Basic Analytical Tools (CHM112)

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    Basic Analytical

    Tools

    Dr. Kathlia A. De Castro-Cruz

    Analytical Chemistry 1

    Basic Analytical Toolskadecastro-cruz 1

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    Basic Analytical Tools

    What is Analytical Chemistry?

    ! It is what analytical chemist do

    " Analytical chemists work to improve the abilityof all chemists to make meaningful

    measurements.

    ! Often described as the area of chemistryresponsible for characterizing the compositionof matter, both qualitatively (what is present)and quantitatively (how much is present) misleading definition

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    Basic Analytical Tools

    What is Analytical Chemistry?

    ! The craft of analytical chemistry is not inperforming a routine analysis on a routinesample (chemical analysis), but in improving

    established methods, extending existingmethods to new types of samples, anddeveloping new methods for measuringchemical phenomena

    !

    The science of inventing and applying theconcepts, principles, and strategies formeasuring the characteristics of chemicalsystems and species

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    Basic Analytical Tools

    What is Analytical Chemistry?

    ! Typical problems on which analytical chemistswork include

    " qualitative analyses (what is present?),

    " quantitative analyses (how much is present?),

    " characterization analyses (what are the

    materials chemical and physical properties?),

    "

    and fundamental analyses (how does thismethod work and how can it be improved?)

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    Basic Analytical Tools

    Classification of Analysis

    ! Based on goal of analysis

    " Qualitative analysis an analysis carriedout to determine only the identity of a pure

    analyte, the identity of an analyte in amatrix, or the identity of several or allcomponents of a mixture

    "Quantitative analysis the analysis of amaterial for how much of one or morecomponents is present

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    Basic Analytical Tools

    Classification of Analysis

    ! Based on nature of method used

    " Physical property analysis involves no

    chemical reactions and at times relatively

    simple devices (although possiblycomputerized) to facilitate the measurement.Physical properties are especially useful for

    identification, but may also be useful for

    quantitative analysis in cases where the valueof a property, such as specific gravity orrefractive index, varies with the quantity of an

    analyte in a mixture.

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    Basic Analytical Tools

    Classification of Analysis

    ! Based on nature of method used

    " Wet chemical analysis - involves chemical

    reactions or classical reaction stoichiometry,

    but no electronic instrumentation beyond aweighing device

    " Instrumental analysis can also involve

    chemical reactions, but it always involves

    modern sophisticated electronicinstrumentation. Instrumental analysistechniques are high-tech techniques, oftenutilizing complex hardware and software

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    Calculateand report

    the results(5)

    ObtainSample

    (1) Preparethe sample

    (2)

    Workthe data

    (4)

    Carry out

    the analysisMethod

    (3)

    General Analytical

    Strategy

    Analytical Strategy

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    Calculateand report

    the results(5)

    ObtainSample

    (1)Prepare

    the sample

    (2)

    Workthe data

    (4)

    Carry out

    the analysisMethod

    (3)

    General Analytical

    Strategy

    Analytical Strategy

    The sample mustbe representative

    of the bulk

    system; its

    integrity must be

    maintained; andthe chain of

    custody must be

    documented.

    A portion of the sampleis prepared for the

    analysis by weighing it

    (or measuring its

    volume) and carrying

    out certain physicaland/or chemical

    processes, such asdrying, dissolving, etc.

    Obtain weight or volume data on the prepared samplePrepare reference standards of the analyte or substances

    with which the analyte will react.

    Standardize solutions or calibrate equipment

    Obtain the required data for the sample

    A final calculation may benecessary to obtain the

    desired results.

    This requirescalculations and/

    or the plotting of a

    calibration curve

    from which the

    desired resultscan be derived.

    Statistics are

    usually involved

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    Sampling

    ! The process of obtaining samples for analyses

    " Samples must possess all the characteristicsof the entire bulk system with respect to theanalyte and the analyte concentration in thesystem (representative sample)

    ! Plays a crucial role in the quality and success

    of an analysis

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    Sampling

    ! Samples maybe

    " Bulk sample

    "

    Primary sample" Secondary sample

    " Sub sample

    "

    Laboratory sample

    " Test sample

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    Sampling Solid

    ! Sample preparations

    " Particle size reduction

    #Maybe crushing, milling, grinding orpulverizing

    " Sample homogenization and division

    " Solid-liquid extraction

    " Total dissolution

    # May use acids

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    Sampling Solid

    !

    Total Dissolution

    Name Formula Description Example Uses

    Water H2O clear, colorless liquid with lowvapor pressure, highly polar

    Dissolving polarand ionic

    compoundsHydrochloric

    acidHCl Commercially available

    concentrated solution is 38% (12

    M) HCl; evolves pungent fumesand must be handled in fume

    hood

    Dissolving somemetals and metal

    ores

    Sulfuric acid H2SO4 Commercially availableconcentrated solution is 96% (18

    M) H2SO4; a dense, syrupy liquid;reacts on contact with skin and

    clothing; evolves much heatwhen mixed with water

    Organic samples,such as for

    Kjeldahl analysis;also oxides of Al

    and Ti

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    Sampling Solid

    !

    Total Dissolution

    Name Formula Description Example Uses

    Nitric acid HNO3 Commercially availableconcentrated solution is 70%

    (16 M) HNO3; reacts withclothing and skin (turns skin

    yellow); evolves thick brownand white fumes when in

    contact with most metals

    Dissolving noblemetals (e.g.,

    copper and silver)and also some

    organic samples

    Hydrofluoric

    acid

    HF Commercially available

    concentrated acid is 50% (26M) HF; must be stored inplastic containers, since it

    attacks glass; very damagingto skin

    Dissolving silica-

    based materialsand stainless steel

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    Sampling Solid

    !

    Total Dissolution

    Name Formula Description Example Uses

    Perchloric acid HClO4 Commerciallyavailable

    concentratedsolution is 72% (12

    M) HClO4

    Dissolving difficultorganic samples and

    stable metal alloys

    Aqua regia A mixture ofconcentrated HNO3

    and HCl in the ratio

    of 1:3 HNO3:HCl

    Dissolving highlyunreactive metals,

    such as gold

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    Sampling Solid

    ! Sample preparations

    " Fusion

    #dissolving of a sample using a molteninorganic salt, generally called a flux, as thesolvent.

    # This flux dissolves the sample and, upon

    cooling, results in a solid mass that is then

    soluble in a liquid reagent.

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    Sampling Liquids and Extracts

    ! Extraction from Liquid solutions

    " Maybe liquid-liquid, solid phase or purgeand trap

    ! Dilution and Concentration

    ! Derivatization

    "To preserve the sample that are unstable

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    Reagents for Sample Preparation

    !

    A reagent is a substance used in a chemicalreaction in an analytical laboratory because of itsspecific applicability to a given system orprocedure.

    " Primary standard: A specially manufactured

    analytical reagent of exceptional purity forstandardizing solutions and preparing referencestandards.

    " ACS certified: A reagent that meets or exceeds thespecifications of purity put forth by the AmericanChemical Society. The certificate of analysis is on

    the label.

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    Reagents for Sample Preparation

    " Certified reagent: A reagent that meets the

    standards of purity established by themanufacturer. The certificate of analysis is onthe label.

    " USP/NF: Reagents that meet the purityrequirements of the U.S. Pharmacopeia (USP)and the National Formulary (NF). Generally of

    interest to the pharmaceutical profession,these specifications may not be adequate forreagent use.

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    Reagents for Sample Preparation

    " Spectro grade or spectranalyzed: Solvents ofsuitable purity for use in spectrophotometricprocedures. A certificate of analysis is on thelabel.

    " High-performance liquid chromatography(HPLC) grade: Solvents of suitable purity foruse in liquid chromatography procedures.

    "Practical: Chemicals of sufficiently high qualityto be suitable for use in some syntheses.

    Organic chemicals of practical grade maycontain small amounts of intermediates,isomers, or homologs.

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    Reagents for Sample Preparation

    " Technical: Chemicals of reasonable purity forapplications that have no official standard forpurity.

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    Interferences

    ! Substance that affects the analytical signal orthe background

    ! Foreign species that either attenuate the signalfrom the analyte or produce a signal that isindistinguishable from that of the analyte

    ! Also known as interferent

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    Interferences

    !

    Method of eliminating interferences in chemicalanalysis

    Method Basis of Method

    Masking Immobilization of interferent as anonreactive complex

    Mechanical Separation

    Precipitation

    and filtration

    Difference in solubility of compounds

    formedDistillation Difference in volatility of compounds

    Extraction Difference in solubility in twoimmiscible liquids

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    Interferences

    !

    Method of eliminating interferences in chemicalanalysis

    Method Basis of Method

    Ion exchange difference in stability of reactantswith an ion-exchange resin

    Chromatography Difference in rate of movement of asolute through a stationary phase

    Electrophoresis Difference in migration rate in anelectrical field

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    Interferences Elimination

    !

    Masking

    " Addition of reagent to the solution of thesample to immobilize or chemically bind, the

    interferent as a complex that no longercontributes to or attenuates the signal fromthe analyte

    # Masking agent a reagent that chemically binds

    an interferent as a complex & prevents it fromcausing errors in an analysis

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    Interferences Elimination

    !

    Masking

    Masking AgentMetals that can be

    masked

    Metals thatcould not be

    masked

    F- Al+3, Fe3+, Ti4+, Be4+

    CN- Cd2+, Zn2+, Hg2+, Co2+,Cu+, Ag+, Ni2+, Pd2+,Pt2+, Fe2+, Fe3+

    Mg2+, Ca2+,Mn2+, Pb2+

    Triethanolamine Al3+

    , Fe3+

    , Mn2+

    2,3-dimercapto-1-propanol

    Bi3+, Cd2+, Cu2+, Hg2+,Pb2+

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    Interferences Elimination

    !

    Demasking

    " Releases metal ion from a masking agent

    # Example: cyanide complexes can be

    demasked using formaldehyde

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    Interferences Elimination

    !

    Separation by Precipitation

    " Requires large solubility differences betweenthe analyte and the possible interferences

    "

    Needs to consider factors affectingprecipitation such as coprecipitationphenomena

    "Could be# Separations Based on Control of Acidity

    # Sulfide Separations

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    Interferences Elimination

    !

    Separation by Precipitation

    " Could be

    # Separations by other Inorganic precipitants

    #

    Separations by Organic Precipitants

    # Separation of Species Present in Trace Amountsby Precipitation

    #Separation by Electrolytic Precipitation

    # Salt-induced precipitation of Proteins

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    Interferences Elimination

    !

    Separation based on control acidity

    " Separations based on pH control

    " Three categories

    # Those made in relatively concentrated solutionsof strong acids

    # Those made in buffered solutions at intermediatepH values

    # Those made in concentrated solutions of sodiumor potassium hydroxide

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    Interferences Elimination

    !

    Separation based on control acidity

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    Interferences Elimination

    !

    Sulfide Separations

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    Interferences Elimination

    !

    Separation by other inorganic precipitants

    " Phosphate, carbonate, and oxalate ions areoften employed as precipitants for cations

    (nonselective)" Chloride and sulfate

    # Highly selective

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    Interferences Elimination

    !

    Separation by organic precipitants

    " Dimethylglyoxime (has remarkable selectivityin forming precipitates)

    "

    8-hydroxyquinoline

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    Interferences Elimination

    !

    Separation of Species Present in Trace Amountsby Precipitation

    " Used in isolation species present in

    microgram quantities" Collector

    # Used to remove trace constituents from solution

    #Example: Al2O3as collector of trace amounts oftitanium/CS for collection of traces of Zn and Pb

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    Interferences Elimination

    !

    Separation by Electrolytic Precipitation

    " The more easily reduced species, either thewanted or the unwanted component of the

    sample is isolated as a separate phase

    ! Salt-induced Precipitation of Proteins

    " Addition of high concentration of salt (salting

    out)

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    Interferences Elimination

    !

    Separation of species by distillation

    " Distillation is widely used to separate volatileanalytes from nonvolatile interferents

    "

    Maybe

    # Simple

    # Fractional

    # Steam

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    Interferences Elimination

    ! Separation by extraction

    " The extent to which solutes both inorganicand organic, distribute themselves between

    two immiscible liquids is used to accomplishseparation

    " Governed by Distribution Law

    "

    Frequently used in separating inorganicspecies

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    Interferences Elimination

    ! Separation by extraction

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    Interferences Elimination

    ! Separation by Ion Exchange

    " A process by which ions held in porous,essentially insoluble solid are exchanged for

    ions in a solution that is brought into contactwith the solid

    " Used to eliminate ions that would otherwise

    interfere with an analysis

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    Basic Analytical Tools

    Numbers in Analytical Chemistry

    !

    Fundamental Units of Measurements

    " Measurements usually consist of a unit and a

    number expressing the quantity of that unit.

    #SI units after theSystme InternationaldUnits are the internationally agreed on unitsfor measurements

    # Standards of length, mass, and time are themeter (m), kilogram (kg), and second (s),

    respectively. Temperature is measured inkelvins (K), amount of substance in moles(mol), and electric current in amperes (A).

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    Basic Analytical Tools

    Numbers in Analytical Chemistry

    !

    Fundamental Units of Measurements

    " Common prefixes used for exponential

    notation

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    Numbers in Analytical Chemistry

    !

    Significant Figures

    " The digits in a measured quantity, including all

    digits known exactly and one digit (the last)whose quantity is uncertain.

    " reflection of a measurements uncertainty

    " Itis equal to the number of digits in themeasurement, with the exception that a zero

    (0) used to fix the location of a decimal point isnot considered significant.

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    Numbers in Analytical Chemistry

    !

    Rules in Significant Figures

    " For measurements using logarithms, such as

    pH, the number of significant figures is equalto the number of digits to the right of the

    decimal, including all zeros. Digits to the left ofthe decimal are not included as significant

    figures since they only indicate the power of 10.

    # Example: pH = 2.45 (has 2SF)

    " Exact numbers, such as the stoichiometriccoefficients in a chemical formula or reaction,and unit conversion factors, have an infinitenumber of significant figures.

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    Numbers in Analytical Chemistry

    !

    Rules in Significant Figures

    " Mathematical operations involving additionand subtraction are carried out to the lastdigit that is significant for all numbersincluded in the calculation.

    # Example: the sum of 135.621, 0.33, and 21.2163

    is 157.17

    "

    When multiplying and dividing, the generalrule is that the answer contains the samenumber of significant figures as that number in

    the calculation having the fewest significantfigures.

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    Basic Analytical Tools

    Numbers in Analytical Chemistry

    !

    Units of expressing concentration

    " Concentration is a general measurementunit stating the amount of solute present ina known amount of solution

    " Molarity - The number of moles of solute per

    liter of solution (M)

    " Formality The number of moles of solute,

    regardless of chemical form, per liter ofsolution (F)

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    Numbers in Analytical Chemistry

    !

    Units of expressing concentration

    " Normality The number of equivalents of

    solute per liter of solution (N).

    #The number of equivalents, n, is based on areaction unit, which is that part of a chemicalspecies involved in a reaction

    $ n forsalt = charge

    $ nfor acid = no of replaceable H

    $ nfor base = no of replaceable IH

    $ nfor redox = no of electrons involved

    # Relationship between Molarity and Normalityis: N = nx M

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    Basic Analytical Tools

    Numbers in Analytical Chemistry

    !

    Units of expressing concentration

    " Molality The number of moles of solute per

    kilogram of solvent (m).

    "

    Weight percent Grams of solute per 100 g ofsolution (% w/w).

    " Volume percent Milliliters of solute per 100mL of solution (% v/v).

    "

    Weight-to-volume percent Grams of soluteper 100 mL of solution (% w/v).

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    Basic Analytical Tools

    Numbers in Analytical Chemistry

    !

    Units of expressing concentration

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    Basic Analytical Tools

    Numbers in Analytical Chemistry

    !

    Sample Problems

    " Calculate the formula mass of CaSO4. Whatis the molarity of CaSO4in a solutioncontaining 1.2 g CaSO

    4in a volume of 50

    mL? How many grams of CaSO4are in 50mL of 0.086M CaSO4?

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    Answers: 136.14 g/mol0.18 M, 0.59 g

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    Numbers in Analytical Chemistry

    !

    Sample Problems

    " Calculate the molarity and molality of 49.0wt% HF. Density of HF = 1.30 g/mL

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    Answers: 31.8 M, 48.0 m

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    Numbers in Analytical Chemistry

    !

    Sample Problems

    " Normal alkanes are hydrocarbons with theformula CnH2n+2. Plants selectivelysynthesize alkanes with an odd number ofcarbons. The concentration of C29H60 insummer rain water collected is Hannove,Germany is 34 ppb. Find the molarity ofC29H60and express the answer using prefix.How many ppm of C29H60are in 23!MC29H60?

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    Answers: 83 nM, 9.4 ppm

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    Basic Analytical Tools

    Numbers in Analytical Chemistry

    !

    Sample Problems

    " The molarity of concentrated HClpurchased for laboratory used isapproximately 12.1M How many millilitersof this reagent should be diluted to prepare1.00oL of 0.100M HCl solution.

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    Answers: 8.26 mL

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    Basic Analytical Tools

    Numbers in Analytical Chemistry

    !

    Sample Problems

    " In a gravimetric analysis, we need enoughproduct to weigh accurately. Each tableprovide ~15 mg iron. How many tabletsshould we analyze to provide 0.25 g ofFe2O3product?

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    Answers: 12 Tablets

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    Basic Analytical Tools

    Errors in Analytical Measurements

    !

    Classification of errors

    " Systematic errors (determinate errors)

    generally arise from determinate or identifiablesources causing measured values to differ from

    a true or accepted value. These errors can beavoided and the magnitude could be measured.

    # Operational and personal errors these aredue to factors for which the individual analysts

    is responsible and are not connected with themethod or procedure

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    Basic Analytical Tools

    Errors in Analytical Measurements

    !

    Classification of errors

    # Instrumental and reagent errors these arisefrom the faulty construction of balances, theuse of uncalibrated or improperly calibrated

    weights, graduated glassware and otherinstruments

    # Errors of method originate from incorrectsampling and from incompleteness of areaction

    # Additive and proportional errors

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    Basic Analytical Tools

    Errors in Analytical Measurements

    !

    Measurement of errors

    " Accumulated errors - Errors are associatedwith every measurement made in an analyticalprocedure, and these will be aggregated in the

    final calculated result. The overall error fordeterminate error maybe calculated using

    either of the following expression:

    # where only a linear combination of individual

    measurements is required to compute theresult, the overall absolute determinate error,

    ET, is given by:ET=E1 +E2+E3+.......

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    Basic Analytical Tools

    Errors in Analytical Measurements

    !

    Measurement of errors

    E1andE2etc., being the absolute determinateerrors in the individual measurements takingsign into account

    #

    where a multiplicative expression is requiredto compute the result, the overall relativedeterminate error,ETR, is given by

    ETR=E1R+E2R+E3R+.....

    E1RandE2Retc., being the relative determinateerrors in the individual measurements takingsign into account.

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    Accuracy and Precision

    !

    Accuracy

    " The closeness of an experimental measurement

    or result to the true or accepted value.

    "It is generally the more importantcharacteristic of quantitative data to beassessed, although consistency, as measured byprecision, is of particular concern in somecircumstances.

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    Accuracy and Precision

    !

    Precision

    " The closeness of agreement betweenreplicated measurements or resultsobtained under the same prescribedconditions.

    " Can be assessed in several ways.

    # Spread or range (i.e. the difference between

    the highest and lowest value) is sometimes used

    # Standard deviation of the data popularlyused.

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    Accuracy and Precision

    !

    Precision

    " Commonly divided into two categories:

    # Repeatability - the precision obtained when

    all measurements are made by the sameanalyst during a single period of laboratory

    work, using the same solutions andequipment.

    #

    Reproducibility - the precision obtainedunder any other set of conditions, includingthat between analysts, or betweenlaboratory sessions for a single analyst.

    kadecastro-cruz 63

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    Basic Analytical Tools

    Accuracy and Precision

    !

    Precision vs Accuracy

    " Commonly divided into two categories:

    kadecastro-cruz 64

    Neither precisenor accurate

    Precise but

    not accurate

    Accurate

    and precise

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    Basic Analytical Tools

    Statistics and Statistical Analysis

    !

    Mean, arithmetic mean or average

    " obtained by dividing the sum of replicatemeasurements by the number ofmeasurements in the set:

    kadecastro-cruz 65

    x =

    xi

    i=1

    N

    "

    N

    wherexirepresents individual values ofxmaking up a set ofN replicate measurements

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    Basic Analytical Tools

    Statistics and Statistical Analysis

    !

    Median

    " the middle result when replicate data are

    arranged in order of size

    !

    Range" the difference between the largest and

    smallest values in the data set.

    kadecastro-cruz 66

    w = xl argest"xsmallest

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    Basic Analytical Tools

    Statistics and Statistical Analysis

    !

    Deviation, d

    " determines how far the measured value

    deviates from the mean.

    ! Estimated Standard deviation, s

    " measure of the dispersion of data around the

    mean

    kadecastro-cruz 67

    d = x" xi

    s =(d1

    2+ d2

    2+ d3

    2+ ...

    n "1

    where n is the number of measurements and n-1 is thedegrees of freedom

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    Basic Analytical Tools

    Statistics and Statistical Analysis

    !

    Standard Deviation, s" the smaller it is numerically, the more precise the

    data (the more the measurements are bunchedaround the mean)

    "

    For an infinite number of measurements (wherethe mean is m), the standard deviation issymbolized as s (Greek letter sigma) and is knownas the population standard deviation. 30 ormore measurements approximate an infinitenumber of measurements.

    kadecastro-cruz 68

    "=

    (xi# )2

    i=1

    N

    $

    N

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    Basic Analytical Tools

    Statistics and Statistical Analysis

    !

    Relative Standard Deviation" Relates the standard deviation to the value of the

    mean and represents a practical and popularexpression of data quality. It is calculated by

    dividing the standard deviation by the mean andthen multiplying by 100 or 1000:

    kadecastro-cruz 70

    RSD =s

    x

    relative % standard deviation = RSD x 100relative parts per thousand standard deviation = RSD x 1000

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    Basic Analytical Tools

    Statistics and Statistical Analysis

    !

    Normal DistributionCurve

    " For an infinite dataset (in which the

    symbols and !apply), a plot offrequency ofoccurrence vs. themeasurement value

    yields a smooth bell-shaped curve.

    kadecastro-cruz71

    Deviation from mean

    Frequency

    ofocc

    urrence

    ofeach

    devia

    tion

    sd = s2

    sd = s1

    s1> s2

    m +

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    Basic Analytical Tools

    Statistics and Statistical Analysis

    ! Uncertainty - the range of possible values fora measurement

    ! Confidence Interval - the range of values

    around an experimental result within whichthe true or accepted value is expected to lie

    with a defined level of probability.

    kadecastro-cruz72

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    Basic Analytical Tools

    Statistics and Statistical Analysis

    ! Confidence Interval

    " Known standard deviation:

    kadecastro-cruz73

    CL() = x z"

    Nwhere z is a statistical factor relatedto the probability level required

    ConfidenceLevel%

    zConfidene Level, %

    z

    50 0.67 95.4 2.00

    68 1.00 99 2.58

    80 1.29 99.7 3.00

    90 1.64 99.9 3.29

    95 1.96

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    Basic Analytical Tools

    Statistics and Statistical Analysis

    ! Confidence Interval

    " Using estimated standard deviation:

    kadecastro-cruz74

    where t is a statistical factor related to the probability levelbut in addition determined by the number of degrees of

    freedom for the set of data, i.e. one less than the number ofresults.

    CL() = x tsN

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    Basic Analytical Tools

    Statistics and Statistical Analysis

    kadecastro-cruz 75

    Degrees ofFreedom

    Factor for Confidence Interval

    80% 90% 95% 99% 99.9%

    1 3.08 6.31 12.7 63.7 637

    2 1.89 2.92 4.30 9.92 31.6

    3 1.64 2.35 3.18 5.84 12.9

    4 1.53 2.13 2.78 4.60 8.60

    5 1.48 2.02 2.57 4.03 6.86

    6 1.44 1.94 2.45 3.71 5.96

    7 1.42 1.90 2.36 3.50 5.40

    8 1.40 1.86 2.31 3.36 5.04

    9 1.38 1.83 2.26 3.25 4.78

    10 1.37 1.81 2.23 3.17 4.59

    11 1.36 1.80 2.20 3.11 4.44

    12 1.36 1.78 2.18 3.06 4.32

    13 1.35 1.77 2.16 3.01 4.22

    14 1.34 1.76 2.14 2.98 4.14

    ! 1.29 1.64 1.96 2.58 3.29

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    Basic Analytical Tools

    Statistics and Statistical Analysis

    ! Standard deviation of computed results

    kadecastro-cruz 76

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    Basic Analytical Tools

    Statistics and Statistical Analysis

    !

    t Test

    " This is used to compare one set ofmeasurements with another to decide whetheror not they are the same.

    " Three cases:

    # Case 1. Comparing a Measured Result with aKnown Value

    kadecastro-cruz 77

    tcalculated

    =

    x " known value

    sn

    If tcalculated> ttableat 95% confidence level, the two resultsare considered to be different.

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    Basic Analytical Tools

    Statistics and Statistical Analysis

    !

    t Test

    # Case 2. Comparing Replicate Measurements(Use to decide whether two sets of replicatemeasurements give the same or different

    results )

    $ For two sets of data consisting of n1 and n2measurements:

    kadecastro-cruz 78

    tcalculated =x1

    " x2

    spooled

    n1n2

    n1 +n2

    spooled =s1

    2(n

    1 "1)+ s22(n

    2 "1)

    n1+n

    2 " 2

    If tcalculated

    > ttable

    at95% confidence

    level, the two resultsare considered to be

    different.

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    Basic Analytical Tools

    Statistics and Statistical Analysis

    !

    t Test

    # Case 2. Comparing Replicate Measurements

    $ If the population for both series of

    measurement is different:

    kadecastro-cruz 79

    tcalculated

    =

    x1

    " x2

    s1

    2

    n1

    +

    s2

    2

    n2

    Degrees of freedom =

    s1

    2

    n1

    +s2

    2

    n2

    "

    #$

    %

    &'2

    s1

    2

    n1

    "

    #$

    %

    &'2

    n1+1

    +

    s2

    2

    n2

    "

    #$

    %

    &'2

    n2+1

    "

    #

    $

    $$$

    %

    &

    '

    '''

    (

    )

    *****

    +

    *

    *

    ***

    ,

    -

    *****

    .

    *

    *

    ***

    /2

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    Basic Analytical Tools

    Statistics and Statistical Analysis

    !

    t Test

    # Case 3. Comparing Individual Differences (Iftwo different methods were used to makesingle measurements on several different

    samples, are they different?)

    kadecastro-cruz 80

    tcalculated

    =

    d

    sd

    n

    sd =

    di" d( )

    #

    2

    n "1

    If tcalculated> ttableat 95% confidence level, the two results areconsidered to be different.

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    Basic Analytical Tools

    Statistics and Statistical Analysis

    !

    Q Test

    # Use to help decide whether to retain or discardquestionable datum.

    kadecastro-cruz 82

    Qcalculated =gap

    range

    range is the total spread of the data

    gap is the difference between the questionable point andthe nearest value

    If Qcalculated> Qtable, the questionablepoint should be discarded

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    Basic Analytical Tools

    Statistics and Statistical Analysis

    !

    Q Test

    # Values of Q for rejecting data

    kadecastro-cruz 83

    Q (90% confidence)Number of

    Observations0.76 4

    0.64 5

    0.56 6

    0.51 7

    0.47 8

    0.44 9

    0.41 10

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    References

    "

    Kenkel, J. (2003). Analytical Chemistry forTechnicians, 3rded. CRC Press, US.

    " Harvey, D. (2000). Modern AnalyticalChemistry, McGraw-Hill, US, 104-134.

    " Harris, D. (2007). Quantitative ChemicalAnalysis, 8thed., Freeman, NY.