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CREEL SURVEY FOR THE
WEST BRANCH OF THE PENOBSCOT RIVER
ChemRisk® A Division of McLaren/Hart
Stroudwater Crossing 1685 Congress Street
Portland, Maine 04102 (207) 774-0012
November 22, 1991
CO oz V) oo
oOofihemRisk NJ
A Division of McLaren/Hart Environmental Engineering
ChemRisk A Division of McLaren/Hart Environmental Engineering
CREEL SURVEY FOR THE
WEST BRANCH OF THE PENOBSCOT RIVER
prepared by:
ChemRisk® Division of McLaren/Hart
Stroudwater Crossing 1685 Congress Street
Portland, Maine 04102 (207)774-0012
Reviewed and Approved By:
Ellen S. Ebert Date Project Manager
CREEL SURVEY FOR THE WEST BRANCH OF THE PENOBSCOT R I V E R
Table of Contents
1.0 Introduction 1
2.0 Data Collection and Analysis 3
2.1 Selection of Study Areas 3 2.2 Survey Development and Data Collection 3 2.3 Data Analysis 5
3.0 Results 8
4.0 Discussion 10
5.0 References 13
APPENDIX A: Interpretation of Notched Box Plots A-l
APPENDIX B: Uncertainty Analysis B-l
CREEL S U R V E Y FOR THE WEST BRANCH OF THE PENOBSCOT RIVER
List of Figures
Figure 1. General Creel Census Form 3a
Figure 2. Fish Consumption Survey Form 3b
Figure 3. West Branch Penobscot Study Areas 4a
Figure 4. Notched Box Plots for Fish Consumption by Fishing Location 9a
APPENDIX A:
Figure A-l. Notched Box Plot Diagram A-la
CREEL S U R V E Y FOR THE WEST BRANCH OF THE PENOBSCOT R I V E R
List of Tables
Table 1. Fish Harvest by Interviewed Resident Anglers 6a
Table 2. Analysis of Fish Consumption Rates for Consuming Anglers on the West Branch 8a
APPENDIX B:
Table B-l. Monthly Distribution of Interviews in Consumption Survey B-la
Table B-2. Distribution of Angler Participation and Harvest by Month B-2a
Table B-3. Distribution of Calculated Minimum Fish Consumption Rates B-4a
Table B-4. Distribution of Frequency of Fishing Trips Reported in Consumption Survey B-4b
Table B-5. Distribution of Angler Participation by Month B-4c
Table B-6. Distribution of Fish Creeled and Intended for Consumption by Interviewed Anglers B-5a
Table B-7. Distribution of Fish Creeled per Angler by Month and Adjustment Factors B-5b
Table B-8. Comparison of Monte Carlo Simulation Results with Original Consumption Rate Estimates B-7a
CREEL SURVEY FOR THE WEST BRANCH OF THE PENOBSCOT RIVER
1.0 Introduction
The Maine Department of Environmental Protection is proposing to establish a water quality
standard for 2,3,7,8-tetrachlorodibenzo-p-dioxin (TCDD) in ambient waters of the state. Due to
the physical and chemical properties of TCDD that influence its environmental fate and transport,
the consumption of fish is the primary route of human exposure to TCDD found in aquatic
environments. Therefore, the estimation of a representative rate offish consumption is critical to
the derivation of a scientifically based and health-protective water quality standard for TCDD in the
State of Maine.
Published studies that specifically investigate or estimate freshwater fish consumption in Maine are
nonexistent. The fish consumption data that are available in the scientific literature are based on
information gathered from other regions of the country (Humphrey, 1976; Fiore et al., 1989;
Turcotte, 1986; Honstead et al., 1971) where fishing patterns are different, waters are more fertile,
and species composition is either different or more diverse than in Maine rivers. Because
differences in the availabilities of desirable species, fishing habits, fishing regulations, regional
climate, and cultural heritage all influence the amount of freshwater fish that is consumed by
anglers in a particular region of the country, the applicability of data from other regions to the
consumption habits of Maine residents is of limited value and questionable validity. Availability of
target species, like salmon and trout, is likely to be lower in Maine rivers than in larger freshwater
systems in other regions of the country. Bag limits for target species, designed to preserve
fisheries resources, further limit the amount of fish that can be creeled by individual anglers. In
addition, many of the more available fish, like bass, perch, and pickerel, that are resident in
downriver reaches of Maine's larger rivers, are less desirable as food fish.
According to the Maine Department of Inland Fisheries and Wildlife (MeEFW), freshwater fish
species are not locally harvested and commercially marketed in Maine (MelFW, Personal
Communication, 1990). Consequently, the only dietary source of local freshwater fish is through
recreational fishing. Only those individuals who fish or who share in the catch of other anglers are
able to consume freshwater fish from Maine's waters.
Although Maine has more than 200,000 licensed resident anglers, no extensive study has been
conducted on the consumption habits of those individuals. MelFW has monitored angler use and
catch on many of the State's lakes and ponds but few of its rivers. Consequently, any significant
information on the catch of river anglers is limited and consumption data are unavailable.
During the Spring of 1990, three studies were initiated in an effort to characterize fish consumption
by resident Maine anglers: a mail survey, designed to collect information from a representative
sample of Maine's resident angling population, and two site-specific creel surveys, designed to
gather data from anglers fishing on individual rivers in Maine. The purpose of these studies was to
collect sufficient data to allow the characterization of fish consumption rates for representative
waterways and for the State as a whole, thereby providing a sound basis for the development of
health-protective water quality standards for Maine.
This report summarizes the results of the creel survey conducted on the West Branch of the
Penobscot River (West Branch). The results of the statewide mail survey and the creel survey
conducted on the Saco River are presented in two separate reports (ChemRisk, 1991a,b).
2.0 Data Collection and Analysis
2 .1 Selection of Study Areas
In selecting rivers for the creel surveys, a question was raised as to the effect that fish consumption
advisories issued on several major rivers in the State might have on angler effort or consumption
rates. To deal with this issue, river reaches for which no fish consumption advisories have been
issued were selected as study areas. These were the Saco River in southern Maine (ChemRisk,
1991b) and the West Branch of the Penobscot River (West Branch) in north-central Maine.
Selection of these two rivers provided both geographical and fish species diversity. In addition,
the two study areas represent diversity in angler population density; the Saco River is located in the
most densely populated region of the State while the West Branch is located in an area of the State
that has a low population density (MelFW, 1990). Despite these differences, both rivers were
expected to have high use by recreational anglers as the Saco River has brown trout and bass
fisheries easily accessed by anglers living in the southern part of the state, and the West Branch is a
target destination for many anglers due to its world-famous landlocked salmon fishery.
2.2 Survey Development and Data Collection
Great Northern Paper has conducted yearly creel surveys for the fisheries of the West Branch since
1977 as part of its ongoing fisheries monitoring program. The questionnaire that has been
traditionally used in conducting angler interviews (Figure 1) was designed to collect data on angler
effort, catch, and the portion of the catch that is creeled. A review of this survey form indicated
that there was a need for supplemental questions that would specifically address the issue of fish consumption. With the assistance of Edward Spear, the fisheries biologist who supervised and
conducted the Great Northern Paper creel surveys, additional questions were designed (Figure 2).
These questions asked anglers how often they went fishing on the West Branch, whether they
intended to consume the fish they had creeled, who would share in the catch, how that fish was to
be prepared, and which parts of the fish would be consumed. These supplemental questions were
asked only when survey clerks interviewed anglers who had creeled fish. The survey clerk
weighed and measured each creeled fish and recorded the information by species. All data were
collected on an individual fish basis to account for the differences in sizes and variations in
preparation method that might occur among species.
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The fish consumption portion of the survey was added to the ongoing survey being conducted by
Great Northern. It was begun on May 26, 1990 and continued through September 30, 1990, the
last day of the open water fishing season. Fisheries management data was collected
simultaneously, and although these data were not used to estimate consumption rates, they were
helpful in defining the uncertainty associated with the consumption rate estimates (Appendix B).
The West Branch was divided into two main study areas for the purpose of this survey (Figure 3).
Section A is a pristine area in which landlocked salmon provide the principal fishery. Section B,
located downstream of the Millinocket Impoundment (i.e., Quakish Lake), is a developed area that
provides bass, perch and pickerel fisheries, with salmon providing only a seasonal fishery.
Both Sections A and B of the West Branch contain lacustrine areas and/or hydroelectric facilities
that create boundaries and thus define sections, or reaches, of the river. These different reaches
support different types of fisheries. Within the two main study areas, the following reaches of the
West Branch were surveyed:
Section A
1. Ripogenus Dam to Abol Bridge
2. North Twin Dam tailwater (to Quakish Lake)
Section B
3. Millinocket Mill tailwater to Shad Pond
4. Shad Pond Falls to Dolby Dam (Dolby Impoundment)
5. Dolby Dam tailwater
While the number of survey days per week varied during the season, a minimum of three days per
week were spent surveying the river, with one day falling on a weekend or holiday. Although the
length of the survey day varied with the reach of river being surveyed, seven hours was the
minimum length of a survey day. On survey days, all observed anglers were counted and, when
possible, interviewed. When two or more anglers were fishing together, data were collected from
a party spokesperson.
Due to the topography, access is limited for the river reach between the Millinocket and Dolby
Impoundments. This, coupled with the large number of boat anglers, limited interviews by the
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survey clerk along this reach. Therefore, in addition to the interviews conducted on this reach,
flights were used to collect information about angler use of the reach. Flight clerks recorded the
number of anglers fishing the reach at a given time, yielding instantaneous angler counts.
2.3 Data Analysis
Fish consumption rates were estimated for each individual angler interviewed to yield a distribution
of fish consumption rates. Each consumption estimate reflects the average daily consumption rate
for the angler and for all of the fish-consuming individuals with whom the angler shares his or her
catch. Separate fish consumption distributions were generated for the following populations: all
consuming anglers interviewed, all consuming anglers on Section A, and all consuming anglers on
Section B. The distributions of fish consumption rates for West Branch Sections A and B are
subsets of the distribution for the combined total for all reaches within the study area. The
calculation of an average daily fish consumption rate was completed for each angler using the
following equation:
d = Wi x P x I/Hi x Ti x L x 1/D
Where:
Cj = Average consumption rate for persons consuming catch of angler i (g/person-day)
Wj = Total weight of fish caught and creeled by angler i (g whole fish/trip)
P = Edible portion (g edible/g whole fish)
HI = Number of persons who share angler i's catch (persons)
T, = Angler i's average number of fishing trips per week (trips/week)
L = Length of fishing season (26 weeks/year)
D = Total days per year (365 days/year)
If fish were creeled, but were to be given away, they were not included in the calculation of the
consumption rate for the anglers.
Survey clerks recorded the weight of whole or field-dressed fish creeled by the angler at the time of
the interview. To account for those portions of a whole fish that arc not generally consumed, it
was necessary to determine the edible portion relative to whole fish weight for the species
harvested from the West Branch. Edible portion estimates were determined for landlocked salmon
and smallmouth bass (Ebert, 1991). Edible portion for white perch was determined using data
collected as part of Great Northern's ongoing fisheries work. Together these three species
represented 95 percent of the total fish weight consumed by the anglers interviewed (Table 1).
To determine the edible portion of West Branch landlocked salmon, 12 landlocked salmon, ranging
in size from 398 to 1,174 g (14 to 41 oz.), were collected from the West Branch (Ebert, 1991).
Fish lengths ranged from 371 to 477 mm (15 to 19 in.). The whole body weight of each of the
fish collected was recorded. The fish was then field dressed and reweighed to determine the
weight of the viscera. Finally, the fish was filleted and the fillet weight was recorded. The
average edible fraction for landlocked salmon was 37 percent. The 90 percent upper confidence
limit of 39 percent was used in this analysis as the edible portion for landlocked salmon.
To calculate the total body weight of field-dressed salmon, a species-specific linear equation
relating dressed weight to whole weight was used. This equation was derived using data from
field samples of landlocked salmon collected from the West Branch (Ebert, 1991). The edible
portion was then applied to this estimated whole weight to calculate the consumed weight.
A similar method was used to determine the edible portion of smallmouth bass. Eleven
smallmouth bass, ranging in size from 356 to 613 g (13 to 22 oz.), were collected from the West
Branch (Ebert, 1991). Fish lengths ranged from 308 to 360 mm (12 to 14 in.). The whole body
weight and fillet weight of each of the fish collected were recorded. The edible portion ratio was
then calculated by averaging the percent of edible fish from all of the individual fish. For
smallmouth bass, the average edible portion was 29 percent. The 90 percent upper confidence
limit of 31 percent was used for this analysis as the edible portion for smallmouth bass.
The edible portion of white perch was estimated from field data collected from the Dolby
Impoundment in March 1990 by Great Northern as part of their ongoing fisheries work. Nineteen
white perch, ranging in length from 183 to 288 mm (7 to 11 in.), were collected. Their full body
weights ranged from 50 to 400 g (2 to 14 oz.). After weighing, the fish were filleted and
reweighed and the fillet weights were recorded. These fillet weights were then compared to the
whole body weights to determine the edible portion of each fish. The average edible portion ratio
was then derived from the edible portion ratios calculated for each individual fish. For white
Table 1. Fish Harvest by Interviewed Resident Anglers8
Weight Number Number Consumed
Species Creeled Consumed (kg)
White Perch 103 86 30.4
Landlocked Salmon 39 37 30.8
Smallmouth bass 29 27 12.0
Pickerel 4 4 3.39
Brook trout 2 2 0.45
a. Based on single interviews and the fish creeled at the time of the interview.
6a
perch, the average edible portion was 24 percent. The 90 percent upper confidence limit of 26
percent was used as the edible portion for white perch.
For brook trout and pickerel, two species for which no field data were available, a default value of
30 percent was used in accordance with EPA guidelines (EPA, 1989).
Each angler who had creeled fish was asked to indicate the number of individuals who would be
sharing the creeled catch. This value was assumed to be constant for all of the angler's fishing
trips, and it was used rather than household size because it was recognized that there might be
members of an angler's household who do not consume freshwater fish. Although adults and
children were tallied separately by the survey clerk, no distinction was made between adults and
children in calculating consumption rates.
To estimate the angler's weekly fishing frequency for the season, anglers were asked to report the
number of trips to the West Branch taken prior to the interview. The number of reported trips to
the river to date was used to estimate weekly frequency, assuming that fishing frequency remained
constant throughout the season. For example, if a fisherman reported that he had taken two trips to
the river since the beginning of the fishing season, and the fishing season had been underway for
eight weeks, his weekly frequency was estimated at 0.25 trips per week.
The fishing season on the West Branch lasts from April 1 to September 30, for a total of 183 days
(26.1 weeks). For the purpose of this study, it was assumed that the length of the fishing season
was 26 weeks.
Standard reporting of fish consumption rates is on an average daily basis. As there are no
commercial sources of local freshwater fish in Maine, only fish caught during the fishing season
were included in the estimates of consumption. Because anglers may freeze, smoke, or can a
portion of their catch for consumption during the winter months, the daily fish consumption rate
was annualized.
3.0 Results
To calculate a fish consumption rate, only those resident anglers who caught and retained their fish
were included. A total of 78 resident anglers who had creeled fish were interviewed during the
course of the survey. For estimating consumption, none of the interviews were repeat contacts.
Of these 78 anglers, 36 (46 percent) individuals fished Section A and 42 (54 percent) fished
Section B. Seventy-four (95 percent) of the anglers interviewed indicated that they intended to
consume or share the fish they had creeled. The estimated frequency of fishing trips ranged from
0.05 to 6 trips per week.
The number of individuals sharing a catch ranged from one to eight individuals when combining
Sections A and B. In Section A, the number of individuals sharing a catch ranged from one to
seven. In Section B, the number of individuals sharing a catch ranged from one to eight. Of the
total number of individuals reported to share the catch, 75 percent were adults and 25 percent were
children.
As described previously, average fish consumption rates were estimated for the persons
consuming each angler's catch. Fish consumption rates ranged from a low of 0.013 g/day to a
maximum of 98 g/day for one angler who creeled 0.59 kg (1.3 Ib) of whole fish and reported that
it would be consumed entirely by one adult. This angler reported a fishing frequency of six trips
per week. As equal success is assumed for each trip taken, this maximum estimate is extremely
conservative. It is unlikely that this single angler will fish six days/week for the entire fishing
season and catch 0.59 kg of fish on every trip.
For the consuming angling population interviewed in Sections A and B combined, a median fish
consumption rate was estimated to be 1.3 g/day with a 75th percentile of 3.7 g/day and a 95th
percentile of 11 g/day. For consuming anglers interviewed on Section A, the median fish
consumption rate was estimated to be 2.5 g/day with a 75th percentile of 4.8 g/day and a 95th
percentile of 11 g/day. For Section B, the median consumption rate for consuming anglers was
0.90 g/day with a 75th percentile of 2.2 g/day and a 95th percentile consumption rate of 10 g/day.
The mean consumption rates for consuming anglers in Sections A and B combined is 5.1 g/day
and corresponds to the 84th percentile of calculated consumption rates (Table 2). On Section A,
the mean consumption rate of 8.1 g/day corresponds to the 89th percentile of calculated
Table 2. Analysis of Fish Consumption Rates for Consuming Anglers on the West Branch
Combined Reaches Section A Section B
Number of Cases a
74 35 39
Minimum*3 0.013 0.35 0.013
Median (50th Percentile)b>c 1.3 2.5 0.90
75th Percentileb>c 3.7 4.8 2.2
Arithmetic Meanb 5.1 8.1 2.3
Percentile at the Meanc 84th 89th 82nd
c90th Percentileb- 8.4 9.0 3.9
95th PercentilebtC 11 11 10
Maximum13 98 98 23
a. Includes only those individuals who indicated that their creeled catch was intended for consumption. b. Grams/person-day. c. Calculated based on rank without assuming a statistical distribution.
8a
consumption rates. Similarly, the mean rate of 2.3 g/day calculated for Section B corresponds to
the 82nd percentile.
It is important to note that because the fish consumption rates are positively skewed rather than
symmetrically distributed, the arithmetic mean is not an appropriate descriptive measure of the
center of the distribution. The median, or 50th percentile, is a more physically relevant central
tendency measure for a skewed dataset because 50 percent of the consumption rate estimates lie
above the median and 50 percent fall below the median. Consequently, the median values provide
the most representative consumption rate estimates for each of the angler populations. Therefore,
we have defined the "typical individual" as that individual who is consuming freshwater fish at the
rate observed at the center of the distribution.
Notched box plots were created for fish consumption rates from Section A and Section B (Figure
4) to determine if the observed differences in consumption rates were statistically significant.
Notched box plots provide a simple graphical summary of the observed fish consumption rates
(McGill et al., 1978). Creating a notched box plot does not require assuming a statistical
distribution for the data. The plots show approximately the 25th percentile, the median, and the
75th percentile of the fish consumption rates, all of which are measures of location in a dataset that
are resistant to the impact of a few extreme values (Hoaglin et al., 1983). Additionally, the notches
centered on the median in each plot represent the approximate 95 percent confidence interval on the
median. Because the confidence intervals about the median consumption rates do not overlap for
the two sections, the median consumption estimates are statistically different at approximately the
95 percent confidence level (McGill et al., 1978). Additional information on the interpretation of
notched box plots is provided in Appendix A.
Figure 4. Notched Box Plots for Fish Consumption by Fishing Location
1*0.00
-3 10.00 I 1.00
ai I o.io
0.01 Section A Section B
Fishing Location
9a
4.0 Discussion
An important factor in determining safe levels of chlorinated compounds in ambient waters is a
consideration of fish consumption. Since lipophilic compounds like 2,3,7,8-TCDD tend to
bioaccumulate in the fatty tissues of fish, it is necessary to consider the exposure of anglers who
catch and consume these fish.
Recently, a peer review panel of experts for the EPA has recommended that the median provides
the most accurate estimate of lifetime exposure through fish consumption (EPA, 1991). Results of
the West Branch creel survey indicate that the median fish consumption rate for the typical
consuming fisherman from that river is 1.3 g/day.
It is likely that fish consumption rates have been overestimated in this study as there are several
biases associated with choosing the West Branch as a study area. Portions of the West Branch are
tailwaters of hydroelectric facilities. The tailwater effect produces an enriched environment that
results in increased populations of resident invertebrates and fish. In addition, smelt from the
impoundments move downstream into riverine reaches where they provide food for salmon and
other species. The availability of this additional food increases the size and improves the condition
of the fish over those observed in other landlocked salmon fisheries. In addition, access for
fishermen is enhanced as a result of unique recreational agreements and leases between landowners
and the State. Thus, it is likely that more fish and larger fish are harvested from the West Branch
study area than would be harvested from other riverine landlocked salmon fisheries in Maine.
Therefore, the results of this creel survey likely overstate consumption that would be observed on
other free-flowing waters in Maine.
Notched box plots show that the median consumption rate for Section B (0.90 g/day) is
significantly lower than that for Section A (2.5 g/day) at an approximate 95 percent confidence
level. Several factors may contribute to the difference. As discussed, the landlocked salmon
fishery in Section A is world-renowned. High angler use and effort, in combination with the
desirability of landlocked salmon and brook trout as food fish, may account for increased
consumption within Section A. Conversely, although Section B contains a popular smallmouth
bass fishery, the lower popularity of the species as a food fish may account for the lower
consumption rates within Section B. It is also conceivable that the presence of industrial
discharges in Millinocket might result in lower consumption rates in Section B.
10
Several conservative assumptions were used throughout this analysis. It was assumed that success
rate is constant for the individual anglers. If an angler had creeled a fish at the time of the
interview, it was subsequently assumed that on each of his or her previous and future fishing trips,
the angler creeled an equivalent amount of fish. It was also assumed that the reported frequency
of fishing trips taken before the time of the interview would continue throughout the remainder of
the season.
These assumptions almost certainly result in overestimated rates of consumption for consuming
anglers and their families for two key reasons. First, fishing pressure is generally highest during
the spring and early summer due to greater availability of fish during that time (Spear, Personal
Communication, 1991). Thus, the frequency of fishing trips is likely to decrease as the season
progresses, rather than remain constant. Second, as demonstrated in the Saco River Creel Survey
(ChemRisk, 1991b), a high percentage of fishing trips are unsuccessful. To assume that an
individual who creeled fish on the day of the interview will creel fish on every trip taken during the
season is highly conservative. This potential overestimation is further exaggerated for those
individuals who reported a high frequency of fishing trips.
Appendix B provides an analysis of the uncertainty associated with these consumption rate
estimates. Using fisheries management data simultaneously collected from the West Branch
(Spear, 1991), the trends in participation and harvest rates over the season were identified. These
trends were then used to derive monthly adjustment factors for fishing frequency and harvest rates.
These monthly adjustment factors were incorporated into a Monte Carlo computer simulation to
derive a distribution of consumption rates for the West Branch that incorporates seasonal
fluctuations. Results of the analysis indicate that the median rate of consumption is likely to be 0.5
g/day, lower than the estimated median reported in Table 2 by a factor of 2.7.
Additional overestimation may have occurred due to survey bias. Chase and Harada (1984) have
reported that individuals tend to over-report their participation in recreational activities. Factors that
affect over-reporting include the length of the recall period, the frequency of fishing trips, the
interest in or importance of the activity to the individual, and the perceived social desirability of the
activity (USFWS, 1989). As a result, the reported frequencies of fishing trips taken previous to
the interview may be overstated, particularly for more avid anglers and for those interviewed later
in the season.
11
The Penobscot River supports significant landlocked salmon, smallmouth bass, and white perch
fisheries and is a target fishing area for many anglers. The presence of these fisheries, coupled
with the river's pristine nature and its high recreational usage, make the West Branch a
conservative choice for assessing riverine fishing habits in Maine. Despite the desirability of the
West Branch as a fishing location, the results of this study indicate that the consumption of
freshwater fish from the West Branch is low.
12
5.0 References
Chase, D.R., and M. Harada. 1984. Response error in Self-reported recreation participation. Journal of Leisure Research 15(4):322-329.
ChemRisk. 199 la. Consumption of Freshwater Fish by Maine Anglers. ChemRisk. Portland, ME. March 26.
ChemRisk. 1991b. Saco River Creel Survey. ChemRisk. Portland, ME. June 21.
Ebert, E.S. 1991. Edible portion of smallmouth bass and landlocked salmon in Maine Rivers. Memorandum from E. S. Ebert to W.E. Taylor. January 11.
EPA. 1991. Peer Review of Land Application of Sludge from Pulp and Paper Mills Using Chlorine and Chlorine-Derivative Bleaching Processes: Proposed Rule For Human Dietary and Ecotoxicologic Risks. Prepared for the U.S. Environmental Protection Agency, Office of Toxic Substances. October.
EPA. 1989. Assessing Human Health Risks from Chemically Contaminated Fish and Shellfish: A Guidance Manual. U.S. Environmental Protection Agency. Office of Marine and Estuarine Protection. Office of Water Regulations and Standards, Washington, DC. EPA-503/8-89-002. September.
Fiore, Beth Jones, H.A. Anderson, L.P. Hanrahan, L.J. Olson, and W.C. Sonzogni. 1989. Sport fish consumption and body burden levels of chlorinated hydrocarbons: A study of Wisconsin anglers. Arch. Env. Health 44(2):82-88.
Hoaglin, E.G., F. Mosteller, and J.W. Tukey. 1983. Understanding Robust and Exploratory Data Analysis. John Wiley and Sons, Inc. New York.
Honstead, J.F., T.M. Beetle, and J.K. Soldat. 1971. A Statistical Study of the Habits of Local Fishermen and Its Application to Evaluation of Environmental Dose, A Report to the Environmental Protection Agency by Battelle Pacific Northwest Laboratories, Richland, WA 99352. (cited in TetraTech, 1986).
Humphrey, Harold E.B. 1976. Evaluation of Changes of the Level of Polychlorinated Biphenyls (PCB) in Human Tissue. Michigan Department of Public Health. Final Report on FDA Contract 223-73-2209. June.
McGill, R., J.W. Tukey, and W.A. Larsen. 1978. Variations in box plots. Am. Stat. 32(l):l2-\6.
MelFW. 1990. Statewide Trends for fishing on Maine's Inland Waters as Indicated by Creel Surveys, Voluntary Angler Reports, and License Sales from 1969 to 1989. Maine Department of Inland Fisheries and Wildlife. Job F104.
Turcotte, M-D.S. 1983. Georgia Fishery Study: Implications for Dose-Calculations. E.I. DuPont de Nemours & Co., Arkeu, SC. Sponsored by Department of Energy, Washington, DC. DE86-008041. Augusts.
13
USFWS. 1989. Investigation of Possible Recall/Reference Period Bias in National Surveys of Fishing, Hunting and Wildlife-Associated Recreation. Final Report. Contract no. 14-16-009-87008. Prepared by Westat, Inc. Rockville, MD. December.
Velleman, P.P., and D.C. Hoaglin. 1981. Applications, Basics, and Computing of Exploratory Data Analysis. Boston: Duxbury Press.
Wilkinson, L. 1989. SYGRAPH: The System for Graphics. SYSTAT, Inc. Evanston, Illinois.
14
APPENDIX A
INTERPRETATION OF NOTCHED Box PLOTS
APPENDIX A Interpretation of Notched Box Plots
Notched box plots are simple graphical summaries of five important features of data sets: ( 1 )
location; (2) spread; (3) skewness; (4) tail length; and (5) outlying data points. Notched box plots
are variations on the box plot which additionally display the approximate 95% confidence limits on
ihe median (McGill et al., 1978). These plots are a useful tool in exploratory data analysis and in
preparing visual summaries of data (McGill et al., 1978). The notched box plots presented in this
report were created using SYSTAT version 5.0 (Wilkinson, 1989) and a Macintosh SE/30
computer.
Figure A-l presents a diagram of a notched box plot and labels its features. A notched box plot is
characterized by a central box wi th two "whisker" lines extending from it (Wilkinson, 1989)
Asterisks or open circles may be plotted outside the two "whiskers." Location is summarized
w i t h i n a plot by the median, which is displayed as the crossbar in the interior of the central box.
The ends of the central box, called fourths or hinges, give an indication of the spread of the data.
By definition, the central fifty percent of the observed values fall within the limits of the central
box. Just as the median splits the ranked data in half, the fourths split the remaining halves in half
again. The lower fourth or hinge corresponds approximately to the 25th percentile (i e , first
quartile, or Qi) of the observed values, while the upper fourth or hinge corresponds approximately
to the 75th percentile (i.e., third quartile, or Cb) of the observed values. The length of the central
box shows the fourth-spread of the data, which is comparable to the interquartile range. The
relative position of the median, lower fourth, and upper fourth give an indication of the skewness
of the data. If the median is much closer to the lower fourth than to the upper fourth, the data is
positively skewed, i.e., the observations are not symmetrically distributed but rather are clumped
near the lower end of the scale. Because the fish consumption rates presented in this report were
>o positively skewed, use of a logarithmic scale was necessary to show detail on the box plots.
The plot's "whiskers" provide an indication of tail length, another measure of data spread
(Velleman and Hoaglin, 1981). The limits of the whiskers are called the inner fences. By
definition, the lower inner fence is located 1.5-times the fourth-spread below the lower fourth.
Similarly, the upper inner fence is located 1.5-times the fourth-spread above the upper fourth.
Another set offences, known as the outer fences, are located at 3-times the fourth-spread below
and above the fourths. Outer fences are not displayed on notched box plots. Asterisks appearing
on the plot represent individual observations outside the inner fences but within the outer fences.
A-l
Figure A-l. Notched Box Plot Diagram
Upper Inner Fence Q3 + 1.5(Q3-Q1)
Upper Fourth Q3 Upper Conf. Limit
(approx. 95%) Whiskers
Fourth-spread Median Q3-Q1
Lower Conf. Limit (approx. 95%)
Lower Fourth Ql
Lower Inner Fence Ql - 1.5(Q3-Q1)
Outside Values <Q1 1 .5(Q3-Ql)but > Q 1 - 3 ( Q 3 - Q 1 )
Far Outside Value <Q1-3(Q3-Q1)
A-la
Open circles represent observations outside the outer fences. Both asterisks and open circles
indicate outlying values.
Notched box plots also include confidence intervals on the median at approximately the 95% level
(McGill et al., 1978). The confidence intervals are shown as notches beginning at the median and
returning to full width at the lower and upper confidence limits. Notched box plots are useful for
comparing results among several groups. If the plotted confidence intervals do not overlap, then
one can be confident at about the 95% level that the population medians are different. Conversely,
if confidence intervals do overlap, then populations medians are not significantly different at
approximately the 95% confidence level.
A-2
APPENDIX B
UNCERTAINTY ANALYSIS
APPENDIX B Uncertainty Analysis
When survey data pertaining to consumption of fish were collected for the West Branch, anglers
were interviewed only one time and only if they held fish in their creels. During that single
interview, information was gathered on the size and number of fish creeled at the time of the
interview, and the number of individuals with whom the anglers reported that they intended to
share their creeled catch. In addition, anglers were asked how many trips to the river they had
taken up to and including the time of the interview. In order to calculate a daily rate of
consumption of West Branch fish over the entire year, it was necessary to estimate the number of
additional trips to the river the angler would likely take during the remainder of the season, and to
estimate the percentage of the time that the individual would be successful at creeling a fish for
consumption. Because the data collected were obtained during a single event, the year-long
extrapolation required making assumptions about the frequency of future trips and the success rate
for those trips.
The frequencies of fishing trips by the individual anglers were estimated by dividing the total
number of previous trips reported by the angler at the time of the interview by the number of weeks
of the fishing season that had elapsed. While this was a reasonably accurate method for estimating
the frequency of trips already taken by the angler, assumptions had to be made about how each
angler's frequency of trips was likely to change during the remainder of the season. Absent
evidence to the contrary, ChemRisk assumed that the angler's reported frequency for past trips
would remain constant for the remainder of the season and that on every previous and subsequent
fishing trip, the angler creeled the same weight of fish as that measured in his creel at the time of
the interview.
Both of these assumptions are likely to overpredict actual consumption rates. The frequency of
fishing trips is highly variable during fishing season due to differences in weather conditions and
changing availabilities of target species. A review of the consumption data indicates that 85 percent
of the anglers with creeled fish were interviewed in May and June with the greatest number of
anglers interviewed in June (Table B-l). After June, the number of interviews dropped
considerably, because in addition to there being fewer anglers on the river to interview, the
percentage of those anglers who had creeled fish was also lower.
B-l
Table B-l. Monthly Distribution of Interviews in Consumption Survey
... . Number of Month ,Interviews
Aprila NA
May a 16
June 46
July 8
August 3
September 2
a. Survey was begun on May 26, 1990 NA = Not available
B-la
This trend can also be seen in the unpublished data gathered from Georgia Pacific's simultaneous
fisheries management survey of the Penobscot River (Table B-2; Spear, 1991). In that survey, the
greatest number of anglers fishing the river was observed in the month of June with steady
decreases during the months of July, August, and September. At the same time, the number of
fish creeled followed the same pattern. Anglers in June creeled the greatest number of fish per
angler (average of 0.26 fish per angler). However, by September, the average was only 0.076
fish creeled per angler. Thus, even if an angler did fish with the same frequency as that reported
early in the season, he or she was much less likely to creel fish at the same rate during the latter
part of the season. To assume that an angler will fish with the same frequency and harvest rate
throughout the season is very likely to overpredict the angler's level of participation and harvest for
the season.
To quantify the degree of overestimation likely to be found in the consumption rate estimates
reported in Table 2, ChemRisk used a Monte Carlo computer simulation. Monte Carlo computer
simulations can be used to more explicitly define the distribution of the populations by repeatedly
solving an equation based on the probability distribution for each defined parameter that has been
defined (EPA, 1989). Once the relevant distributions have been entered, the simulation selects
randomly from each distribution to solve the equation (EPA, 1989). Through repeated iterations, a
distribution of the results is created. The Monte Carlo method eliminates reliance on a single point
estimate for each parameter, allowing the full range of possible values and integrating their
likelihoods of occurrence. The Monte Carlo analysis allows factors to be introduced that can adjust
for variations in the individual parameters over the season, resulting in a more realistic range of
fish consumption values.
Several steps were necessary to prepare the distributions for input into the Monte Carlo analysis.
These included:
• Identification of the distribution of the minimum consumption rates for the anglers.
• Identification of the distribution of weekly fishing frequencies calculated for each
angler up to and including the date of the interview.
B-2
Table B-2. Distribution of Angler Participation and Harvest by Month3
Percent of No. of Anglers Total Observed Number of Fish per
Month Observedb for Season0 Fish Harvestedd Angler6
April 899 9.6 109 0.12
May 1.161 12.4 112 0.097
June 2,778 29.8 711 0.26
July 1,902 20.4 229 0.12
August 1,632 17.5 161 0.097
September 964 10.3 73 0.076
Total 9,336 100 1,395
a. From simultaneous Georgia Pacific fisheries management survey for the West Branch (Spear, 1991). b. Includes all resident and nonresident anglers observed regardless of whether they had creeled fish. c. (Number of anglers observed during month)+(Total number of anglers for season). d. Total number of fish creeled by observed anglers. e. (Number of fish harvested during the month)-i-(Number of anglers observed during month)
B-2a
• Estimation of the monthly variations in the number of trips taken per month by
Penobscot River anglers, based on the larger dataset collected as pan of the
simultaneous fisheries management survey conducted by Georgia Pacific.
• Identification of the distribution of the number of fish creeled per angler by the
interviewed anglers.
• Estimation of the monthly variations in the number of fish creeled per angler based
on the larger dataset collected as part of the simultaneous fisheries management
survey.
Each of these factors is discussed below.
Minimum Consumption Rate
The theoretical minimum consumption rates for each angler are based only on the data collected
during the interview. The minimum rate assumes that the angler creeled no fish on trips taken prior
to the date of the interview, and would catch no additional fish for the remainder of the season,
(i.e., one trip per year). A minimum consumption rate estimate was derived for each angler
interviewed using the following equation:
Qn = Wj x P x T x I/Hi x 1/D
Where:
Cm = Minimum consumption rate (g/person-day)
Wj = Total weight of fish caught and creeled by angler i (g whole fish/trip)
P = Edible portion (g edible/g whole fish)
T = Trips per year (1 trip per year)
Hj = Number of persons who share angler i's catch (persons)
D = Total days per year (365 days/year)
For example, if the angler had creeled 1 fish with a total weight of 1 kg, it was assumed that 30
percent of that fish (300 g) was edible (EPA, 1989). Then, if the angler reported that he intended
B-3
to share that fish with 2 other household members, it was estimated that each of the 3 individuals
would consume 100 g of fish. To annualize that consumption rate, the 100 g was divided by 365
days so that it estimated the minimum rate of consumption for that angler, 0.27 g/day. Table B-3
reports the distribution of the calculated minimum consumption rates for the 74 anglers interviewed
for the consumption survey who indicated that they intended to consume their catch.
Distribution of Frequency of Fishing Trips
The frequency of fishing trips for each individual angler was estimated by dividing the number of
trips reported by the angler to have been taken up to and including the day of the interview by the
total number of weeks that had elapsed during the fishing season. Thus, if an angler was
interviewed on the 10th week of fishing season and reported that this was his first trip to the river,
the total of 1 trip divided by 10 weeks resulted in an estimated weekly frequency of 0.10
trips/week. This was then multiplied by 26 weeks/year (the total number of weeks of open water
fishing season) to derive a frequency of 2.6 trips per year.
Table B-4 reports the distribution of the frequency of fishing trips reported by the anglers
interviewed for the consumption portion of the survey. The estimated frequencies were quite low
for most of the anglers; 45 percent were estimated to take 2.6 or fewer trips per year. The
maximum number of trips per year was estimated to be 156 trips per year. This frequency was
estimated for two individuals who were interviewed early in June and who indicated that they had
fished nearly every day since the beginning of fishing season.
Adjustment Factor for Frequency of Fishing Trips
Because anglers were not likely to maintain a constant fishing frequency throughout the season, a
monthly adjustment factor for the frequency of fishing trips taken was derived using the data
collected as part of the Georgia Pacific fisheries management survey (Spear, 1991). Data from that
survey were sorted by month so that the number of anglers per month could be established. In
order to adjust frequency rates, all monthly frequencies (anglers/month) were normalized to June
which had the highest number of interviews and was assigned a factor of 1. The relative values
assigned to the other months are reported in Table B-5 and are based on the relative percentages of
the total interviews during the season that were represented by the number of interviews reported
for each individual month.
0
Table B-3. Distribution of Calculated Minimum Fish Consumption Rates
Number of Cases 74
Minimum 0.01b
Median (50% Percenule)c 0.29 b
75lh percentilec 0.49 b
Mean 0.38b
Percentile at the Mean c 65th
90lh pcrcenulec 0.69b
95th perccntilec 1 2
a. Based on [Weight of fish creeled at time of interview x 30% edible portion] + [number of persons sharing catch x 365 days]
b. g/person-day c. Calculated based on rank without assuming a statistical distribution.
B-4a
Table B-4. Distribution of Frequency of Fishing Trips Reported in Consumption Survey (trips/year)
Number of Trips per Individuals Year
s 10.4 13
2 15'6
3 18.2 2 20.8 , 26.0
78
2 156
B-4b
a Table B-5. Distribution of Angler Participation by Month
Month of Interview
No. of Anglers Observed
Percent of Total Observed
Adjustment Factor for
MontlJ3
April 899 9.6 0.322
May 1,161 12.4 0.416
June 2,778 29.8 1
July 1,902 20.4 0.684
August 1,632 17.5 0.587
September 964 10.3 0.346
Total 9,336 100
a. From Georgia Pacific Fisheries Management Survey database for Penobscot River. (Spear, 1991) b. Normalized to June.
B-4c
Distribution of Number of Fish Creeled per Trip
The distribution of the number of fish creeled per trip was determined from the data collected at the
time of the interview. At the time of the interview, 61 percent of the successful anglers
interviewed had 1 fish in their creel that they intended to consume, and 18 percent had 2 fish
(Table B-6). The remaining individuals interviewed had creeled between 3 and 15 fish that they
intended to consume.
Adjustment Factor for Number of Fish Creeled per Angler
The estimated adjustment factors for the number of fish creeled per angler during each month were
derived based on the data collected as part of Georgia Pacific's simultaneous fisheries management
survey (Spear, 1991). Data were sorted so that the number of fish creeled per angler could be
established for each month (Table B-7). In order to adjust harvest rates, all monthly frequencies
were normalized to June which was assigned a value of 1. The values assigned to the other
months are reported in Table B-7 and were based on the relative percentages of the numbers of fish
creeled per angler during each month.
Monte Carlo Analysis
The following equation was used for the Monte Carlo simulation:
Cadjj = Cm x A
Where:
Cadjj = Average adjusted consumption rate for persons consuming catch of angler i
(g/person-day)
Cm = Minimum consumption rate (g/person-day)
A = Adjustment factor (unitless)
B-5
Table B-6. Distribution of Fish Creeled and Intended for Consumption by Interviewed Anglers
Number of Individuals
45
13
5
1
2
4
1
2
1
Fish Creeled per Angler
1
2
3
4
5
6
7
8
15
B-5a
Table B-7. Distribution of Fish Creeled per Angler by Month and Adjustment Factors
Number of Fish Adjustment Month of Number of Fish Anglers per Factor for Interview Harvested3 Observed Angler0 Monthb
April 109 899 0.12 0.462
May 112 1,161 0.097 0.373
June 711 2,778 0.26 1.00
July 229 1,902 0.12 0.462
August 161 1,632 0.097 0.373
September 73 964 0.076 0.292
a. From Georgia Pacific fisheries management survey of West Branch (Spear, 1991) b. (Total fish creeled during month)/ (Total number of anglers observed during month) c. Normalized to June.
B-5b
The adjustment factor (A) is a multiplier that takes into account increases above the minimum
consumption rate that one would expect to see due to additional fish caught during the additional
trips taken during the season. It is defined as follows:
dj X At X W^ X Aw
Where:
A = Adjustment factor (unitless)
Tadj = Adjusted frequency of trips compared to minimum frequency
(trips taken / trips taken,™)
At = Seasonal adjustment factor for trips per year (unitless)
Wadj = Adjusted weight of fish creeled per trip compared to minimum (fish weight per
trip / fish weight per tripmin)
Aw = Seasonal adjustment factor for fish per trip (unitless)
The following distributions were entered into the Monte Carlo analysis:
• the full distribution of calculated minimum consumption rates based on the weight
of a single day's catch, a 30 percent edible portion, the number of individuals
reported to share the catch, and an assumption of one trip per year (Cm);
• the weighted distribution of trip/year frequencies as reported by the anglers (Tadj);
• the fishing frequency adjustment factors for each month of fishing season. These
factors were all weighted equally (At);
• the weighted distribution of the number of fish creeled per interviewed angler as
reported during the interview (Wadj); and,
• the fish per angler adjustment factors for each month of fishing season. These were
also weighted equally (Aw).
B-6
The adjustment factors for fishing frequency and fish creeled per trip were dependent variables.
This is because each factor was derived for an individual month. Thus, if an individual iteration of
the simulation randomly selected the fish per angler adjustment factor for August, it also selected
the fishing frequency adjustment factor for August
Results
Twenty thousand iterations that randomly picked from the five separate input distributions were
run for the Monte Carlo analysis. The median rate of consumption (50th percentile) estimated by
the uncertainty analysis was 0.49 g/day with a 75th percentile of 1.6 g/day and a 95th percentile of
10.7 g/day (Table B-8). The mean rate of consumption was estimated to be 3.0 g/day and appears
to fall between the 80th and 85th percentile of the simulated consumption rates.
Discussion
The results of the Monte Carlo simulation indicate that the consumption rates are lower when
adjustment factors relating to the seasonality of fishing activity and fish availability are considered
(Table B-8). Differences are greatest at the lower end of the consumption rate scale as the median
is lower by a factor of approximately 2.7 while the 95th percentile is approximately the same as
that reported in Table 3 of the original analysis.
These results are reasonable when one considers that the highest consumers are likely to be the
more avid anglers. Avid anglers are more likely to fish with a constant frequency than are anglers
for whom fishing is a lower priority. Thus, the assumption originally used in estimating
consumption rates, that frequency remains constant over the season, is more likely to be true for
the higher consumers who are also the more avid anglers. In addition, more avid anglers are likely
to be more skilled fishermen and have greater rates of harvest than occasional fishermen. Thus,
the original assumption, that fish creeled per trip remains constant over the season, may be a
reasonable assumption for the more skilled anglers as they are more likely to obtain fish when fish
availability is low than are those individuals who are not as skilled.
However, for the majority of anglers, the rates reported in Table 3 most likely overpredict actual
fish consumption by more than a factor of 2. As the fishing season on the West Branch
progresses, fish become more difficult to catch. Fishing trips taken later in the season are likely to
B-7
Table B-8. Comparison of Monte Carlo Simulation Results with Original Consumption Rate Estimates
N of Cases
Minimum
Median
75th percentile
Mean
90th percentile
95th percentile
a Combined reaches, Table 2 b. g/person-day
Original Estimates
74
0013b
1.3"
3.7b
5.1b
8.4 b
l l b
Monte Carlo Simulation
74
00013b
0.49 b
1.6b
30b
53b
107b
B-7a
result in decreased harvests. In addition, as harvest success decreases with progress of the season,
it is reasonable to infer that less avid anglers will not be as likely to maintain their fishing
enthusiasm and trip frequency.
The results of this uncertainty analysis indicate that the consumption rate estimates reported in
Table 2 may be overpredicted by as much as a factor of 2. This overprediction is the result of the
seasonal variations in fishing effort and fish availability that occur during the open water season.
Adjusting consumption rate estimates to incorporate these seasonal variabilities results in
substantially lower estimated rates of consumption than those reported in Table 2.
In addition, because the West Branch is located in a remote area with a low population density, it is
likely that many of the anglers who use the fishery must travel some distance to reach the river. As
a result, they are likely to make fewer trips that are longer in duration than would a local angler.
Consequently, while their fishing intensity might be high during the time that they are in proximity
to the river, it is likely that their fishing intensity is much lower when considered for the entire
season. Thus, the original assumption that frequency would remain constant throughout the
remainder of the season is unlikely for the great majority of these individuals and would, almost
certainly, result in a considerable overprediction for the composite rate of fish consumption from
the West Branch.
B-8