ENVIRONMENTAL PROTECTION AGENCY
NATIONAL ENVIRONMENTAL RESEARCH CENTER
Analytical Quality Control Laboratory
Cincinnati, Ohio

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          METHOD RESEARCH STUDY 3, DEMAND ANALYSES

An Evaluation of Analytical Methods for Water and Wastewater
                             1971
                         J.  A.  Winter
               ENVIRONMENTAL PROTECTION AGENCY
            National Environmental Research Center
             Analytical Quality Control Laboratory
                    Cincinnati, Ohio  45268

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                              Table of Contents
                                                                   Page
ACKNOWLEDGEMENTS	    v
PARTICIPATING LABORATORIES	    vi
SUMMARY	    viii
INTRODUCTION	     1
DESCRIPTION OF THE STUDY	     2
     Test Design	     2
     Preparation of Samples and Reporting of Results	     2
     True Values	     3
     Analytical Methods	     4
     Glossary of Terms	     5

RESULTS	     7
     Raw Data	^.     7

TREATMENT OF DATA	     7
     Statistical Summary	     7
     Rejection of Outliers	     8

DISCUSSION	     9
     Chemical Oxygen Demand (COD)	     9
     Biochemical Oxygen Demand  (BOD)	    12
     Total Organic Carbon (TOC)	    15

CONCLUSIONS	    20

REFERENCES	    23

APPENDIX	    25

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                              ACKNOWLEDGEMENTS






     The author acknowledges the technical assistance and guidance



of Mr. Elmo C. Julian, Analytical Quality Control Laboratory, National



Environmental Research Center, Cincinnati, in the design, development



and operation of the statistical computer programs used in this study.
                                   v

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                           PARTICIPATING LABORATORIES
      Eighty-six analysts  in 58 laboratories took part in Method Research Study 3,

 Demand Analyses.   Of the  58 laboratories,  40 were non-EPA.   The participating

 laboratories  were:
 EPA Laboratories

 Advanced Waste  Treatment  Plant
 D.  C.  Pollution Control Plant
 Washington,  D.  C.

 Advanced Waste  Treatment
  Research Laboratory
 Cincinnati,  Ohio

 Alaska Water Laboratory
 College,  Alaska

 Baton  Rouge  Field Facility
 Baton  Rouge, Louisiana

 California-Nevada Basins  Sub-Region
 Alameda,  California

 Cincinnati Field Investigations Center
 Cincinnati,  Ohio

 Edison Water Quality Laboratory
 Edison, New Jersey

 Illinois  District Office
 Chicago,  Illinois

 Indiana District Office
 Evansville,  Indiana

 Missouri  Basin  Laboratory
 Kansas City, Missouri

 National  Environmental Research Center
 Corvallis, Oregon

 New England Basin Office
 Needham Heights, Massachusetts

 Pomona Pilot Plant
 Pomona Water Reclamation  Plant
 Pomona, California

 Solid Waste Research Division
 Cincinnati, Ohio

 R. S. Kerr Water Research Center
  Research
Ada, Oklahoma
R. S. Kerr Water Research Center
  Technical Programs
Ada, Oklahoma

Southeast Water Laboratory
Athens, Georgia

Wheeling Field Station
Wheeling, West Virginia
 Non-EPA Laboratories

 California State Dept. of Public Health
 Sanitation and Radiation Laboratory
 Berkeley, California

 California State Dept. of Public Health
 Southern California Laboratory
 Los Angeles, California

 California Dept. of Water Resources
 Sacramento, California

 City of Chicago Dept. of Water § Sewers
 Water Purification Laboratory
 Chicago, Illinois

 Clark County Sanitation Districts
 Las Vegas, Nevada

 Colorado Springs Waste Water Treatment
 Colorado Springs, Colorado

 Commonwealth of Massachusetts
 Lawrence Experimental Station
 Lawrence, Massachusetts
E. I. du Pont de Nemours
Belle, West Virginia
                            Co., Inc.
 Environmental Quality Control Commission
 Portland, Oregon

 FMC Corporation
 Inorganics Division
 South Charleston, West Virginia
                                     vi.

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FMC Corporation
Organic Chemicals Division
Nitro, West Virginia

FMC Corporation
Viscose Division
Nitro, West Virginia

Houston City Health Department
Houston, Texas

Hyperion Treatment Plant
Playa del Rey, California

Idaho State Health Department
Boise, Idaho

Indiana State Board of Health
Indianapolis, Indiana

International Paper Company
Springhill, Louisiana

Interstate Sanitation Commission
New York, N. Y.

Kansas City Water Department
Kansas City, Missouri

Los Angeles Dept. of Water
  and Power
Los Angeles, California

Metropolitan Denver Sewage Disposal
Commerce City, Colorado

Maryland State Dept. of
  Water Resources
Annapolis, Maryland

Metropolitan Sanitary District
  of Greater Chicago
Cicero, Illinois

Miami Conservancy District
Dayton, Ohio

Middlesex County Sewerage Authority
Sayreville, New Jersey

Monsanto Chemical Company
Organic Chemicals Division
Nitro, West Virginia
North Carolina Dept. of Water
  and Air Resources
Raleigh, North Carolina

Ohio Dept. of Health
Columbus, Ohio

Pennsylvania Dept. of Health
  and Welfare
Harrisburg, Pennsylvania

Santee County Water District
Santee, California

Sewerage and Water Board
New Orleans, Louisiana

South Carolina Pollution Control
  Authority
Columbia, South Carolina
South Tahoe Public Utilities District
South Lake Tahoe, California

Texas A £ M University
Environmental Engineering Division
College Station, Texas

Union Carbide Corporation
Olefins Division
South Charleston, West Virginia

Union Carbide Corporation
Organics Division
Charleston, West Virginia

Water § Air Resources Commission
Dover, Delaware

Water Pollution Control Commission
Olympia, Washington

West Virginia Dept. of Natural
  Resources
Charleston, West Virginia
Virginia State Water Control
  Board
Richmond, Virginia

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                  METHOD RESEARCH STUDY 3, DEMAND ANALYSES



        An Evaluation of Analytical Methods for Water and Wastewater








                                  SUMMARY



     The Analytical Quality Control Laboratory of National Environmental



Research Center, Environmental Protection Agency, conducted interlaboratory



research studies on selected chemical methods of analysis for chemical



oxygen demand(COD), total organic carbon (TOC) and for biochemical oxygen




demand (BOD).   Sample concentrates were prepared at low  (natural water)



levels and at higher (municipal waste) levels for each constituent.



Analysts added an aliquot of each concentrate to distilled water for COD




and TOC analyses and to a natural water of their choice for BOD analyses.



Single analyses were made on the distilled and natural water samples



with and without added increments.  Recoveries were compared.  The bias



of the method and, where possible, the interference of natural water



samples and the relative precision of each analyst and laboratory were



determined.   A statistical summary of this data on page will, shows the



precision and accuracy values which may be expected in routine work.
                                  in/z/z.

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        A Statistical Summary of Method Research Study 3, Demand Analyses
            Chemical Oxygen Demand Analyses of Distilled Water Samples

True Value, mg COD/liter                 12.3            270
Mean of Recoveries by
  Difference, mg COD/liter               12.34           257.4

Accuracy as % Relative
  Error (Bias)                            0.3             -4.7

Standard Deviation,
  mg COD/liter                            4.15            17.76
Relative Deviation, %                    33.6              6.9

Range, mg COD/liter                      25.3            104
                        Biochemical Oxygen Demand Analyses of
                      Distilled/Seeded and Natural Water Samples

True Value, mg BOD/liter                  2.2            194
Mean of Recoveries by
  Difference, mg BOD/liter                2.12           175

Accuracy as % Relative
  Error (Bias)                           -3.7            -9.8

Standard Deviation
  mg BOD/liter                            0.7            26.
Relative Deviation, %                    33.2            15.0
Range, mg BOD/liter                       5.5            118
            Total Organic Carbon Analyses of Distilled Water Samples

True Value, mg TOC/liter                  4.9            107
Mean of Recoveries by
  Difference, mg TOC/liter                5.65           108.1

Accuracy as % Relative
  Error (Bias)                           15.3              1.0

Standard Deviation,
  mg TOC/liter                            1.89             6.

Relative Deviation, %                    33.5              5.6

Range, mg TOC/liter                      10.2             33

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                  METHOD RESEARCH STUDY 3, DEMAND ANALYSES
        An Evaluation of Analytical Methods for Water and Wastewater

                                INTRODUCTION
     The Office of Research and Monitoring, EPA, gathers water and air
quality data, and makes noise and solid wastes measurements, to determine
compliance with established environmental standards, to provide information
for planning natural resources development, to determine the effectiveness
of pollution abatement procedures and to assist in research activities.  As
a help in achieving these goals, EPA Administrator, William D. Ruckelshaus,
recently established National Environmental Research Centers (NERC) at
Cincinnati, Ohio, Corvallis, Oregon, and Research Triangle Park, North
Carolina.
     In a large measure the success of these environmental protection
efforts rests upon the reliability of the information provided by the data
collection activities.  Therefore, the Analytical Quality Control Labora-
tory (AQCL) was established as part of the National Environmental Research
Center, Cincinnati, to insure the reliability of physical, chemical, biological
and microbiological water quality data generated and, when necessary, to
insure the legal defensibility of all such environmental quality information
collected by the Agency.
     The Method and Performance Evaluation Activity of AQCL conducts evaluative
interlaboratory research studies of analytical procedures used in the Research
and Monitoring Office, EPA.  In this study the demand parameters, chemical
oxygen demand (COD), total organic carbon (TOC), and biochemical oxygen
demand (BOD)} were tested to measure the accuracy and precision of the
selected methods used in participating laboratories.  The evaluation of
results also permits a judgment of the relative capabilities of these labora-
tories performing these analyses.

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                         DESCRIPTION OF STUDY




Test Design



A simple test design was used in this study of demand parameters.  Each



sample was prepared as a stable concentration in a sealed glass ampul.



When an aliquot of the concentrate was diluted to volume, constituents were



present at levels found in natural waters or sewage.



An aliquot from each ampul was diluted to volume with distilled water for



COD and TOG analysis and with distilled/seeded or natural water for BOD




analysis.





Preparation of Samples and Reporting of Results



     Two water sample concentrates were prepared for Method Study 3 by



dissolving weighed amounts of reagent-grade chemicals in ASTM reagent-grade



distilled water to produce accurately-known concentrations of COD, BOD and



TOC.




     The concentrates were preserved by steam sterilization and were checked



for stability by repeated analyses over a period of three months.  These



analyses established that the solutions were stable and verified the concen-



tration of each constituent.   Further confirmation of the true values was



obtained from determinations  by an independent referee laboratory.  These




calculated true values verified by analyses are shown in Table 1.

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                 Table 1.  True Values for Demand Parameters

     When diluted in distilled water according to instructions, the water
samples contained the following concentrations of constituents, mg/liter:
Parameter
Organic Carbon '
Chemical Oxygen Demand *
31
Biochemical Oxygen Demand '
Sample 1
4.85
12.3
2.2
Sample 2
107
270
194
          The calculated theoretical levels of organic carbon produced
          in these samples by dissolving the weighed amounts of high
          purity reagents in distilled water.

        21
          The calculated theoretical COD values obtained by complete
          oxidation of the samples to carbon dioxide, water, and
          ammonia.  In actual practice, the theoretical values are
          very difficult to attain.

        31
         'The concentrations given for BOD are theoretical demands
          based on reported values in Standard Methods using river
          water as seed (1).  These values may or may not be repro-
          ducible in a specific laboratory because of natural
          variability of the seed organisms from sample to sample.

     Each analyst was instructed to dilute a separate 5.0 ml aliquot of each

concentrate to one liter with ammonia-free water or with river, lake or

estuarine water.  Distilled water was used as the diluent for the COD and

TOC tests to avoid the extreme variability in data which might arise from

the inhibitive or exhibitive effects of the organic waste content of individual

waters.  For COD and TOC tests, a result was obtained for distilled water plus

the increment.  Natural water was used as the seed source and/or diluent for

the BOD test.  Recovery of the BOD increment in natural water was determined

by difference from the natural water BOD.  The sample concentrates were

shipped to participating laboratories in November, 1969 with detailed

instructions for analysis and the reporting of results within thirty days.

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Analytical Methods

     The analyses were performed according to the FWPCA Methods for Chemical

Analysis of Water and Wastes,  November, 1969.  The methods used for these

analyses were referenced as follows:
     Parameter
     Chemical Oxygen Demand
       Basic Reference

Standard Methods for the Examination
of Water and Wastewater, 12th ed.,
APHA, Inc., N. Y., 1965, 510-514.

Book of ASTM Standards, Part 23, 1969
Water; Atmospheric Analysis, pp. 243-246.
     Biochemical Oxygen Demand
Standard Methods for the Examination
of Water and Wastewater, 12th ed.,
APHA, Inc., N. Y., 1965, 415-421.

Book of ASTM Standards, Part 23
1969, Water; Atmospheric Analysis,
pp. 715-723.
     Total Organic Carbon
Book of ASTM Standards, Part 23, 1969
Water; Atmospheric Analysis, pp. 826-830.

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                              Glossary of Terms

     The statistical measurements used in this report  are  defined as  follows:

         as % Relative Error (Bias).   The signed difference between mean value
     and the true value, expressed as a percent  of the true value.


                                     X     -  X~
                           R. E.  =      . -  x 100
                                      true

Confidence Limit (95%) .  The range of values within which  a  single analysis
     will be included, 95% of the time.


                           C. L.  =  X  ± t  -J-

          where t  = value from t table,  a   = standard  deviation and
          n  =  number of samples.

Mean (X) .  The arithmetic mean of reported  values,  the average.

Median.    Middle value of all data ranked  in ascending  order.   If there  are
           two middle values, the mean of these  values.

n.   The number of sets of values or analysts reported in  a  study.

Range.   The difference in mg/liter between  lowest and highest reported values.

Relative Deviation (Coefficient of Variation) .  The ratio  of the standard
     deviation, a, of a set of numbers to their  mean, X, expressed as percent.
     It is an attempt to relate the deviation (precision)  of a set of data
     to the size of n so that the deviations for differing levels of a parameter
     can be compared fairly.


                           R. D.  =  100  -SL
                                           X

Skewness (k) .   A pure number, positive or negative, which  indicates the lack
     of symmetry in a distribution,  For  example, k is positive  if the distri-
     bution tails to the right and negative if the distribution  tails to  the
     left.


                                 2  (X, -X)3
                           *  -  — V-
                                      na

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Standard Deviation (a).  The most widely used measure of dispersion of a
     set of data,  a is equal to the square root of the variance and with
     normal distribution indicates the deviation of 68% of the values
     around the mean, while 1.96a indicates the deviation of 95% of the
     values around the mean.  The standard deviation, a, is the measure
     of the deviation of the universe.  However, in most experimental
     work with limited sampling and in this study only an estimated
     standard deviation,  s is measurable.  The calculation differs in that
     n-l rather than n is used as the denominator.  In this study and in
     further studies, s and s% not a and a^ will be used to estimate the
     deviation of the data.  They will be referred to as the standard
     deviation and variance respectively.
                                        (I
                                           n
                                     n
t-test.   The difference in analyzed and true value expressed as ratio
     over the standard deviation.   The value obtained is compared with
     critical values in a table.   If the calculated, t-value exceeds the
     theoretical t-value, the analyzed value is probably not from the
     same population as the rest  of the data and can be rejected.
                                        X    .       .
                        .    ,             n - true value
                        t-value  =
                                    Standard Deviation (s)

True Value.   Those amounts actually added in sample preparation.  These
     are not based on analyses,  the latter being used only for verification.
           2     2
Variance (CT ),  (s ).   The average of the squares of the deviations of a
     group of numbers from their average, X.
             C2  -  (Z  X±)2                    S X2 - (Z  5
                    rc                0        	   n"
             -^	        s2  =        n - 1	

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                               RESULTS



Raw Data




     Direct copies of the computer printout showing all test results reported



by participating laboratories are given by parameter in the APPENDIX.








                           TREATMENT OF DATA



Statistical Summary




     Complete statistical summaries are given in pages 10 thru 19.   Each



parameter is discussed in turn with data displayed and statistically



evaluated for each concentration.   For ease in presentation and to prevent



round-off errors, five decimal places were carried in all measurements,



however, the number of significant figures is only equal to the number



reported for the increment.




     A program described by Larsen (3) was modified for an IBM 1130 computer



and measurement of accuracy and presentation of ranked data were added.



This summary display named COLST provides all of the statistical measure-




ments necessary for evaluation of the data as a direct copy of the computer



printout.  With the exception of accuracy, all measurements (number of values,



true value, mean, median, accuracy, range, variance, standard deviation,



95% confidence limit, relative deviation (coefficient of variation) and



skewness} are based on all data received, without rejection.  Because the



inclusion of questionable extreme values will result in unreasonable values



for accuracy, the accuracy values for COD, BOD and TOG are based on retained



data, that is, the data remaining after rejection of outliers using the



t-test at the 99% level.  In addition to the statistical measurements, all



data are ranked in ascending order and presented in a histogram, using



n = Js.d. cell divisions.  Each X in the histogram represents one analytical

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8



     result for up to 15 values/cell.   When more than 15 values occur per cell



     only 15 X's are printed and the number of values actually included is indicated



     by the number at the base of each cell.  The distribution of X values charac-



     terizes the method as used on these natural water samples.



          Although it is not possible to calculate a BOD result independently




     of the seed material, it is necessary to use a true value to obtain some



     measure of accuracy.  In this study BOD values were calculated from a



     table of these values for river water given in Standard Methods (1).




     Rejection of Outliers



          To determine the accuracy of each method, it was necessary to remove



     those extreme values which had only a small chance of validity and which



     would make a significant change in the accuracy measure.  These values




     were probably caused by gross instrumental, chemical or human error.  The



     extreme values were rejected by applying the two-tail t-test to all values



     at a 99% probability level, that is, with a 99 to 1 assurance that the data



     rejected were invalid and should be rejected.  The data points rejected are



     indicated with a capital letter,  "R", after the values in the Figures and in



     the data tabulations in the Appendix.  A greater spread of data around the



     true value causes rejection of fewer outliers.  As the standard deviation



     of the method increases in the denominator of the t-test, the calculated t



     value grows smaller and there are fewer extreme values rejected as outliers.

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                               DISCUSSION





Chemical Oxygen Demand (Dichromate Oxygen Demand)





COD Level, 12.3 mg/liter




     The evaluation of the COD test at low level of organic demand is



shown on page 10.  The COD method had only .3% bias.  The data distri-



bution was normal but a number of laboratories had some difficulty as



indicated by a standard deviation of 4.15 mg/liter at this low level.



There is a 95% probability that analysis of a COD sample containing



12 mg/liter will vary 8.13 mg/liter or 66% about the mean.





COD Level, 270 mg/liter



     The statistical summary on page 11 shows COD test results at the



200-300 mg/liter level expected in municipal sewage.  The accuracy is



expressed as a negative bias of 4.7%, equivalent to 13 mg/liter at the



270 mg/liter level.  The precision of the COD method was improved at this




270 mg/liter level to a standard deviation of 17.8 mg/liter.  This is



equivalent to a 35 mg/liter variation about the mean at the 95% confidence




interval.





Summary of COD Analyses



     The COD test showed a relatively low bias of 0.3% and 4.7% at levels




of 12 and 270 mgCOD/liter levels respectively.  However, the COD test was




less precise at a low demand level, showing a 33% relative deviation in



analysis of 12 mg/liter level as compared with a 7% deviation about the




mean in analysis of the 270 mg/liter level.

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10
     METHOD 6 PERFORMANCE  EVALUATION,  AQCL
         METHOD STUDY  3, DEMAND  ANALYSES

     COD, SAMPLE 1

          STATISTICS,  ALL  DATA,  ALL  LABORATORIES
          MANUAL PROCEDURE
          RECOVERY OF  INCREMENT  FROM DISTILLED  WATER
               INCREMENT  =
12.3
N
TRUE VAL-
MEAN
MEDIAN
ACCURACY
86
12.3
12.34066
12.00000
0.33062
                          RANGE
25.30000
17.22591
                        COEF. VAR.
                          VARIANCE        17.22591      SKEWNESS
                          STD.  DEV.        4.15041      NO.  OF  CELLS
                          CONF.  LIM.       8.13480  (95  PCT)
                          PCT  RELATIVE  ERROR,  RETAINED DATA
         0.33631
         0.85772
         9
            DATA  IN  ASCENDING  ORDER
            MIDPOINT  FREQ
1.2R
4.0
5.8
6.2
6.3
6.7
6.8
7.3
7.4
7.8
8.0
8.1
9.4
9.6
9.8
9.9
10.0
10.1
10.2
10,2
10.4
10.7
10.7
10.7
10.8
10.8
10.9
11.0
11.2
11.3
11.3
11.3
11.3
11.4
11.4
11.4
11.5
11.6
11.6 '
11.7
11.7
12.0
12.0
12.0
12.0
12.2
12.2
12.2
12.2
12.3
12.3
12.4
12.5
12.5
12.5
12.5
12.5
12.6
12.6
12.7
12.8
12.9
13.0
13.1
13.2
13.4
13.9
14.1
14.3
14.6
14.8
14.8
15.2
15.4
16.6
16.9
17.2
17.4
17.8
18.9
19.4
21.7
22.8
22.9
24. OR
26. 5R



















1.2000 1
4.3625 2
7.5249 9
10.6875 37
13.8499 25
17.0124 5
20.1749 3
23.3374 3
26.4999 1


























HISTOGRAM

X
XX
xxxxxxxxx
xxxxxxxxxxxxxxx
xxxxxxxxxxxxxxx
xxxxx
XXX
XXX
X
        REJECTED DATA.

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                                                                       11
METHOD & PERFORMANCE EVALUATION, AQCL
    METHOD STUDY 3, DEMAND ANALYSES

COD, SAMPLE 2

     STATISTICS, ALL DATA, ALL LABORATORIES
     MANUAL PROCEDURE
     RECOVERY OF INCREMENT FROM DISTILLED WATER
          INCREMENT =
N          82
TRUE VAL.  270.
MEAN      257.37805
MEDIAN    261.00006
ACCURACY   -4.67481
    270.

RANGE
VARIANCE
STD. DEV.
CONF. LIM.
                   104.00001     COEF. VAR.     0.06900
                   315.39721     SKEWNESS      -1.14857
                    17.75942     NO. OF CELLS   9
                    34.80847 (95 PCT)
     PCT RELATIVE ERROR, RETAINED DATA
       DATA IN ASCENDING ORDER
                     MIDPOINT  FREQ
     198.R
     205.R
     208.R
     215.R
     220.R
     221.R
     222.R
     237.
     238.
     239.
     240.
     243.
     244.
     245.
     246.
     248.
     250.
     250.
     251.
     252.
     253.
     253.
     253.
     253.
     254.
     255.
     255:
     256.
     257.
     257.
     257.
     257.
     258.
     258.
     259.
259,
260,
260,
260<
260,
261,
261,
261,
262,
262.
263,
263.
263.
263.
264,
264,
264,
264,
264,
264,
264,
265,
265,
265.
266.
267.
267,
267,
267,
267,
268,
268.
269,
269.
269,
      270.
      272.
      274.
      274.
      275.
      276.
      277-
      279.
      279.
      286.
      289.
      302.
198.
211,
224.
237,
250.
263.
276,
289,
302,
0000
0000
0000
0000
0000
0000
0000
0000
0000
 1
 3
 3
 5
16
42
 9
 2
 1
HISTOGRAM

X
XXX
XXX
XXXXX
xxxxxxxxxxxxxxx
xxxxxxxxxxxxxxx
xxxxxxxxx
XX
X
    REJECTED DATA.

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12

      Biochemical  Oxygen  Demand  (BOD)


      BOD  Level, 2.2  mg/liter
                                                                                  . ->
          The  BOD test had negligible bias  at  this  low level common to many

      natural waters.  In this study, analysts  were  instructed to bring the

      aliquot up to volume with  distilled water and/or a natural water or

      domestic  sewage  in  sufficient amounts  to  provide ample seed.  Although

      the  seventy-three analysts used as many different sources of natural water

      and/or sewage as seed, the data on page 13 showed a negative bias of only

      3.75%.  The  standard deviation of 0.7  mg/liter was 33% of the level tested.

      This is the  same relative  deviation as was obtained with the TOC test on

      the  same  sample.  At this  low 2 mg/liter  level, BOD data will deviate

      1.4 mg/liter about  the mean at 95% confidence  interval.


      BOD  Level, 194 mg/liter

          At this  higher level  of organic loading; which is similar to a municipal

      sewage, the  BOD test results on page 14 show a negative bias of 9.8%.  The
                                                  more
      standard  deviation  of 26 mg/liter for  BOD is ES3 than that of the COD or

      TOC tests at  this level.   The BOD results can  be expected to deviate 52

      mg/liter  about the mean, with a 95% confidence.


      Summary of BOD Analyses

          Although the BOD test is non-standard because of the inability to control

      the most  important "reagent" in the test, the microorganisms used as seed

      material, the results of this study indicate that the test is capable of

      reasonable accuracy and precision when a replicate synthetic non-toxic sample

      is the substrate.  However, in routine analyses of environmental samples, one

      always needs  to verify the accuracy of the BOD result because of the varying

      ability of different seeds to fully oxidize the sample and the possible toxic

      effect of the' substrate tested.

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                                                                  13
METHOD £ PERFORMANCE EVALUATION, AQCL
    METHOD STUDY 3, DEMAND ANALYSES

BOD, SAMPLE 1

     STATISTICS, ALL DATA, ALL LABORATORIES
     MANUAL PROCEDURE
     RECOVERY OF INCREMENT FROM  SEEDED WATER
          INCREMENT =
N
TRUE VAL.
MEAN
MEDIAN
ACCURACY
74
2.2
2.11756
2.10000
-3.74713
         2.2

    RANGE
    VARIANCE
    STD.  DEV.
    CONF. LIM.
                                     5.50000     COEF. VAR.
                                     0.49406     SKEWNESS
                                     0.70290     NO. OF CELLS
                                     1.37768 (95 PCT)
                                    0.33193
                                    1.80488
                                    8
                     PCT RELATIVE ERROR, RETAINED DATA
       DATA IN ASCENDING ORDER
      0.3R
      1.0
      1.0
      1.0
      1.1
      1.2
      1.3
      1.4
      1.5
      1.5
      1.6
      1.6
      1.6
      1.6
      1.6
      1.7
      1.8
      1.8
      1.8
      1.8
      1.8
      1.9
      1.9
      1.9
      2.0
      2.0
      2.0
      2.0
      2.0
      2.0
      2.0
      2.0
      2.0
      2.0
      2.0
2.1
2.1
2.1
2.1
2.1
2.2
2.2
2.2
2.2
2.2
2.2-
2.2
2.3
2.3
2.3
2.3
2.3
2.3
2.3
2.3
2.4
2.4
2.4
2.4
2.5
2.5
2.5
2.5
2.6
2.6
2.6
2.6
2.7
2.8
3.0
3.2
3.5
3.7
5.8R
                    MIDPOINT  FREQ
0.3000
1.0857
1.8714
2.6571
3.4428
4.2285
5.0142
5.7999
1
7
39
23
3
0
0
1
                           HISTOGRAM
XXXXXXX
XXXXXXXXXXXXXXX
xxxxxxxxxxxxxxx
XXX
R = REJECTED DATA.

-------
14
     MtTHOD  £  PERFORMANCE  EVALUATION,  AQCL
         METHOD  STUDY  3, DEMAND  ANALYSES

     BOD,  SAMPLE 2

          STATISTICS,  ALL  DATA,  ALL  LABORATORIES
          MANUAL  PROCEDURE
          RECOVERY OF  INCREMENT  FROM SEEDED WATER
               INCREMENT  =
N
TRUE VAL.
MEA.M
MEDIAN
ACCURACY
73
194.
175.00003
179.00003
-9.79381
    194.

RANGE
VARIANCE
STD. DEV.
CONF. LIM.
                                        118.00001      COEF.  VAR.     0.14975
                                        686.80566      SKEWNESS      -0.49208
                                         26.20697      NO.  OF CELLS   8
                                         51.36566  (95  PCT)
                          PCT  RELATIVE  ERROR,  RETAINED DATA
            DATA  IN ASCENDING  ORDER
                MIDPOINT  FREO
107.R
118.R
120.R
121.R
123.R
130.
132.
135.
142.
145.
146.
150.
152.
154.
155.
155.
159.
159.
160.
164.
165.
165.
167.
168.
169.
169.
170.
171.
171.
172.
172.
173.
174.
174.
175.
                    175.
                    179.
                    179.
                    180.
                    180.
                    181.
                    182.
                    183.
                    183.
                    183.
                    185.
                    185.
                    185.
                    188.
                    189.
                    190.
                    191,
                    191.
                    192.
                    192.
                    193.
                    194.
                    197.
                    197-
                    198.
                    200.
                    200.
                    201.
                    203.
                    205.
                    205.
                    205.
                    205.
                    207.
                    218.
      223.
      224.
      225.
107.
123.
140.
157.
174.
191.
208.
224.
0000
8571
7142
5714
4285
2856
1427
9998
 1
 6
 4
11
20
18
 9
 4
HISTOGRAM
X
xxxxxx
xxxx
xxxxxxxxxxx
xxxxxxxxxxxxxxx
xxxxxxxxxxxxxxx
xxxxxxxxx
xxxx
    R = REJECTED DATA.

-------
                                                                             15
Total Organic Carbon (TOG) by Combustion-Infrared Analysis
     The instrument for these TOG analyses is a single or dual furnace
with air pump, purification train, flow controls, non-dispersive type
infrared stream analyzer sensitized specifically for carbon dioxide, and
a recorder (4).

TOG Level, S mg/liter
     At this low level of organic carbon, the TOC method results on
page 18 show a significant 15% positive bias, that is, the average
result was 15% higher than the true value.  Furthermore, results at
this level deviate 33% about the mean TOC result of 5.6 mg/liter.  At
the 95% confidence level, these low TOC values can be expected to deviate
3.7 mg/liter about the mean.

TOC Level, 100 mg/liter
     At the higher municipal waste level of 100 mg TOC/liter, the TOC
results on page 19 showed greatly improved accuracy, with the bias
reduced to 1%.  The standard deviation was reduced also to 6.0% of the
level tested.  At the 100 mg/liter level, TOC values can be expected to
deviate 11-12 mg/liter about the mean values with a 95% probability.

Summary of TOC Analyses
     The Total Organic Carbon test as performed on a Dow/Beckman Carbon
Analyzer or similar instrument had limited precision and accuracy at the
low (5 mg/liter) level.  When samples contain organic carbon at levels
equivalent to municipal wastes, accuracy was improved to a 1% positive
bias and the relative standard deviation was reduced to 5-6% of the

level tested.

-------
16
          Since the same technique  and  the  same microsyringes  are used to  inject
     the samples with low and high  levels of organic matter, the same systematic
     error should exist  for both, with  the  exception that the  sample containing
     the higher level of organic carbon should have the  added  variability  of
     dilution.   Although the  specific cause of this imprecision at  low levels
     cannot be  isolated  here, it is most probably one  or more  of the following
     factors:
          1) Differences in  the range  settings used by  the analysts for TOG
             analyses,  e.g., 1-30  mg,  1-100 mg or 1-1000 mg/liter  at full range.
          2) Differences in  the volume of  sample injected, i.e., use of a 20 yl,
             40 yl or 100 yl syringe.
          3) Individual differences in injection techniques.
          4) Variable use of dilution  technique  to reduce high level TOC  sample
             before analysis.
          5) Variable performance  of needles, combustion systems and detectors
             in the carbon analyzer instruments.
          Because the EPA method research studies are  intended to evaluate
     analytical methods  as they are used routinely in  the field, little guidance
     was given  on technique other than  furnishing the  written  analytical method
     and informing the analyst of the range of the samples.  Using  basic instruc-
     tions,  the analyst  did the measurement to the best  of his ability.
          There are chances for error in the TOC  test  which are unique among the
     three oxygen demand tests.  For example, injection  of 40  yl volume sample
     containing a 10 mg/liter level of  TOC  really involves a measurement on  only
     0.4 yg of  carbon.   A very slight contamination by dust, lint,  cellulose, etc.
     is  enough  to add a  relatively  large positive error.  Similarly, small
     inaccuracies in volumetric measurement could cause  detectable  error because
     the error  would be  magnified by the large factor  necessary to  convert a

-------
                                                                          17
yg/liter measurement to mg/liter in the final value.
     We conclude that extreme care must be used operating the carbon analyzer
(Dow-Beckman type).   Despite the availability of instrumentation and a
relatively good precision for the method reported in  a single laboratory
study, data from this group of laboratories shows a significant increase
in variability.  Apparently there is a lack of uniformity in the techniques
used by these laboratories.  Use of automatic injection devices or syringes
should increase reproducibility.

-------
XcTHOO £ PERFORMANCE EVALUATION, AQCL
    METHOD STUDY 3, DEMAND ANALYSES
TOC,  SAMPLE 1
     STATISTICS, ALL DATA, ALL LABORATORIES
     MANUAL PROCEDURE
     RECOVERY OF INCREMENT FROM DISTILLED WATER
          INCREMENT =
N
TRUE VAL.
MEAN
MEDIAN
ACCURACY
27
4.9
5.64814
5.00000
15.26828
     4.9

RANGE
VARIANCE
STD. DEV-
CONF. LIM.
                                    10.20000     COEF. VAR.     0.33522
                                     3.58489     SKEWNESS       3.28807
                                     1.89338     NO. OF CELLS   5
                                     3.71102 (95 PCT)
                     PCT RELATIVE ERROR, RETAINED DATA
       DATA IN ASCENDING ORDER
      3.8
      4.0-
      4.2
      4.3
      4.5
      4.7
      5.0
      5.0
      5.0
      5.0
      5.0
      5.0
      5.0
      5.0
      5.0
      5.0
      5.4
      5.7
      6.0
      6.0
      6.3
      6.4
      6.5
      6.5
      7.0
      7.2
     14.0R
                MIDPOINT  FREO
                  3.8000
                  6.3500
                  8.8999
                 11.4499
                 13.9999
16
10
 0
 0
 1
HISTUGRAM

xxxxxxxxxxxxxxx
xxxxxxxxxx
R = REJECTED DATA,

-------
                                                                19
METHOD £ PERFORMANCE EVALUATIONf AQCL
    METHOD STUDY 3, DEMAND ANALYSES

TOC, SAMPLE 2

     STATISTICS, ALL DATA, ALL LABORATORIES
     MANUAL PROCEDURE
     RECOVERY OF INCREMENT FROM DISTILLED WATER
          INCREMENT =
N
TRUE VAL.
MEAN
MEDIAN
ACCURACY
26
107.
108.07693
107.50001
1.00646
    107.

RANGE
VARIANCE
STD. DEV.
CONF. LIM.
                                    33.00000     COEF. VAR.     0.05551
                                    35.99380     SKEWNESS       0.74660
                                     5.99948     NO. OF CELLS   5
                                    11.75898 (95 PCT)
                     PCT RELATIVE ERROR, RETAINED DATA
       DATA IN ASCENDING ORDER
                MIDPOINT  FREQ
      94.
     100.
     102.
     103.
     104.
     104.
     105.
     106.
     106.
     107.
     107.
     107.
     107.
     108.
     110.
     110.
     110.
     110.
     110.
     110.
     110.
     110.
     112.
     114.
     117.
     127.R
                 94.0000
                102.2500
                110.5000
                118.7500
                127.0000
 1
 8
15
 1
 1
      HISTOGRAM
XXXXXXXX
XXXXXXXXXXXXXXX
X
X
R = REJECTED DATA.

-------
20





                                      CONCLUSIONS



           The Office of Research and Monitoring, EPA, gave careful consideration




      to the methods for measuring the oxygen demand of materials in waters,



      before selection of methods for the EPA manual, Methods for Chemical Analysis




      of Water and Wastes., 1971.



           Three oxygen demand methods were selected for use in EPA: the Chemical




      Oxygen Demand (COD) Test, the Biochemical Oxygen Demand (BOD) Test, and the




      Total Organic Carbon (TOC)  Test.  BOD was included because of its historic



      use; however, the EPA manual points out that the extreme differences in the



      microorganisms used a seed and the variable biodegradability of chemical



      substances,  makes the BOD a non-standard test (5).  ASTM's Subcommittee



      D-19 has recommended withdrawal of the BOD test as a standard test because



      of these same difficulties in its use (6).  However, these variables also




      make the BOD Test unique.  It is the only test of the three that measures




      the amount of oxygen used by selected microorganisms in stabilizing the




      substances under test.




           This study was designed to measure the effectiveness of the three



      oxygen demand methods in degrading a test substance.  The oxidation used




      differed for each of the three methods.  By using a test substrate which



      was completely degradable for all three methods, the study measured




      variability in the methods and analysts rather than variability in



      degradation of the sample.



           In this study the three methods of measuring oxygen demand had




      similar accuracy and precision.  The COD Test was most accurate at the



      low level with a 0.3% bias and the TOC Test was most accurate at the




      high level with a 1% bias.

-------
                                                                            21
     Although true values for oxygen demand ranged from 2-12 mg/liter



for COD, BOD and TOG analyses on the same low level sample, the relative




deviation of the three tests was an identical 33%, indicating that these



deviations were caused by imprecision in the methods not differences



in the 2-12 mg/liter level of oxygen demand present.  At the higher level



of oxygen demand, the TOC and the COD tests were similar with 5.6% and



6.9% relative deviation, respectively.




     The similar precision statements for COD, BOD and TOC at the low



level (1-10 mg/liter) support the contention that a major factor in




precision of demand analyses is the level tested.  Regardless of the




method, good precision is difficult to achieve.  At the higher levels,



all methods improved, with COD and TOC showing both increased precision




and increased accuracy.  This study has also shown that when controls are



exerted over methodology and some uniformity is followed in the seed usage,




the BOD results on a replicate biodegradable sample are reasonable.



     However, the accurate and precise performance of the BOD method in this




study was dependent on the uniformly good response of the wide variety of




BOD seed materials.  The good response was itself dependent on the easy



biodegradability of the glucose-glutamic acid substrate tested.  If the




sample substrate was more resistant to bacterial oxidation, lower and more



variable BOD values would have been recorded while the COD and TOC values




most probably would have remain the same as reported here.



     The TOC test is a relatively new instrumental method of measuring




organic carbon.  In this study it had a significant bias at lowest level




tested.  Further study of the TOC method and increased standardization of



techniques should result in greater accuracy and precision, especially at




the lower levels of oxygen demand (less than 10 mg/liter).

-------
     Ratios between COD, BOD and/or TOG can be developed easily for these



sets of data on a single sample.   However, a ratio is not reported because



it is not applicable to any other sample.   It is not possible to measure



oxygen demand using one of these parameters, and by use of a precalculated



ratio to determine the relative value for  either of the other two parameters



for another sample.

-------
                                                                            23

                              REFERENCES


1.  Standard Methods for the Examination of Water and Wastewater, 12th ed.,
    APHA, Inc., N. Y. , 1965, 419.

2.  FWPCA Methods for Chemical Analysis of Water and Wastes ,  November, 1969.
    Analytical Quality Control Laboratory, Division of Water Quality Research,
    FWPCA.
3.  Larsen, K. E. 1969.  The Summarization of Data.  J".  <&a1.  Technol.,
    Vol. 1, No. 1, 1968.

4.  Van Hall, C. E., J. Safranko and V. Stenger, "Rapid Combustion Method
    for Determination of Organic Substances in Aqueous Solutions," Analytical
    Chemistry, 55, 1963, 315-319.

5.  Methods for Chemical Analysis of Water and Wastes, Environmental Protection
    Agency, National Environmental Research Center, Analytical Quality Control
    Laboratory, Cincinnati, Ohio, 1971.

6.  Annual Book of ASTM Standards, Part 23, Water: Atmospheric Analysis, 1970,
    p. 712, American. Society for Testing and Materials, Philadelphia, Pa.

-------
                                                 25
    APPENDIX




Raw Data Summary

-------
                                                       27
METHOD £ PERFORMANCE EVALUATION, AOCL
    METHOD STUDY 3, DEMAND ANALYSES

COD» SAMPLE 1
     ALL DATA, ALL LABORATORIES
     MANUAL PROCEDURE
     RECOVERY OF INCREMENT FROM DISTILLED WATER
          INCREMENT =
 NUMBER OF  INCREMENT
LAB/ANALYST RECOVERY
            BY LAB.
12.3
101
101
102
103
106
106
107
107
109
109
109
110
110
110
112
113
115
117
120
121
122
123
123
124
124
127
128
128
130
131
133
137
138
140
140
148
148
149
150
151
152
152
153
1
2
1
1
1
2
1
2
1
2
3
1
2
3
1
2
1
1
1
1
1
1
2
1
2
1
1
2
1
1
1
1
1
1
2
1
2
1
1
1
1
2
1
10.1
11.3
11.4
6.3
7.8
8.0
11.3
12.3
22.8
22.9
13.4
12.9
11.2
11.6
16.6
11.6
18.9
12.2
8.1
12.6
6.8
12.4
15.4
12.5
12.5
11.3
14.6
13.0
11.7
11.0
12.3
5.8
12.5
10.7
10.9
14.1
17.8
13.1
11.5
14.8
14.8
15.2
11.3
NUMBER
OF
LAB/ANALYST

153
153
153
153
153
154
155
156
157
158
160
160
160
160
160
161
162
163
163
164
165
166
167
168
169
170
170
170
170
171
171
171
172
173
175
176
177
179
180
180
180
181
187

2
3
4
b
6
1
1
1
1
1
1
2
3
4
5
1
1
1
2
1
1
1
1
1
1
1
2
3
4
1
2
3
1
1
1
1
1
1
1
2
3
1
1
INCREMENT
RECOVERY
BY LAB.
11.4
11.4
10.7
10.4
10.8
13.9
17.4
7.3
12.2
12.6
6.7
17.2
10.8
9.8
9.6
4.0
1.2R
13.2
12.7
10.2
26. 5R
12.0
10,0
21.7
12.8
14.3
16.9
11.7
12.0
6.2
12.0
24. OR
9,4
7.4
10.7
19.4
9.9
12.5
12.2
12.5
12.2
12,0
10.2
R = REJECTED DATA.

-------
28
          METHOD  £  PERFORMANCE EVALUATION, AQCL
              METHOD STUDY 3, DEMAND  ANALYSES

          COD,  SAMPLE  2
               ALL DATA, "ALL LABORATORIES
               MANUAL PROCEDURE
               RECOVERY OF  INCREMENT FROM DISTILLED WATER
                     INCREMENT =
           NUMBER OF  INCREMENT
          LAB/ANALYST RECOVERY
                      BY LAB.
270.
      NUMBER OF
      LAB/ANALYST
INCREMENT
RECOVERY
BY LAB.
101
101
102
103
106
106
107
107
109
110
110
110
112
113
117
120
121
122
123
123
124
124
127
128
128
130
131
133
136
138
140
140
140
148
148
150
151
152
152
153
153
153
153
1
2
1
1
1
2
1
2
3
1
2
3
1
2
1
1
1
1
1
2
1
2
1
1
2
1
1
1
1
1
1
2
3
1
2
1
1
1
2
1
2
3
4
253.
248.
267-
257.
205. R
208. R
270.
265.
256.
222. R
264.
220. R
272.
240.
274.
260.
264.
289.
260.
238.
246.
260.
239.
261.
267.
265.
264.
258.
266.
263.
253.
257.
237.
269.
277.
260.
261.
264.
264.
252.
244.
254.
253.
153
153
154
155
156
157
158
160
160
160
160
160
161
162
163
163
164
165
166
167
168
169
170
170
170
170
171
171
171
172
173
175
177
179
180
180
ISO
181
187
5
6
1
1
1
1
1
1
2
3
4
5
1
1
1
2
1
1
1
1
1
1
1
2
3
4
1
2
3
1
1
1
1
1
1
2
3
1
1
259.
263.
262.
275.
215. R
264.
262.
198. R
274.
250.
276.
279.
258.
250.
255.
255.
253.
286.
263.
268.
257.
257.
302.
251.
269.
267.
263.
265.
264.
245.
261.
221. R
259.
243.
268.
267.
279.
269.
267.
          R = REJECTED DATA.

-------
                                                        29
METHOD £ PERFORMANCE EVALUATION AQCL
    METHOD STUDY 3, DEMAND ANALYSES

BODt SAMPLE 1
     ALL DATA, ALL LABORATORIES
     MANUAL PROCEDURE
     RECOVERY OF INCREMENT FROM
          INCREMENT =
 NUMBER OF  INCREMENT
LAB/ANALYST  RECOVERY
            BY LAB.
2.2
101
101
102
103
106
106
107
107
110
112
113
113
115
117
121
122
123
123
124
124
128
128
130
133
136
137
140
140
140
148
148
149
151
152
152
152
154
155
156
157
158
160
160
1
2
1
1
1
2
1
2
3
1
1
2
1
1
1
1
1
2
1
2
1
2
1
1
1
1
1
2
3
1
2
1
1
1
2
3
1
1
1
1
1
1
2
2.0
2.0
2.8
2.3
2.0
1.0
2.3
1.9
2.1
2.4
2.2
2.2
3.7
2.6
2.2
1.8
-2.6
2.5
2.0
2.0
1.6
1.0
2.0
1.1
1.6
0.3R
2.7
2.1
2.0
1.4
1.5
2.0
3.5
2.4
2.1
1.8
2.2
1.6
2.0
2.6
1.7
2.1
2.0
      SEEDED WATER
         NUMBER OF  INCREMENT
        LAB/ANALYST  RECOVERY
                    BY LAB.
                                                  1.9
                                                  1.8
                                                  1.9
                                                  2.5
                                                  1.3
                                                  1.0
                                                  2.3
                                                  3.2
                                                  2.2
                                                  2.4
                                                  2.0
                                                  1.2
                                                  1.8
                                                  2.2
                                                  1.8
                                                  2.3
                                                  2.3
                                                  2.3
                                                  1.6
                                                  3.0
                                                  2.5
                                                  5.8R
                                                  1.6
                                                  2.4
                                                  1.5
                                                  2.3
                                                  2.3
                                                  2.1
                                                  2.2
                                                  2.5
                                                  2.6
160
160
160
161
163
163
164
165
166
167
168
169
170
170
170
170
171
171
171
172
173
175
176
177
179
180
180
180
183
187
188
3
4
5
1
1
2
1
1
1
I
1
1
1
2
3
4
1
2
3
1
1
1
1
1
1
1
2
3
1
1
1
R = REJECTED DATA.

-------
30
           METHOD £ PERFORMANCE EVALUATION, AQCL
               METHOD STUDY 3, DEMAND ANALYSES

           BOD, SAMPLE 2
                ALL DATA, ALL LABORATORIES
                MANUAL PROCEDURE
                RECOVERY OF INCREMENT FROM
            NUMBER
           LAB/ANALYST
   INCREMENT  =
OF  INCREMENT
                                    194,
    RECOVERY
    BY LAB.
                         SEEDED WATER
 NUMBER OF
LAB/ANALYST
101
101
102
103
106
106
107
107
110
112
113
113
117
120
121
122
123
123
124
124
127
128
128
130
133
136
138
140
140
140
148
148
150
151
152
152
152
154
155
156
157
158
160
1
2
1
1
1
2
1
2
3
1
I
2
1
1
1
1
1
2
1
2
1
1
2
1
I
1
1
1
2
3
1
2
1
1
1
2
3
1
1
1
1
1
1
190.
183.
169.
123. R
159.
145.
189.
185.
205.
198.
200.
172.
142.
152.
183.
175.
150.
191.
207.
192.
224.
218.
205.
165.
107. R
155.
223.
205.
225.
121. R
185.
181.
180.
169.
170.
171.
185.
155.
168.
171.
200.
174.
191.
INCREMENT
RECOVERY
BY LAB.
160
160
160
160
161
163
163
164
166
167
168
169
170
170
170
170
171
171
171
172
173
176
177
179
180
180
180
183
187
188
2
3
4
5
1
1
2
1
1
1
1
1
1
2
3
4
1
2
3
1
1
1
1
1
1
2
3
1
1
I
197.
193.
194.
179.
130.
197.
188.
159.
182.
154.
120.
146.
175.
179.
203.
172.
205.
180.
118.
167.
135.
165.
201.
132.
164.
173.
160.
192.
174.
183.
                                                                R
           R =•REJECTED DATA.

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                                                            31
METHOD £ PERFORMANCE EVALUATIONt AQCL
    METHOD STUDY 3, DEMAND ANALYSES

TOC,  SAMPLE  1
     ALL DATA, ALL LABORATORIES
     MANUAL PROCEDURE
     RECOVERY OF INCREMENT FROM DISTILLED  WATER

          INCREMENT =     4.9
                        NUMBER OF   INCREMENT
                       LAB/ANALYST  RECOVERY
                                    BY LAB.

                       101    1        6.5
                       101    2        6.3
                       102    1        5.0
                       103    1        6.4
                       106    1        5.0
                       106    2        5.0
                       107    1        5.0
                       107    2        5.0
                       109    1        5.0
                       109    2        6.0
                       109    3        6.0
                       110    1        4.3
                       112    1        4.5
                       115    1        14.OR
                       120    1        7.0
                       121    1        5.0
                       122    1        5.7
                       123    1        4.2
                       123    2        5.0
                       127    1        4.7
                       140    1        3.8
                       151    1        5.0
                       158    I        4.0
                       163    1        7.2
                       163    2        6.5
                       179    1        5.4
                       183    1        5.0

R = REJECTED  DATA.

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METHOD £ PERFORMANCE EVALUATION, AQCL
    METHOD STUDY 3, DEMAND ANALYSES

TOC, SAMPLE 2
     ALL DATA, ALL LABORATORIES
     MANUAL PROCEDURE
     RECOVERY OF INCREMENT FROM DISTILLED  WATER

          INCREMENT =     107.
                        NUMBER OF   INCREMENT
                       LAB/ANALYST  RECOVERY
                                    BY LAB.

                       101    1       108.
                       101    2       106.
                       102    1       110.
                       103    1       110.
                       106    1       107.
                       106    2       107.
                       107    1       112.
                       107    2       110.
                       109    1       110.
                       109    2       110.
                       109    3       114.
                       110    1       103.
                       112    1       107.
                       120    1       127.R
                       121    1       106.
                       122    1       107.
                       123    1       104.
                       123    2       100.
                       127    1       110.
                       140    1       102.
                       151    1        94.
                       158    1       117.
                       163    1       105.
                       163    2       104.
                       179    1       110.
                       183    1       110.

R = REJECTED DATA.

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