Estimate of Value 1 Ucertaity

More information

IMPACTS OF OPERATIONAL CHANGES ON LLW SCALING FACTORS

IMPACTS OF OPERATIONAL CHANGES ON LLW SCALING FACTORS WM 04 Coferece, February 9- March 4, 004, Tucso, AZ IMPACTS OF OPERATIONAL CHANGES ON LLW SCALING FACTORS D. W. James D. W. James & Associates 855 Village Ceter Drive #330 North Oaks, MN 557 ABSTRACT Sice

More information

Optimal Tag SNP Selection for Haplotype Reconstruction

Optimal Tag SNP Selection for Haplotype Reconstruction Optimal Tag SNP Selectio for Haplotype Recostructio Ji Ju ad Io Madoiu Computer Sciece & Egieerig Departmet Uiversity of Coecticut Approaches to Phasig Motivatio ad Cotributios To reduce prohibitively

More information

Brammer Standard Company, Inc.

Brammer Standard Company, Inc. Brammer Stadard Compay, Ic. Certificate of Aalysis BS 750D Certified Referece Material for Icoel X750 - UNS Number N07750 Certified Estimate of Certified Values 3 Certified Estimate of Value 1 Ucertaity

More information

Brammer Standard Company, Inc.

Brammer Standard Company, Inc. Brammer Stadard Compay, Ic. Certificate of Aalysis BS 85D Certified Referece Material for AISI Steel Grade 321 - UNS Number S32100 Certified Estimate of Certified Values 3 Certified Estimate of Value 1

More information

Tier 1 Biosimilarity Assessments A Practical Illustration. Keith M. Bower, M.S. Affiliate Assistant Professor Department of Pharmacy

Tier 1 Biosimilarity Assessments A Practical Illustration. Keith M. Bower, M.S. Affiliate Assistant Professor Department of Pharmacy Tier Bioimilarity Aemet A Practical Illutratio Keith M. Bower, M.S. Affiliate Aitat Profeor Departmet of Pharmacy Diclaimer View, opiio ad tatemet made durig thi preetatio are olely thoe of the preeter

More information

Brammer Standard Company, Inc.

Brammer Standard Company, Inc. Brammer Stadard Compay, Ic. Certificate of Aalysis BS 706C Certified Referece Material for CDA Grade 706 Copper Alloy - UNS Number C70600 Certified Estimate of Certified Values 3 Certified Estimate of

More information

CORRELATION STUDY OF MAGNETIC PROPERTIES OF COLD ROLLED STEEL STRIPS SILICON NON-ORIENTED ELECTRICAL STEEL

CORRELATION STUDY OF MAGNETIC PROPERTIES OF COLD ROLLED STEEL STRIPS SILICON NON-ORIENTED ELECTRICAL STEEL The Scietific Bulleti of VALAHIA Uiversity MATERIALS ad MECHANICS Nr. (year 3) 5 CORRELATION STUDY OF MAGNETIC PROPERTIES OF COLD ROLLED STEEL STRIPS SILICON NON-ORIENTED ELECTRICAL STEEL Elea Valetia

More information

Costing in Vaccine Planning and Programming

Costing in Vaccine Planning and Programming Costig i Vaccie Plaig ad Programmig This work is licesed uder a Creative Commos Attributio-NoCommercial-ShareAlike Licese. Your use of this material costitutes acceptace of that licese ad the coditios

More information

e-profit Monitor Analysis

e-profit Monitor Analysis Aimal & Grasslad Research ad Iovatio Programme Teagasc e-profit Moitor Aalysis Drystock Farms 2016 e-profit Moitor Aalysis Drystock Farms 2016 Teagasc e-profit Moitor Aalysis Drystock Farms 2016 Authors

More information

Department of Chemistry University of Texas at Austin

Department of Chemistry University of Texas at Austin Electrochemistry Uit Activity RAQ KEY PART I. Lithium is used i two types of batteries, disposable lithium batteries ad rechargeable lithium io batteries. Lithium io is foud i the Earth s crust boud up

More information

15 Polynomial Interpolation

15 Polynomial Interpolation Slightly modiied //09 /8/06 Firstly writte at March 005 5 Polyomial Iterpolatio Itroductio to Iterpolatio Newto Iterpolatig Polyomial Lagrage Iterpolatig Polyomial Iverse Iterpolatio Etrapolatio ad Oscillatios

More information

EXPERIMENTAL RESEARCH ON ULTRASONIC WELDING OF MATERIAL COMBINATIONS COPPER-COPPER

EXPERIMENTAL RESEARCH ON ULTRASONIC WELDING OF MATERIAL COMBINATIONS COPPER-COPPER EXPERIMENTAL RESEARCH ON ULTRASONIC WELDING OF MATERIAL COMBINATIONS COPPER-COPPER As. dr. ig. Corelia LUCHIAN, as. dr. ig. Delia GÂRLEANU, cof. dr. ig. Gabriel GARLEANU, prof. dr. ig. Florea DUMITRACHE

More information

II. Overview of the Problem

II. Overview of the Problem II. Overview of the Problem What a careful readig of the studies shows is that they by o meas prove that sythetic turf fields are safe. O the cotrary, may studies show that the fields are ot safe; aalysis

More information

Comparison of fixed area and distance sampling methods in open forests: case study of Zagros Forest, Iran

Comparison of fixed area and distance sampling methods in open forests: case study of Zagros Forest, Iran J. For. Res. (2016) 27(5):1121 1126 DOI 10.1007/s11676-016-0239-9 ORIGINAL PAPER Compariso of fixed area ad distace samplig methods i ope forests: case study of Zagros Forest, Ira Mehrdad Mirzaei 1 Amir

More information

CH302 Unit 8 Day 6 RAQ. Vanden Bout/LaBrake Spring 2013

CH302 Unit 8 Day 6 RAQ. Vanden Bout/LaBrake Spring 2013 CH302 Uit 8 Day 6 RAQ Vade Bout/LaBrake Sprig 2013 Name: UTEID: PART I. Lithium is used i two types of batteries, disposable lithium batteries ad rechargeable lithium io batteries. Lithium io is foud i

More information

Brigham Young University

Brigham Young University Brigham Youg Uiversity Associatio of Research Libraries / Texas A&M Uiversity www.libqual.org All All All All Brigham Youg Uiversity Cotributors Collee Cook Texas A&M Uiversity Fred Heath Uiversity of

More information

VMD0045 Methods for monitoring greenhouse gas emissions and removals in ARR project activities on peat and mineralwetland and terrestrial soil (M-ARR)

VMD0045 Methods for monitoring greenhouse gas emissions and removals in ARR project activities on peat and mineralwetland and terrestrial soil (M-ARR) VCS Module VMD0045 Methods for moitorig greehouse gas emissios ad removals i ARR project activities o peat ad mieralwetlad ad terrestrial soil (M-ARR) Versio 1.01 14 February 2017 9 March 2015 Module developed

More information

Ridin Herd BCS 3. Condition score cows at by Rick Rasby, University of Nebraska MANAGEMENT

Ridin Herd BCS 3. Condition score cows at by Rick Rasby, University of Nebraska MANAGEMENT MANAGEMENT Ridi Herd @ by Rick Rasby, Uiversity of Nebraska Coditio score cows at weaig For sprig-calvig cows, body coditio at calvig affects the calf at calvig time ad cow reproductive performace durig

More information

Josef Mandelbaum President and CEO American Greetings Monday, May 7, 2007

Josef Mandelbaum President and CEO American Greetings Monday, May 7, 2007 How to Make Each Subscriber More Profitable Retetio From Trial Josef Madelbaum Presidet ad CEO America Greetigs Moday, May 7, 27 Up-sellig Dyamics 1. Upo completio of a sale i a order path, there is a

More information

Statistical Models for Forecasting Petroleum Pump Prices in Kenya

Statistical Models for Forecasting Petroleum Pump Prices in Kenya Ope Sciece Joural of Statistics ad Applicatio 208; 5(3): 58-62 http://www.opescieceolie.com/joural/osjsa ISSN: 238-4950 (Prit); ISSN: 238-4969 (Olie) Statistical Models for Forecastig Petroleum Pump Prices

More information

Air and water permeability characteristics of nonwoven fabrics. D Bhattacharjee, A Ray & V K Kothari"

Air and water permeability characteristics of nonwoven fabrics. D Bhattacharjee, A Ray & V K Kothari Idi a Joural of Fibre & Textile Research Vo l. 29, Jue 2004, pp. 122-1 28 Air ad water permeability characteristics of owove fabrics D Bhattacharjee, A Ray & V K Kothari" Departmet of Textile Techology,

More information

Indiana University of Pennsylvania

Indiana University of Pennsylvania Idiaa Uiversity of Pesylvaia Associatio of Research Libraries / Texas A&M Uiversity www.libqual.org All All All All Idiaa Uiversity of Pesylvaia Cotributors Collee Cook Texas A&M Uiversity Fred Heath Uiversity

More information

Brammer Standard Company, Inc.

Brammer Standard Company, Inc. Brammer Stadard Compay, Ic. Certificate of Aalysis BS 101/5 Referece Material for Basic Oxyge Furce Slag 1 Certified Estimate of Certified Values 4 Certified Estimate of Value 2 Ucertaity 3 Value 2 Ucertaity

More information

Brammer Standard Company, Inc.

Brammer Standard Company, Inc. Brammer Stadard Compay, Ic. Certificate of Aalysis BS 430 Certified Referece Material for Stailess Steel Grade 430 - UNS Number S43000 Certified Estimate of Certified Values 3 Certified Estimate of Value

More information

Chapter 4.4. Manure Application and Alberta s Agricultural Operation Practices Act (AOPA) learning objectives

Chapter 4.4. Manure Application and Alberta s Agricultural Operation Practices Act (AOPA) learning objectives Manure Application and Alberta Agricultural Operation Practice Act (AOPA) learning objective Identify manure incorporation requirement required by AOPA. Identify minimum etback ditance for manure application

More information

Problem Set 1 Oligopoly, market shares and concentration indexes

Problem Set 1 Oligopoly, market shares and concentration indexes Advaced Idustrial Ecoomics Sprig 2018 Joha Steek 24 March 2018 Problem Set 1 Oligopoly, market shares ad cocetratio idexes This problem set gives you some experiece i workig with formal oligopoly models.

More information

ANN Based Estimation of SWCC Fitting Parameters for Korean Weathered Soil Considering In-Situ Characteristics

ANN Based Estimation of SWCC Fitting Parameters for Korean Weathered Soil Considering In-Situ Characteristics ANN Based Estimatio of SWCC Fittig Parameters for Korea Weathered Soil Cosiderig I-Situ Characteristics Nikhil N.V. 1), Yoo Seok 2), *Seug-Rae Lee 3), Deuk-Hwa Lee 4) 1), 3), 4) Departmet of Civil Egieerig,

More information

The EliA System Time for the Essentials Cost efficient and flexible A boost in service for your laboratory and your clinicians

The EliA System Time for the Essentials Cost efficient and flexible A boost in service for your laboratory and your clinicians dsdna The EliA System Time for the Essetials completely automated (true walk-away, overight rus) easy istrumet maagemet by custom-made software barcode-reader protocols, QC ad raw data easily accessible

More information

Approaches to Segmentation

Approaches to Segmentation STRATEGIC MARKETING DECISIONS Providig Comprehesive Strategy ad Pricig Solutios Approaches to Segmetatio Scott Davis, PhD Pricipal, Strategic Marketig Decisios sdavis@marketigdecisios.et (916) 391-2606

More information

Cork Institute of Technology. Summer 2006 CE4.4 Waste Treatment and Disposal Technology (Time: 3 Hours)

Cork Institute of Technology. Summer 2006 CE4.4 Waste Treatment and Disposal Technology (Time: 3 Hours) Cork Istitute of Techology Bachelor of Egieerig (Hoours) i Chemical ad Process Egieerig - Award (NFQ Level 8) Summer 006 CE4.4 Waste Treatmet ad Disposal Techology (Time: 3 Hours) Aswer 4 questios. Aswer

More information

Importance of Participative Goal Setting and Anticipated Rewards on Goal Difficulty and Job Performance

Importance of Participative Goal Setting and Anticipated Rewards on Goal Difficulty and Job Performance Joural of Applied Psychology 1978, Vol. 63, No. 2, 163-171 Importace of Participative Goal Settig ad Aticipated Rewards o Goal Difficulty ad Job Performace Gary P. Latham ad Terece R. itchell Uiversity

More information

= = Town 1 Town 2 Rural Area = The basic calculations are:

= = Town 1 Town 2 Rural Area = The basic calculations are: Stratified Radom Samplig We ofte will ave groups i te populatio tat may ted to ave very differet values for te resposes of iterest I tese istaces we may wis to improve our estimates by samplig te groups

More information

International Conference on Trends in Industrial and Mechanical Engineering (ICTIME'2012) March 24-25, 2012 Dubai

International Conference on Trends in Industrial and Mechanical Engineering (ICTIME'2012) March 24-25, 2012 Dubai A Flexible Neural Network-Fuzzy Mathematical Programmig Approach for Optimum Estimatio of Cellular Phoe Subscriptios i Ucertai ad No-Liear Markets A. Azadeh, A. Keramati, F. Asgaria ad M. Sheikhalishahi,

More information

Job and worker adaption with organizational Comprehensive health Test on O*NET work style

Job and worker adaption with organizational Comprehensive health Test on O*NET work style Job ad worker adaptio with orgaizatioal Comprehesive health Test o ONET work style Aahita Saleh Bolourdi Iteratioal Uiversity of Imam Reza (A.S) Mohammad Mirzaei Tehra, Tehra Hasa Pasha Sharifi Roudehe

More information

CS/ECE 715 Spring 2004 Homework 6 Solution(Due date: April 1)

CS/ECE 715 Spring 2004 Homework 6 Solution(Due date: April 1) CS/ECE 715 Sprig 004 Homework 6 Solutio(Due date: April 1) Problem 1. A commuicatio lik provides 1 Mbps for commuicatios betwee the earth ad the moo. The lik seds color images from the moo. Each image

More information